Normalization&Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import re\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import scipy.stats as stats\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Makes figures with white background\n",
    "sns.set_style(\"whitegrid\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ttests=[]\n",
    "def ttest(df, df_sub1, df_sub2):\n",
    "    \"\"\"\n",
    "    This function takes two subsetted dataframes where\n",
    "    protein ID's are along the index and the samples\n",
    "    you are testing are in the columns, and performs a\n",
    "    ttest to determine whether each protein in the \n",
    "    subsets are at different levels. This function\n",
    "    returns the original dataframe with a new column \n",
    "    for the p-value associated with the t-test. \n",
    "    equal_var can be set to True or false depending \n",
    "    on whether you need to perform welches correction \n",
    "    on the data.\n",
    "    \n",
    "    parameters\n",
    "    ----------\n",
    "    df: pd.DataFrame\n",
    "    df_sub1: pd.DataFrame\n",
    "    df_sub2: pd.DataFrame\n",
    "    \n",
    "    returns\n",
    "    -------\n",
    "    dataframe with p-values\n",
    "    \n",
    "    \"\"\"\n",
    "    from scipy.stats import ttest_ind\n",
    "    df_sub1 = df_sub1.transpose() # Transposition is  required\n",
    "    df_sub2 = df_sub2.transpose()\n",
    "    ttests = ttest_ind(df_sub1,df_sub2,equal_var=False,\n",
    "                       nan_policy='omit')\n",
    "    ttests = ttests.pvalue.transpose() # Transpose the pvalues back to the original orientation.\n",
    "    df['ttest_pvalue']=ttests\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def volcano(df, significantdf, foldchange, pvalue, savename):\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    plt.scatter(df['%s' % (foldchange)], df['%s' % (pvalue)], c='#a6bddb',s=50, label='Does not meet thresholds')\n",
    "    plt.scatter(significantdf['%s' % (foldchange)], significantdf['%s' % (pvalue)], c='#ffeda0', s=50, label='Significant')\n",
    "    plt.ylabel('-Log(P-value)', fontsize=18)\n",
    "    plt.xlabel('Fold Change', fontsize=18)\n",
    "    plt.legend(scatterpoints=1)\n",
    "    plt.savefig('%s' % (savename))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def volcanotop10(df, significantdf,top10high,top10low,foldchange, pvalue, savename):\n",
    "    plt.figure(figsize=(10, 10))\n",
    "    plt.scatter(df['%s' % (foldchange)], df['%s' % (pvalue)], c='#a6bddb',s=20, label='Does not meet thresholds')\n",
    "    plt.scatter(significantdf['%s' % (foldchange)], significantdf['%s' % (pvalue)], c='#ffeda0', s=50, label='Significant')\n",
    "    plt.scatter(top10high['%s' % (foldchange)], top10high['%s' % (pvalue)], c='r', s=50, label='Top 10 AKI')\n",
    "    plt.scatter(top10low['%s' % (foldchange)], top10low['%s' % (pvalue)], c='b', s=50, label='Top 10 Control')\n",
    "    plt.ylabel('-Log(P-value)', fontsize=18)\n",
    "    plt.xlabel('Fold Change', fontsize=18)\n",
    "    plt.legend(scatterpoints=1)\n",
    "    plt.savefig('%s' % (savename))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fold(df, sub1, sub2, sub1name, sub2name):\n",
    "    \"\"\"\n",
    "    Creates a new column in your dataframe (df) for fold change between\n",
    "    two sample types (in separate dataframes sub1 and sub2).\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    df : pd.DataFrame\n",
    "    sub1 : pd.DataFrame\n",
    "    sub2 : pd.DataFrame\n",
    "    sub1name : string\n",
    "    sub2name : string\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    Newly formed column in your dataframe.\n",
    "    \"\"\"\n",
    "    df['%s Mean' % (sub1name)]=sub1.mean(axis=1,skipna=True)\n",
    "    df['%s Mean' % (sub2name)]=sub2.mean(axis=1,skipna=True)\n",
    "    df['Fold Change(%s/%s)' % (sub1name, sub2name)]=df['%s Mean' % (sub1name)]/df['%s Mean' % (sub2name)]\n",
    "    return df['Fold Change(%s/%s)' % (sub1name, sub2name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def piscore(df,sub1name,sub2name):\n",
    "    \"\"\"\n",
    "    pi score is a function which combines outputs from ttest and fold change functions\n",
    "    and multiplies them to help pick biologically relevant hits within your systems.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    df : pd.DataFrame\n",
    "    sub1name : string\n",
    "    sub2name: string\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    Newly formed column in your dataframe\n",
    "    \n",
    "    \n",
    "    \"\"\"\n",
    "    df['Log2(Fold Change)'] = np.log2(df['Fold Change(%s/%s)'% (sub1name,sub2name)])\n",
    "    df['-Log(P-value)'] = -np.log10(df['ttest_pvalue'])\n",
    "    df['%s/%s pi score' % (sub1name,sub2name)] = df['-Log(P-value)']*df['Log2(Fold Change)']\n",
    "    return df['%s/%s pi score' % (sub1name,sub2name)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def TwoCategoryMaster(dfmain,dfsub1,dfsub2,sub1name,sub2name):\n",
    "    \"\"\"\n",
    "    This function combines previously created user-defined functions to streamline the data\n",
    "    analysis.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    dfmain : pd.DataFrame\n",
    "    dfsub1 : pd.DataFrame\n",
    "    dfsub2 : pd.DataFrame\n",
    "    sub1name : string\n",
    "    sub2name : string\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    Updated dataframe\n",
    "    \"\"\"\n",
    "    ttest(dfmain,dfsub1,dfsub2)\n",
    "    fold(dfmain,dfsub1,dfsub2,sub1name,sub2name)\n",
    "    piscore(dfmain,sub1name,sub2name)\n",
    "    return dfmain"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Normalization "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Protein</th>\n",
       "      <th>Description</th>\n",
       "      <th>Checked</th>\n",
       "      <th>Confidence</th>\n",
       "      <th>Identifying.Node</th>\n",
       "      <th>PSM.Ambiguity</th>\n",
       "      <th>Annotated.Sequence</th>\n",
       "      <th>Modifications</th>\n",
       "      <th>X..Protein.Groups</th>\n",
       "      <th>...</th>\n",
       "      <th>Area..F16..Sample</th>\n",
       "      <th>Area..F17..Sample</th>\n",
       "      <th>Area..F18..Sample</th>\n",
       "      <th>Area..F19..Sample</th>\n",
       "      <th>Area..F20..Sample</th>\n",
       "      <th>Area..F21..Sample</th>\n",
       "      <th>Area..F22..Sample</th>\n",
       "      <th>emPAI</th>\n",
       "      <th>Score.Sequest.HT</th>\n",
       "      <th>X..Peptides.Sequest.HT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>229</td>\n",
       "      <td>P01024</td>\n",
       "      <td>Complement C3 OS=Homo sapiens GN=C3 PE=1 SV=2</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>SGSDEVQVGQQR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>821</td>\n",
       "      <td>P26038</td>\n",
       "      <td>Moesin OS=Homo sapiens GN=MSN PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>AQmVQEDLEK</td>\n",
       "      <td>M3(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>912</td>\n",
       "      <td>P26038</td>\n",
       "      <td>Moesin OS=Homo sapiens GN=MSN PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>VTAQDVR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>918</td>\n",
       "      <td>P26038</td>\n",
       "      <td>Moesin OS=Homo sapiens GN=MSN PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>AmLENEK</td>\n",
       "      <td>M2(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>928</td>\n",
       "      <td>P26038</td>\n",
       "      <td>Moesin OS=Homo sapiens GN=MSN PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>SGYLAGDK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>931</td>\n",
       "      <td>P26038</td>\n",
       "      <td>Moesin OS=Homo sapiens GN=MSN PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>AmLENEK</td>\n",
       "      <td>M2(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1070</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>WELLQQVDTSTR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1071</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>SLNNQFASFIDK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1074</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>QISNLQQSISDAEQR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1079</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>NmQDmVEDYR</td>\n",
       "      <td>M2(Oxidation); M5(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1080</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>FSScGGGGGSFGAGGGFGSR</td>\n",
       "      <td>C4(Carbamidomethyl)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1081</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>LNDLEDALQQAK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1092</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>FLEQQNQVLQTK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1104</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>QISNLQQSISDAEQR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1110</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>QISNLQQSISDAEQR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1111</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1112</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1204</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1205</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>NmQDmVEDYR</td>\n",
       "      <td>M2(Oxidation); M5(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1206</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>AEAESLYQSK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1213</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>TNAENEFVTIK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1214</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>YEELQITAGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1343</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1348</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1349</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>mSGEcAPNVSVSVSTSHTTISGGGSR</td>\n",
       "      <td>M1(Oxidation); C5(Carbamidomethyl)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1447</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1448</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1450</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1451</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1454</td>\n",
       "      <td>P04264</td>\n",
       "      <td>Keratin, type II cytoskeletal 1 OS=Homo sapien...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSGGGSSGGSIGGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>25930</td>\n",
       "      <td>Q02383</td>\n",
       "      <td>Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>ISYQSSSTEER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>25931</td>\n",
       "      <td>Q02383</td>\n",
       "      <td>Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>ISYQSSSTEER</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>25932</td>\n",
       "      <td>Q02383</td>\n",
       "      <td>Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GLSSQcSNTEK</td>\n",
       "      <td>C6(Carbamidomethyl)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>25933</td>\n",
       "      <td>Q02383</td>\n",
       "      <td>Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>mSYQSSSTEER</td>\n",
       "      <td>M1(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>25934</td>\n",
       "      <td>Q02383</td>\n",
       "      <td>Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSISIQTEEK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>26089</td>\n",
       "      <td>P52788</td>\n",
       "      <td>Spermine synthase OS=Homo sapiens GN=SMS PE=1 ...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>ELSQDSTGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>26197</td>\n",
       "      <td>Q9Y2I6</td>\n",
       "      <td>Ninein-like protein OS=Homo sapiens GN=NINL PE...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>SGQQQSDQIQK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>26209</td>\n",
       "      <td>P29966</td>\n",
       "      <td>Myristoylated alanine-rich C-kinase substrate ...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GEPAAAAAPEAGASPVEK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>26785</td>\n",
       "      <td>P19086</td>\n",
       "      <td>Guanine nucleotide-binding protein G(z) subuni...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>mVDVGGQR</td>\n",
       "      <td>M1(Oxidation)</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>26835</td>\n",
       "      <td>P08123</td>\n",
       "      <td>Collagen alpha-2(I) chain OS=Homo sapiens GN=C...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GPAGPSGPAGK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>26837</td>\n",
       "      <td>P08123</td>\n",
       "      <td>Collagen alpha-2(I) chain OS=Homo sapiens GN=C...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GPSGPQGIR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>26872</td>\n",
       "      <td>Q9UBI6</td>\n",
       "      <td>Guanine nucleotide-binding protein G(I)/G(S)/G...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>TASTNNIAQAR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>26874</td>\n",
       "      <td>Q9UBI6</td>\n",
       "      <td>Guanine nucleotide-binding protein G(I)/G(S)/G...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>TASTNNIAQAR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>26877</td>\n",
       "      <td>Q9UBI6</td>\n",
       "      <td>Guanine nucleotide-binding protein G(I)/G(S)/G...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>TASTNNIAQAR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>26962</td>\n",
       "      <td>Q5T750</td>\n",
       "      <td>Skin-specific protein 32 OS=Homo sapiens GN=XP...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>cPAPcQR</td>\n",
       "      <td>C1(Carbamidomethyl); C5(Carbamidomethyl)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>27026</td>\n",
       "      <td>P31944</td>\n",
       "      <td>Caspase-14 OS=Homo sapiens GN=CASP14 PE=1 SV=2</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GEDGEmVK</td>\n",
       "      <td>M6(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>27236</td>\n",
       "      <td>P02452</td>\n",
       "      <td>Collagen alpha-1(I) chain OS=Homo sapiens GN=C...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GSEGPQGVR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>27238</td>\n",
       "      <td>P02452</td>\n",
       "      <td>Collagen alpha-1(I) chain OS=Homo sapiens GN=C...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GPAGPQGPR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>27490</td>\n",
       "      <td>Q9UBV8</td>\n",
       "      <td>Peflin OS=Homo sapiens GN=PEF1 PE=1 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>DTAVQGNIR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>27645</td>\n",
       "      <td>Q08188</td>\n",
       "      <td>Protein-glutamine gamma-glutamyltransferase E ...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>DAATDVASR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>27648</td>\n",
       "      <td>Q08188</td>\n",
       "      <td>Protein-glutamine gamma-glutamyltransferase E ...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>DAATDVASR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>27769</td>\n",
       "      <td>Q9NRR6</td>\n",
       "      <td>72 kDa inositol polyphosphate 5-phosphatase OS...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>DAAVAGSSPR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>27944</td>\n",
       "      <td>Q13409</td>\n",
       "      <td>Cytoplasmic dynein 1 intermediate chain 2 OS=H...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>ADAEEEAATR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>27954</td>\n",
       "      <td>P05089-2</td>\n",
       "      <td>Isoform 2 of Arginase-1 OS=Homo sapiens GN=ARG1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>ASEQLAGK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>28028</td>\n",
       "      <td>P08582</td>\n",
       "      <td>Melanotransferrin OS=Homo sapiens GN=MELTF PE=...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>GDSSGEGVcDK</td>\n",
       "      <td>C9(Carbamidomethyl)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>28043</td>\n",
       "      <td>O60637</td>\n",
       "      <td>Tetraspanin-3 OS=Homo sapiens GN=TSPAN3 PE=2 SV=1</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>VENEVDR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>28071</td>\n",
       "      <td>Q13563</td>\n",
       "      <td>Polycystin-2 OS=Homo sapiens GN=PKD2 PE=1 SV=3</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>LmEESSTNR</td>\n",
       "      <td>M2(Oxidation)</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>28431</td>\n",
       "      <td>Q14108</td>\n",
       "      <td>Lysosome membrane protein 2 OS=Homo sapiens GN...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>DQSVGDPK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>28447</td>\n",
       "      <td>P07910</td>\n",
       "      <td>Heterogeneous nuclear ribonucleoproteins C1/C2...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>AAVAGEDGR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>28656</td>\n",
       "      <td>Q6KCM7-3</td>\n",
       "      <td>Isoform 3 of Calcium-binding mitochondrial car...</td>\n",
       "      <td>False</td>\n",
       "      <td>High</td>\n",
       "      <td>Sequest HT (A2)</td>\n",
       "      <td>Unambiguous</td>\n",
       "      <td>TEGELQK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>744 rows × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0   Protein                                        Description  \\\n",
       "0           229    P01024      Complement C3 OS=Homo sapiens GN=C3 PE=1 SV=2   \n",
       "1           821    P26038            Moesin OS=Homo sapiens GN=MSN PE=1 SV=3   \n",
       "2           912    P26038            Moesin OS=Homo sapiens GN=MSN PE=1 SV=3   \n",
       "3           918    P26038            Moesin OS=Homo sapiens GN=MSN PE=1 SV=3   \n",
       "4           928    P26038            Moesin OS=Homo sapiens GN=MSN PE=1 SV=3   \n",
       "5           931    P26038            Moesin OS=Homo sapiens GN=MSN PE=1 SV=3   \n",
       "6          1070    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "7          1071    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "8          1074    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "9          1079    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "10         1080    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "11         1081    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "12         1092    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "13         1104    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "14         1110    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "15         1111    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "16         1112    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "17         1204    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "18         1205    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "19         1206    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "20         1213    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "21         1214    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "22         1343    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "23         1348    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "24         1349    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "25         1447    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "26         1448    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "27         1450    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "28         1451    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "29         1454    P04264  Keratin, type II cytoskeletal 1 OS=Homo sapien...   \n",
       "..          ...       ...                                                ...   \n",
       "714       25930    Q02383   Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1   \n",
       "715       25931    Q02383   Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1   \n",
       "716       25932    Q02383   Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1   \n",
       "717       25933    Q02383   Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1   \n",
       "718       25934    Q02383   Semenogelin-2 OS=Homo sapiens GN=SEMG2 PE=1 SV=1   \n",
       "719       26089    P52788  Spermine synthase OS=Homo sapiens GN=SMS PE=1 ...   \n",
       "720       26197    Q9Y2I6  Ninein-like protein OS=Homo sapiens GN=NINL PE...   \n",
       "721       26209    P29966  Myristoylated alanine-rich C-kinase substrate ...   \n",
       "722       26785    P19086  Guanine nucleotide-binding protein G(z) subuni...   \n",
       "723       26835    P08123  Collagen alpha-2(I) chain OS=Homo sapiens GN=C...   \n",
       "724       26837    P08123  Collagen alpha-2(I) chain OS=Homo sapiens GN=C...   \n",
       "725       26872    Q9UBI6  Guanine nucleotide-binding protein G(I)/G(S)/G...   \n",
       "726       26874    Q9UBI6  Guanine nucleotide-binding protein G(I)/G(S)/G...   \n",
       "727       26877    Q9UBI6  Guanine nucleotide-binding protein G(I)/G(S)/G...   \n",
       "728       26962    Q5T750  Skin-specific protein 32 OS=Homo sapiens GN=XP...   \n",
       "729       27026    P31944     Caspase-14 OS=Homo sapiens GN=CASP14 PE=1 SV=2   \n",
       "730       27236    P02452  Collagen alpha-1(I) chain OS=Homo sapiens GN=C...   \n",
       "731       27238    P02452  Collagen alpha-1(I) chain OS=Homo sapiens GN=C...   \n",
       "732       27490    Q9UBV8           Peflin OS=Homo sapiens GN=PEF1 PE=1 SV=1   \n",
       "733       27645    Q08188  Protein-glutamine gamma-glutamyltransferase E ...   \n",
       "734       27648    Q08188  Protein-glutamine gamma-glutamyltransferase E ...   \n",
       "735       27769    Q9NRR6  72 kDa inositol polyphosphate 5-phosphatase OS...   \n",
       "736       27944    Q13409  Cytoplasmic dynein 1 intermediate chain 2 OS=H...   \n",
       "737       27954  P05089-2    Isoform 2 of Arginase-1 OS=Homo sapiens GN=ARG1   \n",
       "738       28028    P08582  Melanotransferrin OS=Homo sapiens GN=MELTF PE=...   \n",
       "739       28043    O60637  Tetraspanin-3 OS=Homo sapiens GN=TSPAN3 PE=2 SV=1   \n",
       "740       28071    Q13563     Polycystin-2 OS=Homo sapiens GN=PKD2 PE=1 SV=3   \n",
       "741       28431    Q14108  Lysosome membrane protein 2 OS=Homo sapiens GN...   \n",
       "742       28447    P07910  Heterogeneous nuclear ribonucleoproteins C1/C2...   \n",
       "743       28656  Q6KCM7-3  Isoform 3 of Calcium-binding mitochondrial car...   \n",
       "\n",
       "    Checked Confidence Identifying.Node PSM.Ambiguity  \\\n",
       "0     False       High  Sequest HT (A2)   Unambiguous   \n",
       "1     False       High  Sequest HT (A2)   Unambiguous   \n",
       "2     False       High  Sequest HT (A2)   Unambiguous   \n",
       "3     False       High  Sequest HT (A2)   Unambiguous   \n",
       "4     False       High  Sequest HT (A2)   Unambiguous   \n",
       "5     False       High  Sequest HT (A2)   Unambiguous   \n",
       "6     False       High  Sequest HT (A2)   Unambiguous   \n",
       "7     False       High  Sequest HT (A2)   Unambiguous   \n",
       "8     False       High  Sequest HT (A2)   Unambiguous   \n",
       "9     False       High  Sequest HT (A2)   Unambiguous   \n",
       "10    False       High  Sequest HT (A2)   Unambiguous   \n",
       "11    False       High  Sequest HT (A2)   Unambiguous   \n",
       "12    False       High  Sequest HT (A2)   Unambiguous   \n",
       "13    False       High  Sequest HT (A2)   Unambiguous   \n",
       "14    False       High  Sequest HT (A2)   Unambiguous   \n",
       "15    False       High  Sequest HT (A2)   Unambiguous   \n",
       "16    False       High  Sequest HT (A2)   Unambiguous   \n",
       "17    False       High  Sequest HT (A2)   Unambiguous   \n",
       "18    False       High  Sequest HT (A2)   Unambiguous   \n",
       "19    False       High  Sequest HT (A2)   Unambiguous   \n",
       "20    False       High  Sequest HT (A2)   Unambiguous   \n",
       "21    False       High  Sequest HT (A2)   Unambiguous   \n",
       "22    False       High  Sequest HT (A2)   Unambiguous   \n",
       "23    False       High  Sequest HT (A2)   Unambiguous   \n",
       "24    False       High  Sequest HT (A2)   Unambiguous   \n",
       "25    False       High  Sequest HT (A2)   Unambiguous   \n",
       "26    False       High  Sequest HT (A2)   Unambiguous   \n",
       "27    False       High  Sequest HT (A2)   Unambiguous   \n",
       "28    False       High  Sequest HT (A2)   Unambiguous   \n",
       "29    False       High  Sequest HT (A2)   Unambiguous   \n",
       "..      ...        ...              ...           ...   \n",
       "714   False       High  Sequest HT (A2)   Unambiguous   \n",
       "715   False       High  Sequest HT (A2)   Unambiguous   \n",
       "716   False       High  Sequest HT (A2)   Unambiguous   \n",
       "717   False       High  Sequest HT (A2)   Unambiguous   \n",
       "718   False       High  Sequest HT (A2)   Unambiguous   \n",
       "719   False       High  Sequest HT (A2)   Unambiguous   \n",
       "720   False       High  Sequest HT (A2)   Unambiguous   \n",
       "721   False       High  Sequest HT (A2)   Unambiguous   \n",
       "722   False       High  Sequest HT (A2)   Unambiguous   \n",
       "723   False       High  Sequest HT (A2)   Unambiguous   \n",
       "724   False       High  Sequest HT (A2)   Unambiguous   \n",
       "725   False       High  Sequest HT (A2)   Unambiguous   \n",
       "726   False       High  Sequest HT (A2)   Unambiguous   \n",
       "727   False       High  Sequest HT (A2)   Unambiguous   \n",
       "728   False       High  Sequest HT (A2)   Unambiguous   \n",
       "729   False       High  Sequest HT (A2)   Unambiguous   \n",
       "730   False       High  Sequest HT (A2)   Unambiguous   \n",
       "731   False       High  Sequest HT (A2)   Unambiguous   \n",
       "732   False       High  Sequest HT (A2)   Unambiguous   \n",
       "733   False       High  Sequest HT (A2)   Unambiguous   \n",
       "734   False       High  Sequest HT (A2)   Unambiguous   \n",
       "735   False       High  Sequest HT (A2)   Unambiguous   \n",
       "736   False       High  Sequest HT (A2)   Unambiguous   \n",
       "737   False       High  Sequest HT (A2)   Unambiguous   \n",
       "738   False       High  Sequest HT (A2)   Unambiguous   \n",
       "739   False       High  Sequest HT (A2)   Unambiguous   \n",
       "740   False       High  Sequest HT (A2)   Unambiguous   \n",
       "741   False       High  Sequest HT (A2)   Unambiguous   \n",
       "742   False       High  Sequest HT (A2)   Unambiguous   \n",
       "743   False       High  Sequest HT (A2)   Unambiguous   \n",
       "\n",
       "             Annotated.Sequence                             Modifications  \\\n",
       "0                  SGSDEVQVGQQR                                       NaN   \n",
       "1                    AQmVQEDLEK                             M3(Oxidation)   \n",
       "2                       VTAQDVR                                       NaN   \n",
       "3                       AmLENEK                             M2(Oxidation)   \n",
       "4                      SGYLAGDK                                       NaN   \n",
       "5                       AmLENEK                             M2(Oxidation)   \n",
       "6                  WELLQQVDTSTR                                       NaN   \n",
       "7                  SLNNQFASFIDK                                       NaN   \n",
       "8               QISNLQQSISDAEQR                                       NaN   \n",
       "9                    NmQDmVEDYR              M2(Oxidation); M5(Oxidation)   \n",
       "10         FSScGGGGGSFGAGGGFGSR                       C4(Carbamidomethyl)   \n",
       "11                 LNDLEDALQQAK                                       NaN   \n",
       "12                 FLEQQNQVLQTK                                       NaN   \n",
       "13              QISNLQQSISDAEQR                                       NaN   \n",
       "14              QISNLQQSISDAEQR                                       NaN   \n",
       "15               GSGGGSSGGSIGGR                                       NaN   \n",
       "16               GSGGGSSGGSIGGR                                       NaN   \n",
       "17               GSGGGSSGGSIGGR                                       NaN   \n",
       "18                   NmQDmVEDYR              M2(Oxidation); M5(Oxidation)   \n",
       "19                   AEAESLYQSK                                       NaN   \n",
       "20                  TNAENEFVTIK                                       NaN   \n",
       "21                   YEELQITAGR                                       NaN   \n",
       "22               GSGGGSSGGSIGGR                                       NaN   \n",
       "23               GSGGGSSGGSIGGR                                       NaN   \n",
       "24   mSGEcAPNVSVSVSTSHTTISGGGSR        M1(Oxidation); C5(Carbamidomethyl)   \n",
       "25               GSGGGSSGGSIGGR                                       NaN   \n",
       "26               GSGGGSSGGSIGGR                                       NaN   \n",
       "27               GSGGGSSGGSIGGR                                       NaN   \n",
       "28               GSGGGSSGGSIGGR                                       NaN   \n",
       "29               GSGGGSSGGSIGGR                                       NaN   \n",
       "..                          ...                                       ...   \n",
       "714                 ISYQSSSTEER                                       NaN   \n",
       "715                 ISYQSSSTEER                                       NaN   \n",
       "716                 GLSSQcSNTEK                       C6(Carbamidomethyl)   \n",
       "717                 mSYQSSSTEER                             M1(Oxidation)   \n",
       "718                  GSISIQTEEK                                       NaN   \n",
       "719                   ELSQDSTGR                                       NaN   \n",
       "720                 SGQQQSDQIQK                                       NaN   \n",
       "721          GEPAAAAAPEAGASPVEK                                       NaN   \n",
       "722                    mVDVGGQR                             M1(Oxidation)   \n",
       "723                 GPAGPSGPAGK                                       NaN   \n",
       "724                   GPSGPQGIR                                       NaN   \n",
       "725                 TASTNNIAQAR                                       NaN   \n",
       "726                 TASTNNIAQAR                                       NaN   \n",
       "727                 TASTNNIAQAR                                       NaN   \n",
       "728                     cPAPcQR  C1(Carbamidomethyl); C5(Carbamidomethyl)   \n",
       "729                    GEDGEmVK                             M6(Oxidation)   \n",
       "730                   GSEGPQGVR                                       NaN   \n",
       "731                   GPAGPQGPR                                       NaN   \n",
       "732                   DTAVQGNIR                                       NaN   \n",
       "733                   DAATDVASR                                       NaN   \n",
       "734                   DAATDVASR                                       NaN   \n",
       "735                  DAAVAGSSPR                                       NaN   \n",
       "736                  ADAEEEAATR                                       NaN   \n",
       "737                    ASEQLAGK                                       NaN   \n",
       "738                 GDSSGEGVcDK                       C9(Carbamidomethyl)   \n",
       "739                     VENEVDR                                       NaN   \n",
       "740                   LmEESSTNR                             M2(Oxidation)   \n",
       "741                    DQSVGDPK                                       NaN   \n",
       "742                   AAVAGEDGR                                       NaN   \n",
       "743                     TEGELQK                                       NaN   \n",
       "\n",
       "     X..Protein.Groups           ...            Area..F16..Sample  \\\n",
       "0                    1           ...                          NaN   \n",
       "1                    1           ...                          NaN   \n",
       "2                    1           ...                          NaN   \n",
       "3                    1           ...                          NaN   \n",
       "4                    1           ...                          NaN   \n",
       "5                    1           ...                          NaN   \n",
       "6                    1           ...                          NaN   \n",
       "7                    1           ...                          NaN   \n",
       "8                    1           ...                          NaN   \n",
       "9                    1           ...                          NaN   \n",
       "10                   1           ...                          NaN   \n",
       "11                   1           ...                          NaN   \n",
       "12                   3           ...                          NaN   \n",
       "13                   1           ...                          NaN   \n",
       "14                   1           ...                          NaN   \n",
       "15                   1           ...                          NaN   \n",
       "16                   1           ...                          NaN   \n",
       "17                   1           ...                          NaN   \n",
       "18                   1           ...                          NaN   \n",
       "19                   1           ...                          NaN   \n",
       "20                   1           ...                          NaN   \n",
       "21                   2           ...                          NaN   \n",
       "22                   1           ...                          NaN   \n",
       "23                   1           ...                          NaN   \n",
       "24                   1           ...                          NaN   \n",
       "25                   1           ...                          NaN   \n",
       "26                   1           ...                          NaN   \n",
       "27                   1           ...                          NaN   \n",
       "28                   1           ...                          NaN   \n",
       "29                   1           ...                          NaN   \n",
       "..                 ...           ...                          ...   \n",
       "714                  2           ...                          NaN   \n",
       "715                  2           ...                          NaN   \n",
       "716                  1           ...                          NaN   \n",
       "717                  1           ...                          NaN   \n",
       "718                  1           ...                          NaN   \n",
       "719                  1           ...                          NaN   \n",
       "720                  1           ...                          NaN   \n",
       "721                  1           ...                          NaN   \n",
       "722                  5           ...                          NaN   \n",
       "723                  1           ...                          NaN   \n",
       "724                  1           ...                          NaN   \n",
       "725                  1           ...                          NaN   \n",
       "726                  1           ...                          NaN   \n",
       "727                  1           ...                          NaN   \n",
       "728                  1           ...                          NaN   \n",
       "729                  1           ...                          NaN   \n",
       "730                  1           ...                          NaN   \n",
       "731                  1           ...                          NaN   \n",
       "732                  1           ...                          NaN   \n",
       "733                  1           ...                          NaN   \n",
       "734                  1           ...                          NaN   \n",
       "735                  1           ...                          NaN   \n",
       "736                  1           ...                          NaN   \n",
       "737                  1           ...                          NaN   \n",
       "738                  1           ...                          NaN   \n",
       "739                  1           ...                          NaN   \n",
       "740                  1           ...                          NaN   \n",
       "741                  1           ...                          NaN   \n",
       "742                  1           ...                          NaN   \n",
       "743                  1           ...                          NaN   \n",
       "\n",
       "    Area..F17..Sample Area..F18..Sample  Area..F19..Sample  Area..F20..Sample  \\\n",
       "0                 NaN               NaN                NaN                NaN   \n",
       "1                 NaN               NaN                NaN                NaN   \n",
       "2                 NaN               NaN                NaN                NaN   \n",
       "3                 NaN               NaN                NaN                NaN   \n",
       "4                 NaN               NaN                NaN                NaN   \n",
       "5                 NaN               NaN                NaN                NaN   \n",
       "6                 NaN               NaN                NaN                NaN   \n",
       "7                 NaN               NaN                NaN                NaN   \n",
       "8                 NaN               NaN                NaN                NaN   \n",
       "9                 NaN               NaN                NaN                NaN   \n",
       "10                NaN               NaN                NaN                NaN   \n",
       "11                NaN               NaN                NaN                NaN   \n",
       "12                NaN               NaN                NaN                NaN   \n",
       "13                NaN               NaN                NaN                NaN   \n",
       "14                NaN               NaN                NaN                NaN   \n",
       "15                NaN               NaN                NaN                NaN   \n",
       "16                NaN               NaN                NaN                NaN   \n",
       "17                NaN               NaN                NaN                NaN   \n",
       "18                NaN               NaN                NaN                NaN   \n",
       "19                NaN               NaN                NaN                NaN   \n",
       "20                NaN               NaN                NaN                NaN   \n",
       "21                NaN               NaN                NaN                NaN   \n",
       "22                NaN               NaN                NaN                NaN   \n",
       "23                NaN               NaN                NaN                NaN   \n",
       "24                NaN               NaN                NaN                NaN   \n",
       "25                NaN               NaN                NaN                NaN   \n",
       "26                NaN               NaN                NaN                NaN   \n",
       "27                NaN               NaN                NaN                NaN   \n",
       "28                NaN               NaN                NaN                NaN   \n",
       "29                NaN               NaN                NaN                NaN   \n",
       "..                ...               ...                ...                ...   \n",
       "714               NaN               NaN                NaN                NaN   \n",
       "715               NaN               NaN                NaN                NaN   \n",
       "716               NaN               NaN                NaN                NaN   \n",
       "717               NaN               NaN                NaN                NaN   \n",
       "718               NaN               NaN                NaN                NaN   \n",
       "719               NaN               NaN                NaN                NaN   \n",
       "720               NaN               NaN                NaN                NaN   \n",
       "721               NaN               NaN                NaN                NaN   \n",
       "722               NaN               NaN                NaN                NaN   \n",
       "723               NaN               NaN                NaN                NaN   \n",
       "724               NaN               NaN                NaN                NaN   \n",
       "725               NaN               NaN                NaN                NaN   \n",
       "726               NaN               NaN                NaN                NaN   \n",
       "727               NaN               NaN                NaN                NaN   \n",
       "728               NaN               NaN                NaN                NaN   \n",
       "729               NaN               NaN                NaN                NaN   \n",
       "730               NaN               NaN                NaN                NaN   \n",
       "731               NaN               NaN                NaN                NaN   \n",
       "732               NaN               NaN                NaN                NaN   \n",
       "733               NaN               NaN                NaN                NaN   \n",
       "734               NaN               NaN                NaN                NaN   \n",
       "735               NaN               NaN                NaN                NaN   \n",
       "736               NaN               NaN                NaN                NaN   \n",
       "737               NaN               NaN                NaN                NaN   \n",
       "738               NaN               NaN                NaN                NaN   \n",
       "739               NaN               NaN                NaN                NaN   \n",
       "740               NaN               NaN                NaN                NaN   \n",
       "741               NaN               NaN                NaN                NaN   \n",
       "742               NaN               NaN                NaN                NaN   \n",
       "743               NaN               NaN                NaN                NaN   \n",
       "\n",
       "     Area..F21..Sample  Area..F22..Sample  emPAI  Score.Sequest.HT  \\\n",
       "0                  NaN                NaN    NaN               NaN   \n",
       "1                  NaN                NaN    NaN               NaN   \n",
       "2                  NaN                NaN    NaN               NaN   \n",
       "3                  NaN                NaN    NaN               NaN   \n",
       "4                  NaN                NaN    NaN               NaN   \n",
       "5                  NaN                NaN    NaN               NaN   \n",
       "6                  NaN                NaN    NaN               NaN   \n",
       "7                  NaN                NaN    NaN               NaN   \n",
       "8                  NaN                NaN    NaN               NaN   \n",
       "9                  NaN                NaN    NaN               NaN   \n",
       "10                 NaN                NaN    NaN               NaN   \n",
       "11                 NaN                NaN    NaN               NaN   \n",
       "12                 NaN                NaN    NaN               NaN   \n",
       "13                 NaN                NaN    NaN               NaN   \n",
       "14                 NaN                NaN    NaN               NaN   \n",
       "15                 NaN                NaN    NaN               NaN   \n",
       "16                 NaN                NaN    NaN               NaN   \n",
       "17                 NaN                NaN    NaN               NaN   \n",
       "18                 NaN                NaN    NaN               NaN   \n",
       "19                 NaN                NaN    NaN               NaN   \n",
       "20                 NaN                NaN    NaN               NaN   \n",
       "21                 NaN                NaN    NaN               NaN   \n",
       "22                 NaN                NaN    NaN               NaN   \n",
       "23                 NaN                NaN    NaN               NaN   \n",
       "24                 NaN                NaN    NaN               NaN   \n",
       "25                 NaN                NaN    NaN               NaN   \n",
       "26                 NaN                NaN    NaN               NaN   \n",
       "27                 NaN                NaN    NaN               NaN   \n",
       "28                 NaN                NaN    NaN               NaN   \n",
       "29                 NaN                NaN    NaN               NaN   \n",
       "..                 ...                ...    ...               ...   \n",
       "714                NaN                NaN    NaN               NaN   \n",
       "715                NaN                NaN    NaN               NaN   \n",
       "716                NaN                NaN    NaN               NaN   \n",
       "717                NaN                NaN    NaN               NaN   \n",
       "718                NaN                NaN    NaN               NaN   \n",
       "719                NaN                NaN    NaN               NaN   \n",
       "720                NaN                NaN    NaN               NaN   \n",
       "721                NaN                NaN    NaN               NaN   \n",
       "722                NaN                NaN    NaN               NaN   \n",
       "723                NaN                NaN    NaN               NaN   \n",
       "724                NaN                NaN    NaN               NaN   \n",
       "725                NaN                NaN    NaN               NaN   \n",
       "726                NaN                NaN    NaN               NaN   \n",
       "727                NaN                NaN    NaN               NaN   \n",
       "728                NaN                NaN    NaN               NaN   \n",
       "729                NaN                NaN    NaN               NaN   \n",
       "730                NaN                NaN    NaN               NaN   \n",
       "731                NaN                NaN    NaN               NaN   \n",
       "732                NaN                NaN    NaN               NaN   \n",
       "733                NaN                NaN    NaN               NaN   \n",
       "734                NaN                NaN    NaN               NaN   \n",
       "735                NaN                NaN    NaN               NaN   \n",
       "736                NaN                NaN    NaN               NaN   \n",
       "737                NaN                NaN    NaN               NaN   \n",
       "738                NaN                NaN    NaN               NaN   \n",
       "739                NaN                NaN    NaN               NaN   \n",
       "740                NaN                NaN    NaN               NaN   \n",
       "741                NaN                NaN    NaN               NaN   \n",
       "742                NaN                NaN    NaN               NaN   \n",
       "743                NaN                NaN    NaN               NaN   \n",
       "\n",
       "     X..Peptides.Sequest.HT  \n",
       "0                       NaN  \n",
       "1                       NaN  \n",
       "2                       NaN  \n",
       "3                       NaN  \n",
       "4                       NaN  \n",
       "5                       NaN  \n",
       "6                       NaN  \n",
       "7                       NaN  \n",
       "8                       NaN  \n",
       "9                       NaN  \n",
       "10                      NaN  \n",
       "11                      NaN  \n",
       "12                      NaN  \n",
       "13                      NaN  \n",
       "14                      NaN  \n",
       "15                      NaN  \n",
       "16                      NaN  \n",
       "17                      NaN  \n",
       "18                      NaN  \n",
       "19                      NaN  \n",
       "20                      NaN  \n",
       "21                      NaN  \n",
       "22                      NaN  \n",
       "23                      NaN  \n",
       "24                      NaN  \n",
       "25                      NaN  \n",
       "26                      NaN  \n",
       "27                      NaN  \n",
       "28                      NaN  \n",
       "29                      NaN  \n",
       "..                      ...  \n",
       "714                     NaN  \n",
       "715                     NaN  \n",
       "716                     NaN  \n",
       "717                     NaN  \n",
       "718                     NaN  \n",
       "719                     NaN  \n",
       "720                     NaN  \n",
       "721                     NaN  \n",
       "722                     NaN  \n",
       "723                     NaN  \n",
       "724                     NaN  \n",
       "725                     NaN  \n",
       "726                     NaN  \n",
       "727                     NaN  \n",
       "728                     NaN  \n",
       "729                     NaN  \n",
       "730                     NaN  \n",
       "731                     NaN  \n",
       "732                     NaN  \n",
       "733                     NaN  \n",
       "734                     NaN  \n",
       "735                     NaN  \n",
       "736                     NaN  \n",
       "737                     NaN  \n",
       "738                     NaN  \n",
       "739                     NaN  \n",
       "740                     NaN  \n",
       "741                     NaN  \n",
       "742                     NaN  \n",
       "743                     NaN  \n",
       "\n",
       "[744 rows x 64 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('QF149.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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      ],
      "text/plain": [
       "                   QF149\n",
       "                     sum\n",
       "Protein                 \n",
       "A0A024R571  2.324261e+06\n",
       "A0A024R6I7  7.378400e+06\n",
       "A0A0A0MT26  8.998703e+05\n",
       "A0A0B4J231  1.157432e+05\n",
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       "P01871               NaN\n",
       "...                  ...\n",
       "Q6KCM7-3    4.914510e+05\n",
       "Q6P1N0      1.081492e+06\n",
       "Q6S8J3      1.629888e+07\n",
       "Q7Z3Y8      4.224788e+07\n",
       "Q7Z794      3.411866e+08\n",
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       "Q8NFJ5      1.261952e+06\n",
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       "Q93088      1.319799e+06\n",
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       "Q9NRR6      1.667412e+05\n",
       "Q9NZN3      2.324261e+06\n",
       "Q9UBI6               NaN\n",
       "Q9UBV8      3.753706e+05\n",
       "Q9UHR4      1.534797e+06\n",
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       "Q9Y6W3      7.784218e+06\n",
       "X6RBG4      3.812565e+09\n",
       "\n",
       "[162 rows x 1 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Goal is to sum the signal from the different TMT reagents\n",
    "#Also need to convert some of the values to numeric values from characters.\n",
    "columns =  ['Area','Protein']\n",
    "df = df[columns]\n",
    "df_summed = df[['Area']].groupby([df.Protein]).agg(['sum'])\n",
    "df_summed = df_summed.rename(columns={'Area' : 'QF149'})\n",
    "df_summed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       "      <th>A0A0G2JIW1</th>\n",
       "      <td>2.761152e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A0G2JMB2</th>\n",
       "      <td>2.101960e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A0G2JPR0</th>\n",
       "      <td>8.979286e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A0U1RRH7</th>\n",
       "      <td>1.101528e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A140T913</th>\n",
       "      <td>1.317897e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A140TA69</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.223390e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A1B0GW72</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A8MXZ4</th>\n",
       "      <td>9.938546e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9JF17</th>\n",
       "      <td>1.023433e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E7EMB3</th>\n",
       "      <td>3.242894e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E7EMK3</th>\n",
       "      <td>5.937771e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E7EPK1</th>\n",
       "      <td>9.918590e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E7EQR4</th>\n",
       "      <td>1.114486e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PGN7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PK25</th>\n",
       "      <td>7.625711e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PK54</th>\n",
       "      <td>6.278294e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PQA6</th>\n",
       "      <td>1.531553e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PR17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F5GYQ1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G5EA09</th>\n",
       "      <td>2.684106e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>G8JLH6</th>\n",
       "      <td>1.424613e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9HAV0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9HBG4</th>\n",
       "      <td>2.610202e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9HD89</th>\n",
       "      <td>1.384830e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NP85</th>\n",
       "      <td>1.196774e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NSB2</th>\n",
       "      <td>8.370973e+07</td>\n",
       "      <td>4.456824e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NZH0</th>\n",
       "      <td>1.210294e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NZN3</th>\n",
       "      <td>4.087524e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NZT1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9NZZ3</th>\n",
       "      <td>2.638429e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UBI6</th>\n",
       "      <td>9.866842e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UBV8</th>\n",
       "      <td>3.168243e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UHR4</th>\n",
       "      <td>7.445560e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UK41-2</th>\n",
       "      <td>5.026907e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UKS6</th>\n",
       "      <td>8.187888e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UL54-2</th>\n",
       "      <td>5.385059e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UN37</th>\n",
       "      <td>1.176011e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UNF0</th>\n",
       "      <td>1.172781e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UPX8-3</th>\n",
       "      <td>3.223423e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UQB8-5</th>\n",
       "      <td>1.148965e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9UQN3</th>\n",
       "      <td>3.092790e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y281</th>\n",
       "      <td>2.821070e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y2A7-2</th>\n",
       "      <td>2.292157e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y3R5</th>\n",
       "      <td>6.407028e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5K6</th>\n",
       "      <td>1.067826e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.458481e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>1.742018e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>5.277707e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>1.332478e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>1.243988e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>1.041963e+10</td>\n",
       "      <td>1.098200e+10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>345 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                AreaNR_2      AreaNR_4\n",
       "                     sum           sum\n",
       "Protein                               \n",
       "A0A024R571  3.123760e+06           NaN\n",
       "A0A024R6I7  2.194147e+07           NaN\n",
       "A0A096LPE2  7.594432e+05           NaN\n",
       "A0A0A0MS08  3.949870e+07  2.060763e+06\n",
       "A0A0A0MT26  2.409561e+07           NaN\n",
       "A0A0A0MTS2  9.664256e+05           NaN\n",
       "A0A0B4J1T8  2.598076e+06           NaN\n",
       "A0A0B4J231  8.865546e+06           NaN\n",
       "A0A0D9SF53           NaN           NaN\n",
       "A0A0G2JIW1  2.761152e+07           NaN\n",
       "A0A0G2JMB2  2.101960e+08           NaN\n",
       "A0A0G2JPR0  8.979286e+05           NaN\n",
       "A0A0U1RRH7  1.101528e+07           NaN\n",
       "A0A140T913  1.317897e+06           NaN\n",
       "A0A140TA69           NaN  2.223390e+07\n",
       "A0A1B0GW72           NaN           NaN\n",
       "A8MXZ4      9.938546e+07           NaN\n",
       "C9JF17      1.023433e+08           NaN\n",
       "E7EMB3      3.242894e+06           NaN\n",
       "E7EMK3      5.937771e+06           NaN\n",
       "E7EPK1      9.918590e+05           NaN\n",
       "E7EQR4      1.114486e+08           NaN\n",
       "E9PGN7               NaN           NaN\n",
       "E9PK25      7.625711e+06           NaN\n",
       "E9PK54      6.278294e+06           NaN\n",
       "E9PQA6      1.531553e+06           NaN\n",
       "E9PR17               NaN           NaN\n",
       "F5GYQ1               NaN           NaN\n",
       "G5EA09      2.684106e+07           NaN\n",
       "G8JLH6      1.424613e+07           NaN\n",
       "...                  ...           ...\n",
       "Q9HAV0               NaN           NaN\n",
       "Q9HBG4      2.610202e+06           NaN\n",
       "Q9HD89      1.384830e+07           NaN\n",
       "Q9NP85      1.196774e+06           NaN\n",
       "Q9NSB2      8.370973e+07  4.456824e+08\n",
       "Q9NZH0      1.210294e+07           NaN\n",
       "Q9NZN3      4.087524e+06           NaN\n",
       "Q9NZT1               NaN           NaN\n",
       "Q9NZZ3      2.638429e+07           NaN\n",
       "Q9UBI6      9.866842e+06           NaN\n",
       "Q9UBV8      3.168243e+06           NaN\n",
       "Q9UHR4      7.445560e+06           NaN\n",
       "Q9UK41-2    5.026907e+06           NaN\n",
       "Q9UKS6      8.187888e+06           NaN\n",
       "Q9UL54-2    5.385059e+05           NaN\n",
       "Q9UN37      1.176011e+07           NaN\n",
       "Q9UNF0      1.172781e+06           NaN\n",
       "Q9UPX8-3    3.223423e+05           NaN\n",
       "Q9UQB8-5    1.148965e+07           NaN\n",
       "Q9UQN3      3.092790e+06           NaN\n",
       "Q9Y281      2.821070e+06           NaN\n",
       "Q9Y2A7-2    2.292157e+06           NaN\n",
       "Q9Y3R5      6.407028e+05           NaN\n",
       "Q9Y5K6      1.067826e+07           NaN\n",
       "Q9Y6E0      1.458481e+06           NaN\n",
       "Q9Y6U3      1.742018e+06           NaN\n",
       "Q9Y6W3      5.277707e+07           NaN\n",
       "Q9Y6W5      1.332478e+06           NaN\n",
       "S4R347      1.243988e+06           NaN\n",
       "X6RBG4      1.041963e+10  1.098200e+10\n",
       "\n",
       "[345 rows x 2 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#First merge\n",
    "samples = ['NR_2','NR_4']\n",
    "alldf = NR_2.merge(NR_4, left_index = True, right_index = True, suffixes = samples, how = 'outer')\n",
    "alldf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>NR_2</th>\n",
       "      <th>NR_4</th>\n",
       "      <th>PN0233</th>\n",
       "      <th>PN0414</th>\n",
       "      <th>PN0429</th>\n",
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       "      <td>1.805281e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.227391e+09</td>\n",
       "      <td>8.701904e+06</td>\n",
       "      <td>3.179513e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.797741e+06</td>\n",
       "      <td>7.378400e+06</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.185622e+08</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6R9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.845491e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.100625e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.937988e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6Z2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.586833e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B708</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.104339e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7B8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.046887e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7D8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.515929e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WSY4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.105850e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.279549e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.842684e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284715e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WTP3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.966946e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUT6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.289400e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.220593e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUW9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.377171e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUZ3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.350683e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.156954e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.262491e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.022215e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVQ6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.421459e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.452050e+09</td>\n",
       "      <td>4.546617e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.763686e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.428988e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.222391e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WWL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.692442e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5P6-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.176362e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.890206e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.154291e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.212903e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.882796e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.127351e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.536675e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.753015e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y624</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.380681e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.755052e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y678</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.691063e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y696</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.781119e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.458481e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.790907e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.440345e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6G9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.412251e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.429472e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N9-5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.910102e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.985637e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q5-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.448205e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6R1-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.533368e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>1.742018e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.634383e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.313040e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>5.277707e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.411965e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.447181e+07</td>\n",
       "      <td>7.784218e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>1.332478e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.664914e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.565891e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.851513e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>1.243988e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.547862e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.193135e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQ56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.048705e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.989462e+05</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQB3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.740981e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQK0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.641008e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.283367e+06</td>\n",
       "      <td>1.673307e+06</td>\n",
       "      <td>1.041434e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.559116e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9GYM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.026327e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.580464e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8A1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.395664e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8F3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.540697e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8W7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.327580e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>1.041963e+10</td>\n",
       "      <td>1.098200e+10</td>\n",
       "      <td>6.801670e+06</td>\n",
       "      <td>5.964704e+08</td>\n",
       "      <td>7.935706e+09</td>\n",
       "      <td>1.124085e+08</td>\n",
       "      <td>3.590835e+10</td>\n",
       "      <td>8.725541e+08</td>\n",
       "      <td>5.461264e+07</td>\n",
       "      <td>5.377663e+09</td>\n",
       "      <td>6.454890e+09</td>\n",
       "      <td>3.812565e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2327 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NR_2          NR_4        PN0233        PN0414  \\\n",
       "                     sum           sum           sum           sum   \n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571  3.123760e+06           NaN           NaN           NaN   \n",
       "A0A024R6I7  2.194147e+07           NaN  1.244946e+07           NaN   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN  1.586833e+05   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN           NaN           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN           NaN           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN           NaN           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0      1.458481e+06           NaN           NaN           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3      1.742018e+06           NaN           NaN           NaN   \n",
       "Q9Y6W3      5.277707e+07           NaN           NaN           NaN   \n",
       "Q9Y6W5      1.332478e+06           NaN           NaN           NaN   \n",
       "S4R347      1.243988e+06           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN           NaN           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  1.641008e+06           NaN   \n",
       "V9GYM3               NaN           NaN  3.026327e+05           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      1.041963e+10  1.098200e+10  6.801670e+06  5.964704e+08   \n",
       "\n",
       "                  PN0429        PN0533        PN0842         QF110  \\\n",
       "                     sum           sum           sum           sum   \n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN  7.451974e+06           NaN   \n",
       "A0A024R4E5           NaN           NaN  1.885318e+07           NaN   \n",
       "A0A024R571  5.457764e+06           NaN  2.851086e+09           NaN   \n",
       "A0A024R6I7  1.805281e+07           NaN  9.227391e+09  8.701904e+06   \n",
       "A0A044PY82           NaN           NaN  5.801136e+06           NaN   \n",
       "A0A075B6H7           NaN           NaN  6.185622e+08           NaN   \n",
       "A0A075B6H9           NaN           NaN  1.525827e+08           NaN   \n",
       "A0A075B6I0           NaN           NaN  1.674687e+08           NaN   \n",
       "A0A075B6K0           NaN           NaN  7.404493e+07           NaN   \n",
       "A0A075B6R9           NaN           NaN  3.845491e+08           NaN   \n",
       "A0A075B6S2           NaN           NaN  3.100625e+09           NaN   \n",
       "A0A075B6S5           NaN           NaN  1.937988e+07           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN  3.104339e+07           NaN   \n",
       "A0A075B7B8           NaN           NaN  1.046887e+09           NaN   \n",
       "A0A075B7D8           NaN           NaN  1.515929e+08           NaN   \n",
       "A0A087WSY4           NaN           NaN  2.105850e+08           NaN   \n",
       "A0A087WT12           NaN           NaN  3.279549e+08           NaN   \n",
       "A0A087WT59           NaN           NaN  1.842684e+08           NaN   \n",
       "A0A087WT65           NaN           NaN  1.284715e+08           NaN   \n",
       "A0A087WTP3           NaN           NaN  5.966946e+06           NaN   \n",
       "A0A087WUT6           NaN           NaN  2.289400e+06           NaN   \n",
       "A0A087WUW9           NaN           NaN  2.377171e+08           NaN   \n",
       "A0A087WUZ3           NaN           NaN  1.350683e+09           NaN   \n",
       "A0A087WVC6           NaN           NaN  8.156954e+08           NaN   \n",
       "A0A087WVM2  1.022215e+06           NaN           NaN           NaN   \n",
       "A0A087WVQ6  4.421459e+05           NaN  1.452050e+09  4.546617e+05   \n",
       "A0A087WW40           NaN           NaN  2.428988e+07           NaN   \n",
       "A0A087WW66           NaN           NaN  1.222391e+07           NaN   \n",
       "A0A087WWL5           NaN           NaN  1.692442e+08           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN  1.176362e+08           NaN   \n",
       "Q9Y5S2               NaN           NaN  1.890206e+08           NaN   \n",
       "Q9Y5X1               NaN           NaN  1.212903e+08           NaN   \n",
       "Q9Y5X3               NaN           NaN  7.882796e+07           NaN   \n",
       "Q9Y5Z0               NaN           NaN  3.127351e+07           NaN   \n",
       "Q9Y5Z4               NaN           NaN  3.536675e+07           NaN   \n",
       "Q9Y617               NaN           NaN  3.753015e+08           NaN   \n",
       "Q9Y624               NaN           NaN  9.380681e+07           NaN   \n",
       "Q9Y646               NaN           NaN  1.755052e+07           NaN   \n",
       "Q9Y678               NaN           NaN  2.691063e+07           NaN   \n",
       "Q9Y696               NaN           NaN  2.781119e+09           NaN   \n",
       "Q9Y6E0               NaN           NaN  7.790907e+08           NaN   \n",
       "Q9Y6G9               NaN           NaN  9.412251e+06           NaN   \n",
       "Q9Y6N5               NaN           NaN  1.429472e+08           NaN   \n",
       "Q9Y6N9-5             NaN           NaN  1.910102e+06           NaN   \n",
       "Q9Y6Q1               NaN           NaN  7.985637e+06           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN  1.448205e+07           NaN   \n",
       "Q9Y6R1-2             NaN           NaN  5.533368e+08           NaN   \n",
       "Q9Y6U3               NaN           NaN  5.634383e+08           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.411965e+09           NaN   \n",
       "Q9Y6W5      6.664914e+05           NaN  4.565891e+07           NaN   \n",
       "S4R347      4.547862e+05           NaN  2.193135e+07           NaN   \n",
       "U3KQ56               NaN           NaN  4.048705e+08           NaN   \n",
       "U3KQB3               NaN           NaN  3.740981e+07           NaN   \n",
       "U3KQK0      5.283367e+06  1.673307e+06  1.041434e+09           NaN   \n",
       "V9GYM3               NaN           NaN           NaN           NaN   \n",
       "X6R8A1               NaN           NaN  5.395664e+07           NaN   \n",
       "X6R8F3               NaN           NaN  7.540697e+07           NaN   \n",
       "X6R8W7               NaN           NaN  1.327580e+07           NaN   \n",
       "X6RBG4      7.935706e+09  1.124085e+08  3.590835e+10  8.725541e+08   \n",
       "\n",
       "                   QF113         QF120         QF146         QF149  \n",
       "                     sum           sum           sum           sum  \n",
       "Protein                                                             \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN  \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN  \n",
       "A0A024R571           NaN           NaN  6.537175e+05  2.324261e+06  \n",
       "A0A024R6I7  3.179513e+06           NaN  3.797741e+06  7.378400e+06  \n",
       "A0A044PY82           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN  \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN  \n",
       "A0A075B708           NaN           NaN           NaN           NaN  \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN  \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN  \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN  \n",
       "A0A087WT12           NaN           NaN           NaN           NaN  \n",
       "A0A087WT59           NaN           NaN           NaN           NaN  \n",
       "A0A087WT65           NaN           NaN           NaN           NaN  \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN  \n",
       "A0A087WUT6           NaN           NaN  1.220593e+06           NaN  \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN  \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN  \n",
       "A0A087WVC6           NaN           NaN  9.262491e+05           NaN  \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN  \n",
       "A0A087WVQ6           NaN           NaN  1.763686e+06           NaN  \n",
       "A0A087WW40           NaN           NaN           NaN           NaN  \n",
       "A0A087WW66           NaN           NaN           NaN           NaN  \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN  \n",
       "...                  ...           ...           ...           ...  \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y5S2               NaN           NaN  1.154291e+06           NaN  \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN  \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN  \n",
       "Q9Y617               NaN           NaN           NaN           NaN  \n",
       "Q9Y624               NaN           NaN           NaN           NaN  \n",
       "Q9Y646               NaN           NaN           NaN           NaN  \n",
       "Q9Y678               NaN           NaN           NaN           NaN  \n",
       "Q9Y696               NaN           NaN           NaN           NaN  \n",
       "Q9Y6E0               NaN           NaN  6.440345e+06           NaN  \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6U3               NaN           NaN  7.313040e+06           NaN  \n",
       "Q9Y6W3               NaN           NaN  2.447181e+07  7.784218e+06  \n",
       "Q9Y6W5               NaN           NaN  1.851513e+06           NaN  \n",
       "S4R347               NaN           NaN           NaN           NaN  \n",
       "U3KQ56               NaN           NaN  5.989462e+05           NaN  \n",
       "U3KQB3               NaN           NaN           NaN           NaN  \n",
       "U3KQK0               NaN           NaN  9.559116e+06           NaN  \n",
       "V9GYM3               NaN           NaN  2.580464e+06           NaN  \n",
       "X6R8A1               NaN           NaN           NaN           NaN  \n",
       "X6R8F3               NaN           NaN           NaN           NaN  \n",
       "X6R8W7               NaN           NaN           NaN           NaN  \n",
       "X6RBG4      5.461264e+07  5.377663e+09  6.454890e+09  3.812565e+09  \n",
       "\n",
       "[2327 rows x 12 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#All other merges\n",
    "alldf2 = alldf2.merge(df_summed, left_index = True, right_index = True, how = 'outer')\n",
    "alldf2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "alldf2.to_csv('all_proteins_summed.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_summed = alldf2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "#First Normalization step\n",
    "#Value/(Protein Average/Median of Protein Averages)\n",
    "df_summed.columns = df_summed.columns.droplevel(level=1)\n",
    "col_list = list(df_summed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Series' object has no attribute 'nanmedian'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-104-35f4e53e556d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mdf_avg1\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mdf_summed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Protein_Average'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_summed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol_list\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mProtein_Average_Median\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_summed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Protein_Average'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnanmedian\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mdf_avg1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol_list\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_summed\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcol_list\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_summed\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mProtein_Average\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mProtein_Average_Median\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/rhmills/miniconda3/envs/python3/lib/python3.5/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   2742\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2743\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2744\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2745\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2746\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'Series' object has no attribute 'nanmedian'"
     ]
    }
   ],
   "source": [
    "df_summed['Protein_Average'] = df_summed[col_list].mean(axis=1)\n",
    "Protein_Average_Median = df_summed['Protein_Average'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in col_list:\n",
    "    df_summed['%s_adj1' % i] = df_summed['%s' % i]/(df_summed.Protein_Average/Protein_Average_Median)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['NR_2', 'NR_4', 'PN0233', 'PN0414', 'PN0429', 'PN0533', 'PN0842',\n",
       "       'QF110', 'QF113', 'QF120', 'QF146', 'QF149', 'Protein_Average',\n",
       "       'NR_2_adj1', 'NR_4_adj1', 'PN0233_adj1', 'PN0414_adj1', 'PN0429_adj1',\n",
       "       'PN0533_adj1', 'PN0842_adj1', 'QF110_adj1', 'QF113_adj1', 'QF120_adj1',\n",
       "       'QF146_adj1', 'QF149_adj1'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_summed.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['NR_2_adj1',\n",
       " 'NR_4_adj1',\n",
       " 'PN0233_adj1',\n",
       " 'PN0414_adj1',\n",
       " 'PN0429_adj1',\n",
       " 'PN0533_adj1',\n",
       " 'PN0842_adj1',\n",
       " 'QF110_adj1',\n",
       " 'QF113_adj1',\n",
       " 'QF120_adj1',\n",
       " 'QF146_adj1',\n",
       " 'QF149_adj1']"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = list(df_summed)\n",
    "for i in col_list:\n",
    "    cols.remove(i)\n",
    "cols.remove('Protein_Average')\n",
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49003008.380000003"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Overall_Median = np.nanmedian(df_summed[cols])\n",
    "Overall_Median"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in col_list:\n",
    "    df_summed['%s_adj2' % i] = df_summed['%s_adj1' % i]/(df_summed['%s_adj1' % i].median()/Overall_Median)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['NR_2_adj2',\n",
       " 'NR_4_adj2',\n",
       " 'PN0233_adj2',\n",
       " 'PN0414_adj2',\n",
       " 'PN0429_adj2',\n",
       " 'PN0533_adj2',\n",
       " 'PN0842_adj2',\n",
       " 'QF110_adj2',\n",
       " 'QF113_adj2',\n",
       " 'QF120_adj2',\n",
       " 'QF146_adj2',\n",
       " 'QF149_adj2']"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols2 = list(df_summed)\n",
    "for i in col_list:\n",
    "    cols2.remove(i)\n",
    "cols2.remove('Protein_Average')\n",
    "for i in cols:\n",
    "    cols2.remove(i)\n",
    "cols2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_2_adj2</th>\n",
       "      <th>NR_4_adj2</th>\n",
       "      <th>PN0233_adj2</th>\n",
       "      <th>PN0414_adj2</th>\n",
       "      <th>PN0429_adj2</th>\n",
       "      <th>PN0533_adj2</th>\n",
       "      <th>PN0842_adj2</th>\n",
       "      <th>QF110_adj2</th>\n",
       "      <th>QF113_adj2</th>\n",
       "      <th>QF120_adj2</th>\n",
       "      <th>QF146_adj2</th>\n",
       "      <th>QF149_adj2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Protein</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>A0A024R0K5</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>A0A024R571</th>\n",
       "      <td>1.293303e+07</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>A0A024R6I7</th>\n",
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       "      <td>2.288361e+07</td>\n",
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       "    <tr>\n",
       "      <th>A0A044PY82</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>A0A075B6H7</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>A0A075B6I0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>A0A075B6K0</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>A0A075B6S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6Z2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.361566e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B708</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7B8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7D8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WSY4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WTP3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUT6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.392461e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.334131e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUW9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUZ3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.789485e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.351516e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385470e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVQ6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.115931e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.956536e+08</td>\n",
       "      <td>1.498067e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.302687e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WWL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5P6-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.741116e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.328604e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y624</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y678</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y696</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.317873e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.455335e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.709395e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6G9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N9-5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q5-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6R1-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>2.163833e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.446838e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.351101e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>3.342754e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.848781e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254321e+08</td>\n",
       "      <td>8.701722e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>2.551837e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.807676e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.869477e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.364405e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQ56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.786125e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.667133e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQB3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQK0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.655177e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.440370e+07</td>\n",
       "      <td>1.753352e+07</td>\n",
       "      <td>2.408165e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.652730e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9GYM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.433779e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8A1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8F3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8W7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>3.591062e+09</td>\n",
       "      <td>1.596606e+08</td>\n",
       "      <td>2.113819e+06</td>\n",
       "      <td>2.915283e+08</td>\n",
       "      <td>3.906202e+09</td>\n",
       "      <td>3.629200e+07</td>\n",
       "      <td>2.558399e+08</td>\n",
       "      <td>1.520205e+08</td>\n",
       "      <td>1.829006e+07</td>\n",
       "      <td>1.843074e+09</td>\n",
       "      <td>1.800291e+09</td>\n",
       "      <td>2.319096e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2327 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               NR_2_adj2     NR_4_adj2   PN0233_adj2   PN0414_adj2  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571  1.293303e+07           NaN           NaN           NaN   \n",
       "A0A024R6I7  4.472579e+07           NaN  2.288361e+07           NaN   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN  3.361566e+09   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN           NaN           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN           NaN           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN           NaN           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0      1.317873e+07           NaN           NaN           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3      2.163833e+07           NaN           NaN           NaN   \n",
       "Q9Y6W3      3.342754e+08           NaN           NaN           NaN   \n",
       "Q9Y6W5      2.551837e+08           NaN           NaN           NaN   \n",
       "S4R347      3.743620e+08           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN           NaN           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  1.655177e+07           NaN   \n",
       "V9GYM3               NaN           NaN  4.487336e+08           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      3.591062e+09  1.596606e+08  2.113819e+06  2.915283e+08   \n",
       "\n",
       "             PN0429_adj2   PN0533_adj2   PN0842_adj2    QF110_adj2  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R4E5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R571  3.227276e+07           NaN  2.440257e+08           NaN   \n",
       "A0A024R6I7  5.255764e+07           NaN  3.888424e+08  8.966972e+06   \n",
       "A0A044PY82           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H7           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6I0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6K0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6R9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S2           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7B8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7D8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WSY4           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT12           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT59           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT65           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WTP3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUT6           NaN           NaN  6.392461e+07           NaN   \n",
       "A0A087WUW9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUZ3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WVC6           NaN           NaN  9.789485e+07           NaN   \n",
       "A0A087WVM2  3.385470e+09           NaN           NaN           NaN   \n",
       "A0A087WVQ6  4.115931e+06           NaN  1.956536e+08  1.498067e+06   \n",
       "A0A087WW40           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WW66           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WWL5           NaN           NaN  4.900301e+07           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5S2               NaN           NaN  9.741116e+07           NaN   \n",
       "Q9Y5X1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5X3               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z0               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z4               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y617               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y624               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y646               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y678               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y696               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6E0               NaN           NaN  1.455335e+08           NaN   \n",
       "Q9Y6G9               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N5               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N9-5             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6R1-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6U3               NaN           NaN  1.446838e+08           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.848781e+08           NaN   \n",
       "Q9Y6W5      1.822997e+08           NaN  1.807676e+08           NaN   \n",
       "S4R347      1.954706e+08           NaN  1.364405e+08           NaN   \n",
       "U3KQ56               NaN           NaN  9.786125e+07           NaN   \n",
       "U3KQB3               NaN           NaN  4.900301e+07           NaN   \n",
       "U3KQK0      8.440370e+07  1.753352e+07  2.408165e+08           NaN   \n",
       "V9GYM3               NaN           NaN           NaN           NaN   \n",
       "X6R8A1               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8F3               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8W7               NaN           NaN  4.900301e+07           NaN   \n",
       "X6RBG4      3.906202e+09  3.629200e+07  2.558399e+08  1.520205e+08   \n",
       "\n",
       "              QF113_adj2    QF120_adj2    QF146_adj2    QF149_adj2  \n",
       "Protein                                                             \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN  \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN  \n",
       "A0A024R571           NaN           NaN  2.190263e+06  1.698395e+07  \n",
       "A0A024R6I7  6.298025e+06           NaN  6.264711e+06  2.654517e+07  \n",
       "A0A044PY82           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN  \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN  \n",
       "A0A075B708           NaN           NaN           NaN           NaN  \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN  \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN  \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN  \n",
       "A0A087WT12           NaN           NaN           NaN           NaN  \n",
       "A0A087WT59           NaN           NaN           NaN           NaN  \n",
       "A0A087WT65           NaN           NaN           NaN           NaN  \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN  \n",
       "A0A087WUT6           NaN           NaN  1.334131e+09           NaN  \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN  \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN  \n",
       "A0A087WVC6           NaN           NaN  4.351516e+06           NaN  \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN  \n",
       "A0A087WVQ6           NaN           NaN  9.302687e+06           NaN  \n",
       "A0A087WW40           NaN           NaN           NaN           NaN  \n",
       "A0A087WW66           NaN           NaN           NaN           NaN  \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN  \n",
       "...                  ...           ...           ...           ...  \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y5S2               NaN           NaN  2.328604e+07           NaN  \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN  \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN  \n",
       "Q9Y617               NaN           NaN           NaN           NaN  \n",
       "Q9Y624               NaN           NaN           NaN           NaN  \n",
       "Q9Y646               NaN           NaN           NaN           NaN  \n",
       "Q9Y678               NaN           NaN           NaN           NaN  \n",
       "Q9Y696               NaN           NaN           NaN           NaN  \n",
       "Q9Y6E0               NaN           NaN  4.709395e+07           NaN  \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6U3               NaN           NaN  7.351101e+07           NaN  \n",
       "Q9Y6W3               NaN           NaN  1.254321e+08  8.701722e+07  \n",
       "Q9Y6W5               NaN           NaN  2.869477e+08           NaN  \n",
       "S4R347               NaN           NaN           NaN           NaN  \n",
       "U3KQ56               NaN           NaN  5.667133e+06           NaN  \n",
       "U3KQB3               NaN           NaN           NaN           NaN  \n",
       "U3KQK0               NaN           NaN  8.652730e+07           NaN  \n",
       "V9GYM3               NaN           NaN  3.433779e+09           NaN  \n",
       "X6R8A1               NaN           NaN           NaN           NaN  \n",
       "X6R8F3               NaN           NaN           NaN           NaN  \n",
       "X6R8W7               NaN           NaN           NaN           NaN  \n",
       "X6RBG4      1.829006e+07  1.843074e+09  1.800291e+09  2.319096e+09  \n",
       "\n",
       "[2327 rows x 12 columns]"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df_summed[cols2]\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_2</th>\n",
       "      <th>NR_4</th>\n",
       "      <th>PN0233</th>\n",
       "      <th>PN0414</th>\n",
       "      <th>PN0429</th>\n",
       "      <th>PN0533</th>\n",
       "      <th>PN0842</th>\n",
       "      <th>QF110</th>\n",
       "      <th>QF113</th>\n",
       "      <th>QF120</th>\n",
       "      <th>QF146</th>\n",
       "      <th>QF149</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Protein</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A0A024R0K5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R4E5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R571</th>\n",
       "      <td>1.293303e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.227276e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440257e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.190263e+06</td>\n",
       "      <td>1.698395e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R6I7</th>\n",
       "      <td>4.472579e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.288361e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.255764e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.888424e+08</td>\n",
       "      <td>8.966972e+06</td>\n",
       "      <td>6.298025e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.264711e+06</td>\n",
       "      <td>2.654517e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A044PY82</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6H7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6H9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6I0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6K0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6R9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6Z2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.361566e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B708</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7B8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7D8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WSY4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WTP3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUT6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.392461e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.334131e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUW9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUZ3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.789485e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.351516e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385470e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVQ6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.115931e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.956536e+08</td>\n",
       "      <td>1.498067e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.302687e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WWL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5P6-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.741116e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.328604e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y624</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y678</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y696</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.317873e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.455335e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.709395e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6G9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N9-5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q5-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6R1-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>2.163833e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.446838e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.351101e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>3.342754e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.848781e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254321e+08</td>\n",
       "      <td>8.701722e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>2.551837e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.807676e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.869477e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.364405e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQ56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.786125e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.667133e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQB3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQK0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.655177e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.440370e+07</td>\n",
       "      <td>1.753352e+07</td>\n",
       "      <td>2.408165e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.652730e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9GYM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.433779e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8A1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8F3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8W7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>3.591062e+09</td>\n",
       "      <td>1.596606e+08</td>\n",
       "      <td>2.113819e+06</td>\n",
       "      <td>2.915283e+08</td>\n",
       "      <td>3.906202e+09</td>\n",
       "      <td>3.629200e+07</td>\n",
       "      <td>2.558399e+08</td>\n",
       "      <td>1.520205e+08</td>\n",
       "      <td>1.829006e+07</td>\n",
       "      <td>1.843074e+09</td>\n",
       "      <td>1.800291e+09</td>\n",
       "      <td>2.319096e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2327 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NR_2          NR_4        PN0233        PN0414  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571  1.293303e+07           NaN           NaN           NaN   \n",
       "A0A024R6I7  4.472579e+07           NaN  2.288361e+07           NaN   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN  3.361566e+09   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN           NaN           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN           NaN           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN           NaN           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0      1.317873e+07           NaN           NaN           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3      2.163833e+07           NaN           NaN           NaN   \n",
       "Q9Y6W3      3.342754e+08           NaN           NaN           NaN   \n",
       "Q9Y6W5      2.551837e+08           NaN           NaN           NaN   \n",
       "S4R347      3.743620e+08           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN           NaN           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  1.655177e+07           NaN   \n",
       "V9GYM3               NaN           NaN  4.487336e+08           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      3.591062e+09  1.596606e+08  2.113819e+06  2.915283e+08   \n",
       "\n",
       "                  PN0429        PN0533        PN0842         QF110  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R4E5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R571  3.227276e+07           NaN  2.440257e+08           NaN   \n",
       "A0A024R6I7  5.255764e+07           NaN  3.888424e+08  8.966972e+06   \n",
       "A0A044PY82           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H7           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6I0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6K0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6R9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S2           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7B8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7D8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WSY4           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT12           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT59           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT65           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WTP3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUT6           NaN           NaN  6.392461e+07           NaN   \n",
       "A0A087WUW9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUZ3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WVC6           NaN           NaN  9.789485e+07           NaN   \n",
       "A0A087WVM2  3.385470e+09           NaN           NaN           NaN   \n",
       "A0A087WVQ6  4.115931e+06           NaN  1.956536e+08  1.498067e+06   \n",
       "A0A087WW40           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WW66           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WWL5           NaN           NaN  4.900301e+07           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5S2               NaN           NaN  9.741116e+07           NaN   \n",
       "Q9Y5X1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5X3               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z0               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z4               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y617               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y624               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y646               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y678               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y696               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6E0               NaN           NaN  1.455335e+08           NaN   \n",
       "Q9Y6G9               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N5               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N9-5             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6R1-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6U3               NaN           NaN  1.446838e+08           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.848781e+08           NaN   \n",
       "Q9Y6W5      1.822997e+08           NaN  1.807676e+08           NaN   \n",
       "S4R347      1.954706e+08           NaN  1.364405e+08           NaN   \n",
       "U3KQ56               NaN           NaN  9.786125e+07           NaN   \n",
       "U3KQB3               NaN           NaN  4.900301e+07           NaN   \n",
       "U3KQK0      8.440370e+07  1.753352e+07  2.408165e+08           NaN   \n",
       "V9GYM3               NaN           NaN           NaN           NaN   \n",
       "X6R8A1               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8F3               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8W7               NaN           NaN  4.900301e+07           NaN   \n",
       "X6RBG4      3.906202e+09  3.629200e+07  2.558399e+08  1.520205e+08   \n",
       "\n",
       "                   QF113         QF120         QF146         QF149  \n",
       "Protein                                                             \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN  \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN  \n",
       "A0A024R571           NaN           NaN  2.190263e+06  1.698395e+07  \n",
       "A0A024R6I7  6.298025e+06           NaN  6.264711e+06  2.654517e+07  \n",
       "A0A044PY82           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN  \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN  \n",
       "A0A075B708           NaN           NaN           NaN           NaN  \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN  \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN  \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN  \n",
       "A0A087WT12           NaN           NaN           NaN           NaN  \n",
       "A0A087WT59           NaN           NaN           NaN           NaN  \n",
       "A0A087WT65           NaN           NaN           NaN           NaN  \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN  \n",
       "A0A087WUT6           NaN           NaN  1.334131e+09           NaN  \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN  \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN  \n",
       "A0A087WVC6           NaN           NaN  4.351516e+06           NaN  \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN  \n",
       "A0A087WVQ6           NaN           NaN  9.302687e+06           NaN  \n",
       "A0A087WW40           NaN           NaN           NaN           NaN  \n",
       "A0A087WW66           NaN           NaN           NaN           NaN  \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN  \n",
       "...                  ...           ...           ...           ...  \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y5S2               NaN           NaN  2.328604e+07           NaN  \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN  \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN  \n",
       "Q9Y617               NaN           NaN           NaN           NaN  \n",
       "Q9Y624               NaN           NaN           NaN           NaN  \n",
       "Q9Y646               NaN           NaN           NaN           NaN  \n",
       "Q9Y678               NaN           NaN           NaN           NaN  \n",
       "Q9Y696               NaN           NaN           NaN           NaN  \n",
       "Q9Y6E0               NaN           NaN  4.709395e+07           NaN  \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6U3               NaN           NaN  7.351101e+07           NaN  \n",
       "Q9Y6W3               NaN           NaN  1.254321e+08  8.701722e+07  \n",
       "Q9Y6W5               NaN           NaN  2.869477e+08           NaN  \n",
       "S4R347               NaN           NaN           NaN           NaN  \n",
       "U3KQ56               NaN           NaN  5.667133e+06           NaN  \n",
       "U3KQB3               NaN           NaN           NaN           NaN  \n",
       "U3KQK0               NaN           NaN  8.652730e+07           NaN  \n",
       "V9GYM3               NaN           NaN  3.433779e+09           NaN  \n",
       "X6R8A1               NaN           NaN           NaN           NaN  \n",
       "X6R8F3               NaN           NaN           NaN           NaN  \n",
       "X6R8W7               NaN           NaN           NaN           NaN  \n",
       "X6RBG4      1.829006e+07  1.843074e+09  1.800291e+09  2.319096e+09  \n",
       "\n",
       "[2327 rows x 12 columns]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in col_list:\n",
    "    df2 = df2.rename(columns={'%s_adj2' % i:'%s' % i})\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2.to_csv('Normlized_proteins.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>6.264711e+06</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>6.392461e+07</td>\n",
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       "      <td>1.334131e+09</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>9.789485e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.351516e+06</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>A0A087WVQ6</th>\n",
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       "      <td>4.115931e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.956536e+08</td>\n",
       "      <td>1.498067e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.302687e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WWL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5P6-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.741116e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.328604e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y624</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y678</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y696</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.317873e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.455335e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.709395e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6G9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N9-5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q5-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6R1-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>2.163833e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.446838e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.351101e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>3.342754e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.848781e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254321e+08</td>\n",
       "      <td>8.701722e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>2.551837e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.807676e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.869477e+08</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.364405e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQ56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.786125e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.667133e+06</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQB3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQK0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.655177e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.440370e+07</td>\n",
       "      <td>1.753352e+07</td>\n",
       "      <td>2.408165e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.652730e+07</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9GYM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.433779e+09</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8A1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8F3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8W7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>3.591062e+09</td>\n",
       "      <td>1.596606e+08</td>\n",
       "      <td>2.113819e+06</td>\n",
       "      <td>2.915283e+08</td>\n",
       "      <td>3.906202e+09</td>\n",
       "      <td>3.629200e+07</td>\n",
       "      <td>2.558399e+08</td>\n",
       "      <td>1.520205e+08</td>\n",
       "      <td>1.829006e+07</td>\n",
       "      <td>1.843074e+09</td>\n",
       "      <td>1.800291e+09</td>\n",
       "      <td>2.319096e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2327 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NR_2          NR_4        PN0233        PN0414  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571  1.293303e+07           NaN           NaN           NaN   \n",
       "A0A024R6I7  4.472579e+07           NaN  2.288361e+07           NaN   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN  3.361566e+09   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN           NaN           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN           NaN           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN           NaN           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0      1.317873e+07           NaN           NaN           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3      2.163833e+07           NaN           NaN           NaN   \n",
       "Q9Y6W3      3.342754e+08           NaN           NaN           NaN   \n",
       "Q9Y6W5      2.551837e+08           NaN           NaN           NaN   \n",
       "S4R347      3.743620e+08           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN           NaN           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  1.655177e+07           NaN   \n",
       "V9GYM3               NaN           NaN  4.487336e+08           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      3.591062e+09  1.596606e+08  2.113819e+06  2.915283e+08   \n",
       "\n",
       "                  PN0429        PN0533        PN0842         QF110  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R4E5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R571  3.227276e+07           NaN  2.440257e+08           NaN   \n",
       "A0A024R6I7  5.255764e+07           NaN  3.888424e+08  8.966972e+06   \n",
       "A0A044PY82           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H7           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6I0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6K0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6R9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S2           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7B8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7D8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WSY4           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT12           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT59           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT65           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WTP3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUT6           NaN           NaN  6.392461e+07           NaN   \n",
       "A0A087WUW9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUZ3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WVC6           NaN           NaN  9.789485e+07           NaN   \n",
       "A0A087WVM2  3.385470e+09           NaN           NaN           NaN   \n",
       "A0A087WVQ6  4.115931e+06           NaN  1.956536e+08  1.498067e+06   \n",
       "A0A087WW40           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WW66           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WWL5           NaN           NaN  4.900301e+07           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5S2               NaN           NaN  9.741116e+07           NaN   \n",
       "Q9Y5X1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5X3               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z0               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z4               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y617               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y624               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y646               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y678               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y696               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6E0               NaN           NaN  1.455335e+08           NaN   \n",
       "Q9Y6G9               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N5               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N9-5             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6R1-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6U3               NaN           NaN  1.446838e+08           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.848781e+08           NaN   \n",
       "Q9Y6W5      1.822997e+08           NaN  1.807676e+08           NaN   \n",
       "S4R347      1.954706e+08           NaN  1.364405e+08           NaN   \n",
       "U3KQ56               NaN           NaN  9.786125e+07           NaN   \n",
       "U3KQB3               NaN           NaN  4.900301e+07           NaN   \n",
       "U3KQK0      8.440370e+07  1.753352e+07  2.408165e+08           NaN   \n",
       "V9GYM3               NaN           NaN           NaN           NaN   \n",
       "X6R8A1               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8F3               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8W7               NaN           NaN  4.900301e+07           NaN   \n",
       "X6RBG4      3.906202e+09  3.629200e+07  2.558399e+08  1.520205e+08   \n",
       "\n",
       "                   QF113         QF120         QF146         QF149  \n",
       "Protein                                                             \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN  \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN  \n",
       "A0A024R571           NaN           NaN  2.190263e+06  1.698395e+07  \n",
       "A0A024R6I7  6.298025e+06           NaN  6.264711e+06  2.654517e+07  \n",
       "A0A044PY82           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN  \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN  \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN  \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN  \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN  \n",
       "A0A075B708           NaN           NaN           NaN           NaN  \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN  \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN  \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN  \n",
       "A0A087WT12           NaN           NaN           NaN           NaN  \n",
       "A0A087WT59           NaN           NaN           NaN           NaN  \n",
       "A0A087WT65           NaN           NaN           NaN           NaN  \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN  \n",
       "A0A087WUT6           NaN           NaN  1.334131e+09           NaN  \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN  \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN  \n",
       "A0A087WVC6           NaN           NaN  4.351516e+06           NaN  \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN  \n",
       "A0A087WVQ6           NaN           NaN  9.302687e+06           NaN  \n",
       "A0A087WW40           NaN           NaN           NaN           NaN  \n",
       "A0A087WW66           NaN           NaN           NaN           NaN  \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN  \n",
       "...                  ...           ...           ...           ...  \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y5S2               NaN           NaN  2.328604e+07           NaN  \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN  \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN  \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN  \n",
       "Q9Y617               NaN           NaN           NaN           NaN  \n",
       "Q9Y624               NaN           NaN           NaN           NaN  \n",
       "Q9Y646               NaN           NaN           NaN           NaN  \n",
       "Q9Y678               NaN           NaN           NaN           NaN  \n",
       "Q9Y696               NaN           NaN           NaN           NaN  \n",
       "Q9Y6E0               NaN           NaN  4.709395e+07           NaN  \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN  \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN  \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN  \n",
       "Q9Y6U3               NaN           NaN  7.351101e+07           NaN  \n",
       "Q9Y6W3               NaN           NaN  1.254321e+08  8.701722e+07  \n",
       "Q9Y6W5               NaN           NaN  2.869477e+08           NaN  \n",
       "S4R347               NaN           NaN           NaN           NaN  \n",
       "U3KQ56               NaN           NaN  5.667133e+06           NaN  \n",
       "U3KQB3               NaN           NaN           NaN           NaN  \n",
       "U3KQK0               NaN           NaN  8.652730e+07           NaN  \n",
       "V9GYM3               NaN           NaN  3.433779e+09           NaN  \n",
       "X6R8A1               NaN           NaN           NaN           NaN  \n",
       "X6R8F3               NaN           NaN           NaN           NaN  \n",
       "X6R8W7               NaN           NaN           NaN           NaN  \n",
       "X6RBG4      1.829006e+07  1.843074e+09  1.800291e+09  2.319096e+09  \n",
       "\n",
       "[2327 rows x 12 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_csv('Normlized_proteins.csv', index_col=\"Protein\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Drop the outlier if wanted\n",
    "df2 = df2.drop(\"PN0842\", axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = df2.corr(method='spearman')\n",
    "sns.clustermap(corr)\n",
    "plt.savefig('Spearman_correlation_heatmap_nooutlier.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Disease = ['PN0233', 'PN0414', 'PN0429', 'PN0533', 'PN0842']\n",
    "#Drop outlier if desired\n",
    "Disease = ['PN0233', 'PN0414', 'PN0429', 'PN0533']\n",
    "Control = ['NR_2', 'NR_4','QF110', 'QF113', 'QF120', 'QF146', 'QF149']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Disease_df = df2[Disease]\n",
    "Control_df = df2[Control]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_2</th>\n",
       "      <th>NR_4</th>\n",
       "      <th>PN0233</th>\n",
       "      <th>PN0414</th>\n",
       "      <th>PN0429</th>\n",
       "      <th>PN0533</th>\n",
       "      <th>PN0842</th>\n",
       "      <th>QF110</th>\n",
       "      <th>QF113</th>\n",
       "      <th>QF120</th>\n",
       "      <th>QF146</th>\n",
       "      <th>QF149</th>\n",
       "      <th>ttest_pvalue</th>\n",
       "      <th>AKI Mean</th>\n",
       "      <th>Control Mean</th>\n",
       "      <th>Fold Change(AKI/Control)</th>\n",
       "      <th>Log2(Fold Change)</th>\n",
       "      <th>-Log(P-value)</th>\n",
       "      <th>AKI/Control pi score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Protein</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A0A024R0K5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R4E5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R571</th>\n",
       "      <td>1.293303e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.227276e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440257e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.190263e+06</td>\n",
       "      <td>1.698395e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.227276e+07</td>\n",
       "      <td>1.070242e+07</td>\n",
       "      <td>3.015465</td>\n",
       "      <td>1.592381</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A024R6I7</th>\n",
       "      <td>4.472579e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.288361e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.255764e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.888424e+08</td>\n",
       "      <td>8.966972e+06</td>\n",
       "      <td>6.298025e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.264711e+06</td>\n",
       "      <td>2.654517e+07</td>\n",
       "      <td>0.396125</td>\n",
       "      <td>3.772062e+07</td>\n",
       "      <td>1.856014e+07</td>\n",
       "      <td>2.032346</td>\n",
       "      <td>1.023146</td>\n",
       "      <td>0.402168</td>\n",
       "      <td>0.411477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A044PY82</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6H7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6H9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6I0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6K0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6R9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6S5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B6Z2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.361566e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.361566e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B708</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7B8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A075B7D8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WSY4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WT65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WTP3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUT6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.392461e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.334131e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.334131e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUW9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WUZ3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVC6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.789485e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.351516e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.351516e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVM2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385470e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385470e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WVQ6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.115931e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.956536e+08</td>\n",
       "      <td>1.498067e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.302687e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.115931e+06</td>\n",
       "      <td>5.400377e+06</td>\n",
       "      <td>0.762156</td>\n",
       "      <td>-0.391841</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WW66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>A0A087WWL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5P6-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5S2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.741116e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.328604e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.328604e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5X3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y5Z4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y617</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y624</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y678</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y696</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6E0</th>\n",
       "      <td>1.317873e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.455335e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.709395e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.013634e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6G9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6N9-5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6Q5-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6R1-2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6U3</th>\n",
       "      <td>2.163833e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.446838e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.351101e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.757467e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W3</th>\n",
       "      <td>3.342754e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.848781e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.254321e+08</td>\n",
       "      <td>8.701722e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822416e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q9Y6W5</th>\n",
       "      <td>2.551837e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.807676e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.869477e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>2.710657e+08</td>\n",
       "      <td>0.672529</td>\n",
       "      <td>-0.572331</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4R347</th>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.364405e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>0.522143</td>\n",
       "      <td>-0.937482</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQ56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.786125e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.667133e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.667133e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQB3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U3KQK0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.655177e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.440370e+07</td>\n",
       "      <td>1.753352e+07</td>\n",
       "      <td>2.408165e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.652730e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.949633e+07</td>\n",
       "      <td>8.652730e+07</td>\n",
       "      <td>0.456461</td>\n",
       "      <td>-1.131437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V9GYM3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.433779e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>3.433779e+09</td>\n",
       "      <td>0.130682</td>\n",
       "      <td>-2.935866</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8A1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8F3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6R8W7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>X6RBG4</th>\n",
       "      <td>3.591062e+09</td>\n",
       "      <td>1.596606e+08</td>\n",
       "      <td>2.113819e+06</td>\n",
       "      <td>2.915283e+08</td>\n",
       "      <td>3.906202e+09</td>\n",
       "      <td>3.629200e+07</td>\n",
       "      <td>2.558399e+08</td>\n",
       "      <td>1.520205e+08</td>\n",
       "      <td>1.829006e+07</td>\n",
       "      <td>1.843074e+09</td>\n",
       "      <td>1.800291e+09</td>\n",
       "      <td>2.319096e+09</td>\n",
       "      <td>0.757703</td>\n",
       "      <td>1.059034e+09</td>\n",
       "      <td>1.411928e+09</td>\n",
       "      <td>0.750062</td>\n",
       "      <td>-0.414917</td>\n",
       "      <td>0.120501</td>\n",
       "      <td>-0.049998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2327 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NR_2          NR_4        PN0233        PN0414  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571  1.293303e+07           NaN           NaN           NaN   \n",
       "A0A024R6I7  4.472579e+07           NaN  2.288361e+07           NaN   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN  3.361566e+09   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN           NaN           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN           NaN           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN           NaN           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0      1.317873e+07           NaN           NaN           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3      2.163833e+07           NaN           NaN           NaN   \n",
       "Q9Y6W3      3.342754e+08           NaN           NaN           NaN   \n",
       "Q9Y6W5      2.551837e+08           NaN           NaN           NaN   \n",
       "S4R347      3.743620e+08           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN           NaN           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  1.655177e+07           NaN   \n",
       "V9GYM3               NaN           NaN  4.487336e+08           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      3.591062e+09  1.596606e+08  2.113819e+06  2.915283e+08   \n",
       "\n",
       "                  PN0429        PN0533        PN0842         QF110  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R4E5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A024R571  3.227276e+07           NaN  2.440257e+08           NaN   \n",
       "A0A024R6I7  5.255764e+07           NaN  3.888424e+08  8.966972e+06   \n",
       "A0A044PY82           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H7           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6H9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6I0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6K0           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6R9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S2           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6S5           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7B8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A075B7D8           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WSY4           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT12           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT59           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WT65           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WTP3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUT6           NaN           NaN  6.392461e+07           NaN   \n",
       "A0A087WUW9           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WUZ3           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WVC6           NaN           NaN  9.789485e+07           NaN   \n",
       "A0A087WVM2  3.385470e+09           NaN           NaN           NaN   \n",
       "A0A087WVQ6  4.115931e+06           NaN  1.956536e+08  1.498067e+06   \n",
       "A0A087WW40           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WW66           NaN           NaN  4.900301e+07           NaN   \n",
       "A0A087WWL5           NaN           NaN  4.900301e+07           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5S2               NaN           NaN  9.741116e+07           NaN   \n",
       "Q9Y5X1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5X3               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z0               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y5Z4               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y617               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y624               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y646               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y678               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y696               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6E0               NaN           NaN  1.455335e+08           NaN   \n",
       "Q9Y6G9               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N5               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6N9-5             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q1               NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6R1-2             NaN           NaN  4.900301e+07           NaN   \n",
       "Q9Y6U3               NaN           NaN  1.446838e+08           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.848781e+08           NaN   \n",
       "Q9Y6W5      1.822997e+08           NaN  1.807676e+08           NaN   \n",
       "S4R347      1.954706e+08           NaN  1.364405e+08           NaN   \n",
       "U3KQ56               NaN           NaN  9.786125e+07           NaN   \n",
       "U3KQB3               NaN           NaN  4.900301e+07           NaN   \n",
       "U3KQK0      8.440370e+07  1.753352e+07  2.408165e+08           NaN   \n",
       "V9GYM3               NaN           NaN           NaN           NaN   \n",
       "X6R8A1               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8F3               NaN           NaN  4.900301e+07           NaN   \n",
       "X6R8W7               NaN           NaN  4.900301e+07           NaN   \n",
       "X6RBG4      3.906202e+09  3.629200e+07  2.558399e+08  1.520205e+08   \n",
       "\n",
       "                   QF113         QF120         QF146         QF149  \\\n",
       "Protein                                                              \n",
       "A0A024R0K5           NaN           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN           NaN   \n",
       "A0A024R571           NaN           NaN  2.190263e+06  1.698395e+07   \n",
       "A0A024R6I7  6.298025e+06           NaN  6.264711e+06  2.654517e+07   \n",
       "A0A044PY82           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN           NaN           NaN           NaN   \n",
       "A0A075B708           NaN           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN  1.334131e+09           NaN   \n",
       "A0A087WUW9           NaN           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN  4.351516e+06           NaN   \n",
       "A0A087WVM2           NaN           NaN           NaN           NaN   \n",
       "A0A087WVQ6           NaN           NaN  9.302687e+06           NaN   \n",
       "A0A087WW40           NaN           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN  2.328604e+07           NaN   \n",
       "Q9Y5X1               NaN           NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN           NaN   \n",
       "Q9Y6E0               NaN           NaN  4.709395e+07           NaN   \n",
       "Q9Y6G9               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN           NaN   \n",
       "Q9Y6U3               NaN           NaN  7.351101e+07           NaN   \n",
       "Q9Y6W3               NaN           NaN  1.254321e+08  8.701722e+07   \n",
       "Q9Y6W5               NaN           NaN  2.869477e+08           NaN   \n",
       "S4R347               NaN           NaN           NaN           NaN   \n",
       "U3KQ56               NaN           NaN  5.667133e+06           NaN   \n",
       "U3KQB3               NaN           NaN           NaN           NaN   \n",
       "U3KQK0               NaN           NaN  8.652730e+07           NaN   \n",
       "V9GYM3               NaN           NaN  3.433779e+09           NaN   \n",
       "X6R8A1               NaN           NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN           NaN   \n",
       "X6RBG4      1.829006e+07  1.843074e+09  1.800291e+09  2.319096e+09   \n",
       "\n",
       "            ttest_pvalue      AKI Mean  Control Mean  \\\n",
       "Protein                                                \n",
       "A0A024R0K5           NaN           NaN           NaN   \n",
       "A0A024R4E5           NaN           NaN           NaN   \n",
       "A0A024R571           NaN  3.227276e+07  1.070242e+07   \n",
       "A0A024R6I7      0.396125  3.772062e+07  1.856014e+07   \n",
       "A0A044PY82           NaN           NaN           NaN   \n",
       "A0A075B6H7           NaN           NaN           NaN   \n",
       "A0A075B6H9           NaN           NaN           NaN   \n",
       "A0A075B6I0           NaN           NaN           NaN   \n",
       "A0A075B6K0           NaN           NaN           NaN   \n",
       "A0A075B6R9           NaN           NaN           NaN   \n",
       "A0A075B6S2           NaN           NaN           NaN   \n",
       "A0A075B6S5           NaN           NaN           NaN   \n",
       "A0A075B6Z2           NaN  3.361566e+09           NaN   \n",
       "A0A075B708           NaN           NaN           NaN   \n",
       "A0A075B7B8           NaN           NaN           NaN   \n",
       "A0A075B7D8           NaN           NaN           NaN   \n",
       "A0A087WSY4           NaN           NaN           NaN   \n",
       "A0A087WT12           NaN           NaN           NaN   \n",
       "A0A087WT59           NaN           NaN           NaN   \n",
       "A0A087WT65           NaN           NaN           NaN   \n",
       "A0A087WTP3           NaN           NaN           NaN   \n",
       "A0A087WUT6           NaN           NaN  1.334131e+09   \n",
       "A0A087WUW9           NaN           NaN           NaN   \n",
       "A0A087WUZ3           NaN           NaN           NaN   \n",
       "A0A087WVC6           NaN           NaN  4.351516e+06   \n",
       "A0A087WVM2           NaN  3.385470e+09           NaN   \n",
       "A0A087WVQ6           NaN  4.115931e+06  5.400377e+06   \n",
       "A0A087WW40           NaN           NaN           NaN   \n",
       "A0A087WW66           NaN           NaN           NaN   \n",
       "A0A087WWL5           NaN           NaN           NaN   \n",
       "...                  ...           ...           ...   \n",
       "Q9Y5P6-2             NaN           NaN           NaN   \n",
       "Q9Y5S2               NaN           NaN  2.328604e+07   \n",
       "Q9Y5X1               NaN           NaN           NaN   \n",
       "Q9Y5X3               NaN           NaN           NaN   \n",
       "Q9Y5Z0               NaN           NaN           NaN   \n",
       "Q9Y5Z4               NaN           NaN           NaN   \n",
       "Q9Y617               NaN           NaN           NaN   \n",
       "Q9Y624               NaN           NaN           NaN   \n",
       "Q9Y646               NaN           NaN           NaN   \n",
       "Q9Y678               NaN           NaN           NaN   \n",
       "Q9Y696               NaN           NaN           NaN   \n",
       "Q9Y6E0               NaN           NaN  3.013634e+07   \n",
       "Q9Y6G9               NaN           NaN           NaN   \n",
       "Q9Y6N5               NaN           NaN           NaN   \n",
       "Q9Y6N9-5             NaN           NaN           NaN   \n",
       "Q9Y6Q1               NaN           NaN           NaN   \n",
       "Q9Y6Q5-2             NaN           NaN           NaN   \n",
       "Q9Y6R1-2             NaN           NaN           NaN   \n",
       "Q9Y6U3               NaN           NaN  4.757467e+07   \n",
       "Q9Y6W3               NaN           NaN  1.822416e+08   \n",
       "Q9Y6W5               NaN  1.822997e+08  2.710657e+08   \n",
       "S4R347               NaN  1.954706e+08  3.743620e+08   \n",
       "U3KQ56               NaN           NaN  5.667133e+06   \n",
       "U3KQB3               NaN           NaN           NaN   \n",
       "U3KQK0               NaN  3.949633e+07  8.652730e+07   \n",
       "V9GYM3               NaN  4.487336e+08  3.433779e+09   \n",
       "X6R8A1               NaN           NaN           NaN   \n",
       "X6R8F3               NaN           NaN           NaN   \n",
       "X6R8W7               NaN           NaN           NaN   \n",
       "X6RBG4          0.757703  1.059034e+09  1.411928e+09   \n",
       "\n",
       "            Fold Change(AKI/Control)  Log2(Fold Change)  -Log(P-value)  \\\n",
       "Protein                                                                  \n",
       "A0A024R0K5                       NaN                NaN            NaN   \n",
       "A0A024R4E5                       NaN                NaN            NaN   \n",
       "A0A024R571                  3.015465           1.592381            NaN   \n",
       "A0A024R6I7                  2.032346           1.023146       0.402168   \n",
       "A0A044PY82                       NaN                NaN            NaN   \n",
       "A0A075B6H7                       NaN                NaN            NaN   \n",
       "A0A075B6H9                       NaN                NaN            NaN   \n",
       "A0A075B6I0                       NaN                NaN            NaN   \n",
       "A0A075B6K0                       NaN                NaN            NaN   \n",
       "A0A075B6R9                       NaN                NaN            NaN   \n",
       "A0A075B6S2                       NaN                NaN            NaN   \n",
       "A0A075B6S5                       NaN                NaN            NaN   \n",
       "A0A075B6Z2                       NaN                NaN            NaN   \n",
       "A0A075B708                       NaN                NaN            NaN   \n",
       "A0A075B7B8                       NaN                NaN            NaN   \n",
       "A0A075B7D8                       NaN                NaN            NaN   \n",
       "A0A087WSY4                       NaN                NaN            NaN   \n",
       "A0A087WT12                       NaN                NaN            NaN   \n",
       "A0A087WT59                       NaN                NaN            NaN   \n",
       "A0A087WT65                       NaN                NaN            NaN   \n",
       "A0A087WTP3                       NaN                NaN            NaN   \n",
       "A0A087WUT6                       NaN                NaN            NaN   \n",
       "A0A087WUW9                       NaN                NaN            NaN   \n",
       "A0A087WUZ3                       NaN                NaN            NaN   \n",
       "A0A087WVC6                       NaN                NaN            NaN   \n",
       "A0A087WVM2                       NaN                NaN            NaN   \n",
       "A0A087WVQ6                  0.762156          -0.391841            NaN   \n",
       "A0A087WW40                       NaN                NaN            NaN   \n",
       "A0A087WW66                       NaN                NaN            NaN   \n",
       "A0A087WWL5                       NaN                NaN            NaN   \n",
       "...                              ...                ...            ...   \n",
       "Q9Y5P6-2                         NaN                NaN            NaN   \n",
       "Q9Y5S2                           NaN                NaN            NaN   \n",
       "Q9Y5X1                           NaN                NaN            NaN   \n",
       "Q9Y5X3                           NaN                NaN            NaN   \n",
       "Q9Y5Z0                           NaN                NaN            NaN   \n",
       "Q9Y5Z4                           NaN                NaN            NaN   \n",
       "Q9Y617                           NaN                NaN            NaN   \n",
       "Q9Y624                           NaN                NaN            NaN   \n",
       "Q9Y646                           NaN                NaN            NaN   \n",
       "Q9Y678                           NaN                NaN            NaN   \n",
       "Q9Y696                           NaN                NaN            NaN   \n",
       "Q9Y6E0                           NaN                NaN            NaN   \n",
       "Q9Y6G9                           NaN                NaN            NaN   \n",
       "Q9Y6N5                           NaN                NaN            NaN   \n",
       "Q9Y6N9-5                         NaN                NaN            NaN   \n",
       "Q9Y6Q1                           NaN                NaN            NaN   \n",
       "Q9Y6Q5-2                         NaN                NaN            NaN   \n",
       "Q9Y6R1-2                         NaN                NaN            NaN   \n",
       "Q9Y6U3                           NaN                NaN            NaN   \n",
       "Q9Y6W3                           NaN                NaN            NaN   \n",
       "Q9Y6W5                      0.672529          -0.572331            NaN   \n",
       "S4R347                      0.522143          -0.937482            NaN   \n",
       "U3KQ56                           NaN                NaN            NaN   \n",
       "U3KQB3                           NaN                NaN            NaN   \n",
       "U3KQK0                      0.456461          -1.131437            NaN   \n",
       "V9GYM3                      0.130682          -2.935866            NaN   \n",
       "X6R8A1                           NaN                NaN            NaN   \n",
       "X6R8F3                           NaN                NaN            NaN   \n",
       "X6R8W7                           NaN                NaN            NaN   \n",
       "X6RBG4                      0.750062          -0.414917       0.120501   \n",
       "\n",
       "            AKI/Control pi score  \n",
       "Protein                           \n",
       "A0A024R0K5                   NaN  \n",
       "A0A024R4E5                   NaN  \n",
       "A0A024R571                   NaN  \n",
       "A0A024R6I7              0.411477  \n",
       "A0A044PY82                   NaN  \n",
       "A0A075B6H7                   NaN  \n",
       "A0A075B6H9                   NaN  \n",
       "A0A075B6I0                   NaN  \n",
       "A0A075B6K0                   NaN  \n",
       "A0A075B6R9                   NaN  \n",
       "A0A075B6S2                   NaN  \n",
       "A0A075B6S5                   NaN  \n",
       "A0A075B6Z2                   NaN  \n",
       "A0A075B708                   NaN  \n",
       "A0A075B7B8                   NaN  \n",
       "A0A075B7D8                   NaN  \n",
       "A0A087WSY4                   NaN  \n",
       "A0A087WT12                   NaN  \n",
       "A0A087WT59                   NaN  \n",
       "A0A087WT65                   NaN  \n",
       "A0A087WTP3                   NaN  \n",
       "A0A087WUT6                   NaN  \n",
       "A0A087WUW9                   NaN  \n",
       "A0A087WUZ3                   NaN  \n",
       "A0A087WVC6                   NaN  \n",
       "A0A087WVM2                   NaN  \n",
       "A0A087WVQ6                   NaN  \n",
       "A0A087WW40                   NaN  \n",
       "A0A087WW66                   NaN  \n",
       "A0A087WWL5                   NaN  \n",
       "...                          ...  \n",
       "Q9Y5P6-2                     NaN  \n",
       "Q9Y5S2                       NaN  \n",
       "Q9Y5X1                       NaN  \n",
       "Q9Y5X3                       NaN  \n",
       "Q9Y5Z0                       NaN  \n",
       "Q9Y5Z4                       NaN  \n",
       "Q9Y617                       NaN  \n",
       "Q9Y624                       NaN  \n",
       "Q9Y646                       NaN  \n",
       "Q9Y678                       NaN  \n",
       "Q9Y696                       NaN  \n",
       "Q9Y6E0                       NaN  \n",
       "Q9Y6G9                       NaN  \n",
       "Q9Y6N5                       NaN  \n",
       "Q9Y6N9-5                     NaN  \n",
       "Q9Y6Q1                       NaN  \n",
       "Q9Y6Q5-2                     NaN  \n",
       "Q9Y6R1-2                     NaN  \n",
       "Q9Y6U3                       NaN  \n",
       "Q9Y6W3                       NaN  \n",
       "Q9Y6W5                       NaN  \n",
       "S4R347                       NaN  \n",
       "U3KQ56                       NaN  \n",
       "U3KQB3                       NaN  \n",
       "U3KQK0                       NaN  \n",
       "V9GYM3                       NaN  \n",
       "X6R8A1                       NaN  \n",
       "X6R8F3                       NaN  \n",
       "X6R8W7                       NaN  \n",
       "X6RBG4                 -0.049998  \n",
       "\n",
       "[2327 rows x 19 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TwoCategoryMaster(df2,Disease_df,Control_df,\"AKI\",\"Control\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "top10 = df2['AKI/Control pi score'].nlargest(10)\n",
    "low10 = df2['AKI/Control pi score'].nsmallest(10)\n",
    "\n",
    "top10df = df2[df2['AKI/Control pi score'].isin(top10)]\n",
    "low10df = df2[df2['AKI/Control pi score'].isin(low10)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_2</th>\n",
       "      <th>NR_4</th>\n",
       "      <th>PN0233</th>\n",
       "      <th>PN0414</th>\n",
       "      <th>PN0429</th>\n",
       "      <th>PN0533</th>\n",
       "      <th>PN0842</th>\n",
       "      <th>QF110</th>\n",
       "      <th>QF113</th>\n",
       "      <th>QF120</th>\n",
       "      <th>QF146</th>\n",
       "      <th>QF149</th>\n",
       "      <th>ttest_pvalue</th>\n",
       "      <th>AKI Mean</th>\n",
       "      <th>Control Mean</th>\n",
       "      <th>Fold Change(AKI/Control)</th>\n",
       "      <th>Log2(Fold Change)</th>\n",
       "      <th>-Log(P-value)</th>\n",
       "      <th>AKI/Control pi score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Protein</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>A0A0G2JIW1</th>\n",
       "      <td>7.173742e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.700182e+05</td>\n",
       "      <td>3.682177e+06</td>\n",
       "      <td>4.777703e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.850629e+08</td>\n",
       "      <td>8.512237e+05</td>\n",
       "      <td>7.882218e+06</td>\n",
       "      <td>1.704555e+06</td>\n",
       "      <td>1.158644e+08</td>\n",
       "      <td>1.245244e+07</td>\n",
       "      <td>0.161860</td>\n",
       "      <td>3.076633e+06</td>\n",
       "      <td>3.508204e+07</td>\n",
       "      <td>0.087698</td>\n",
       "      <td>-3.511309</td>\n",
       "      <td>0.790860</td>\n",
       "      <td>-2.776953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C9JF17</th>\n",
       "      <td>1.810041e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.949771e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.957427e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.409348e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.396315e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.512997</td>\n",
       "      <td>6.953599e+06</td>\n",
       "      <td>9.220022e+07</td>\n",
       "      <td>0.075418</td>\n",
       "      <td>-3.728938</td>\n",
       "      <td>0.289885</td>\n",
       "      <td>-1.080963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E9PK54</th>\n",
       "      <td>1.408818e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.165604e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.278900e+06</td>\n",
       "      <td>4.427875e+05</td>\n",
       "      <td>3.902172e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.807791e+06</td>\n",
       "      <td>1.472206e+06</td>\n",
       "      <td>4.884543e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.226666</td>\n",
       "      <td>1.629097e+06</td>\n",
       "      <td>1.780340e+07</td>\n",
       "      <td>0.091505</td>\n",
       "      <td>-3.450008</td>\n",
       "      <td>0.644614</td>\n",
       "      <td>-2.223924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>I3L504</th>\n",
       "      <td>6.385769e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.911400e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.068931e+07</td>\n",
       "      <td>2.873102e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.358977e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.609577e+08</td>\n",
       "      <td>0.122230</td>\n",
       "      <td>3.490165e+07</td>\n",
       "      <td>1.061351e+08</td>\n",
       "      <td>0.328842</td>\n",
       "      <td>-1.604534</td>\n",
       "      <td>0.912823</td>\n",
       "      <td>-1.464655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P00558</th>\n",
       "      <td>1.067603e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.001224e+06</td>\n",
       "      <td>5.234286e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.879433e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.692220e+07</td>\n",
       "      <td>1.133408e+08</td>\n",
       "      <td>0.153494</td>\n",
       "      <td>2.867204e+07</td>\n",
       "      <td>9.567443e+07</td>\n",
       "      <td>0.299683</td>\n",
       "      <td>-1.738489</td>\n",
       "      <td>0.813909</td>\n",
       "      <td>-1.414971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P00738</th>\n",
       "      <td>6.369626e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.810907e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.816181e+05</td>\n",
       "      <td>1.185973e+06</td>\n",
       "      <td>3.916544e+08</td>\n",
       "      <td>1.656438e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.461942e+06</td>\n",
       "      <td>4.124212e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.205485</td>\n",
       "      <td>1.159499e+06</td>\n",
       "      <td>3.280356e+06</td>\n",
       "      <td>0.353468</td>\n",
       "      <td>-1.500350</td>\n",
       "      <td>0.687219</td>\n",
       "      <td>-1.031069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P01024</th>\n",
       "      <td>8.461778e+05</td>\n",
       "      <td>9.265960e+02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.277894e+05</td>\n",
       "      <td>4.566157e+04</td>\n",
       "      <td>3.919412e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.439401e+04</td>\n",
       "      <td>2.316399e+06</td>\n",
       "      <td>1.014086e+05</td>\n",
       "      <td>0.311533</td>\n",
       "      <td>1.367255e+05</td>\n",
       "      <td>6.558613e+05</td>\n",
       "      <td>0.208467</td>\n",
       "      <td>-2.262109</td>\n",
       "      <td>0.506496</td>\n",
       "      <td>-1.145748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P01834</th>\n",
       "      <td>4.154781e+07</td>\n",
       "      <td>1.825730e+05</td>\n",
       "      <td>1.107200e+07</td>\n",
       "      <td>5.797225e+05</td>\n",
       "      <td>3.471821e+05</td>\n",
       "      <td>5.597350e+06</td>\n",
       "      <td>4.876829e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.031080e+06</td>\n",
       "      <td>1.778150e+06</td>\n",
       "      <td>3.715231e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.280472</td>\n",
       "      <td>4.399064e+06</td>\n",
       "      <td>1.633838e+07</td>\n",
       "      <td>0.269247</td>\n",
       "      <td>-1.892997</td>\n",
       "      <td>0.552111</td>\n",
       "      <td>-1.045144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P01861</th>\n",
       "      <td>1.131771e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.562154e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.390415e+05</td>\n",
       "      <td>2.446710e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.158628e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.466342</td>\n",
       "      <td>5.476284e+05</td>\n",
       "      <td>6.359027e+06</td>\n",
       "      <td>0.086118</td>\n",
       "      <td>-3.537537</td>\n",
       "      <td>0.331295</td>\n",
       "      <td>-1.171968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P01871</th>\n",
       "      <td>1.589442e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.456947e+05</td>\n",
       "      <td>4.044825e+04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.328358e+05</td>\n",
       "      <td>3.917980e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.154504e+06</td>\n",
       "      <td>5.898552e+05</td>\n",
       "      <td>2.958326e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.085026</td>\n",
       "      <td>5.729929e+05</td>\n",
       "      <td>2.073032e+06</td>\n",
       "      <td>0.276403</td>\n",
       "      <td>-1.855153</td>\n",
       "      <td>1.070450</td>\n",
       "      <td>-1.985848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P02533</th>\n",
       "      <td>3.862085e+09</td>\n",
       "      <td>1.032372e+08</td>\n",
       "      <td>6.901437e+08</td>\n",
       "      <td>1.993132e+08</td>\n",
       "      <td>5.549419e+08</td>\n",
       "      <td>8.134662e+07</td>\n",
       "      <td>2.814267e+08</td>\n",
       "      <td>3.857570e+08</td>\n",
       "      <td>4.103765e+08</td>\n",
       "      <td>8.905383e+08</td>\n",
       "      <td>3.748131e+09</td>\n",
       "      <td>7.558082e+08</td>\n",
       "      <td>0.136981</td>\n",
       "      <td>3.814364e+08</td>\n",
       "      <td>1.450848e+09</td>\n",
       "      <td>0.262906</td>\n",
       "      <td>-1.927382</td>\n",
       "      <td>0.863339</td>\n",
       "      <td>-1.663984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P02538</th>\n",
       "      <td>4.373128e+09</td>\n",
       "      <td>2.424755e+08</td>\n",
       "      <td>2.110181e+08</td>\n",
       "      <td>2.060049e+07</td>\n",
       "      <td>3.444255e+08</td>\n",
       "      <td>8.637634e+08</td>\n",
       "      <td>1.982892e+08</td>\n",
       "      <td>4.432182e+07</td>\n",
       "      <td>1.581693e+09</td>\n",
       "      <td>8.044600e+08</td>\n",
       "      <td>3.030889e+09</td>\n",
       "      <td>1.853955e+09</td>\n",
       "      <td>0.065465</td>\n",
       "      <td>3.599519e+08</td>\n",
       "      <td>1.704418e+09</td>\n",
       "      <td>0.211188</td>\n",
       "      <td>-2.243403</td>\n",
       "      <td>1.183988</td>\n",
       "      <td>-2.656162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P02671</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.856912e+07</td>\n",
       "      <td>1.113198e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440626e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.148095e+06</td>\n",
       "      <td>2.327258e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.373769</td>\n",
       "      <td>2.985055e+07</td>\n",
       "      <td>1.737676e+06</td>\n",
       "      <td>17.178428</td>\n",
       "      <td>4.102526</td>\n",
       "      <td>0.427397</td>\n",
       "      <td>1.753407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P02679</th>\n",
       "      <td>6.778743e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.979016e+05</td>\n",
       "      <td>1.271325e+07</td>\n",
       "      <td>3.475525e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.407250e+08</td>\n",
       "      <td>2.308440e+05</td>\n",
       "      <td>3.045713e+05</td>\n",
       "      <td>4.071245e+05</td>\n",
       "      <td>7.401666e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.305082</td>\n",
       "      <td>5.528892e+06</td>\n",
       "      <td>4.721161e+05</td>\n",
       "      <td>11.710872</td>\n",
       "      <td>3.549777</td>\n",
       "      <td>0.515583</td>\n",
       "      <td>1.830206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P02787</th>\n",
       "      <td>7.959114e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.878918e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.538951e+05</td>\n",
       "      <td>2.449109e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.867474e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.382402</td>\n",
       "      <td>3.208934e+05</td>\n",
       "      <td>1.831693e+06</td>\n",
       "      <td>0.175190</td>\n",
       "      <td>-2.513011</td>\n",
       "      <td>0.417479</td>\n",
       "      <td>-1.049130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P04259</th>\n",
       "      <td>5.048558e+09</td>\n",
       "      <td>2.020457e+08</td>\n",
       "      <td>2.682786e+08</td>\n",
       "      <td>1.268569e+07</td>\n",
       "      <td>2.797944e+08</td>\n",
       "      <td>6.508312e+08</td>\n",
       "      <td>2.295755e+08</td>\n",
       "      <td>2.729318e+07</td>\n",
       "      <td>1.116220e+09</td>\n",
       "      <td>6.611618e+08</td>\n",
       "      <td>2.831384e+09</td>\n",
       "      <td>1.655491e+09</td>\n",
       "      <td>0.093386</td>\n",
       "      <td>3.028975e+08</td>\n",
       "      <td>1.648879e+09</td>\n",
       "      <td>0.183699</td>\n",
       "      <td>-2.444584</td>\n",
       "      <td>1.029717</td>\n",
       "      <td>-2.517229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P04264</th>\n",
       "      <td>5.200087e+09</td>\n",
       "      <td>1.930791e+08</td>\n",
       "      <td>3.833694e+08</td>\n",
       "      <td>1.870196e+08</td>\n",
       "      <td>4.275049e+08</td>\n",
       "      <td>5.509882e+08</td>\n",
       "      <td>1.987108e+08</td>\n",
       "      <td>1.736010e+08</td>\n",
       "      <td>6.419614e+08</td>\n",
       "      <td>1.209595e+09</td>\n",
       "      <td>3.183673e+09</td>\n",
       "      <td>2.570490e+09</td>\n",
       "      <td>0.078928</td>\n",
       "      <td>3.872205e+08</td>\n",
       "      <td>1.881784e+09</td>\n",
       "      <td>0.205773</td>\n",
       "      <td>-2.280874</td>\n",
       "      <td>1.102769</td>\n",
       "      <td>-2.515277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P05787-2</th>\n",
       "      <td>4.923364e+09</td>\n",
       "      <td>1.830173e+08</td>\n",
       "      <td>2.454191e+08</td>\n",
       "      <td>1.183969e+07</td>\n",
       "      <td>6.157765e+08</td>\n",
       "      <td>4.256305e+08</td>\n",
       "      <td>2.678467e+08</td>\n",
       "      <td>6.953214e+07</td>\n",
       "      <td>6.007659e+08</td>\n",
       "      <td>4.285470e+08</td>\n",
       "      <td>3.121872e+09</td>\n",
       "      <td>2.812963e+07</td>\n",
       "      <td>0.215710</td>\n",
       "      <td>3.246664e+08</td>\n",
       "      <td>1.336461e+09</td>\n",
       "      <td>0.242930</td>\n",
       "      <td>-2.041388</td>\n",
       "      <td>0.666129</td>\n",
       "      <td>-1.359828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P06733</th>\n",
       "      <td>4.582064e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.120624e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.225034e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.420301e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.922248e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.167195</td>\n",
       "      <td>4.172829e+05</td>\n",
       "      <td>6.252156e+07</td>\n",
       "      <td>0.006674</td>\n",
       "      <td>-7.227184</td>\n",
       "      <td>0.776778</td>\n",
       "      <td>-5.613916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P07195</th>\n",
       "      <td>6.866414e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.528697e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.302080e+07</td>\n",
       "      <td>1.751624e+06</td>\n",
       "      <td>3.892864e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.386625e+06</td>\n",
       "      <td>3.873159e+07</td>\n",
       "      <td>3.222723e+06</td>\n",
       "      <td>0.256226</td>\n",
       "      <td>5.433706e+06</td>\n",
       "      <td>2.800127e+07</td>\n",
       "      <td>0.194052</td>\n",
       "      <td>-2.365484</td>\n",
       "      <td>0.591377</td>\n",
       "      <td>-1.398892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P07900-2</th>\n",
       "      <td>1.004860e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.616956e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.728261e+06</td>\n",
       "      <td>1.068286e+06</td>\n",
       "      <td>4.373109e+08</td>\n",
       "      <td>1.429317e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.026592e+07</td>\n",
       "      <td>7.740504e+07</td>\n",
       "      <td>1.267693e+07</td>\n",
       "      <td>0.107105</td>\n",
       "      <td>2.804501e+06</td>\n",
       "      <td>2.893793e+07</td>\n",
       "      <td>0.096914</td>\n",
       "      <td>-3.367146</td>\n",
       "      <td>0.970191</td>\n",
       "      <td>-3.266774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P08123</th>\n",
       "      <td>5.169904e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.815231e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.852954e+08</td>\n",
       "      <td>6.672480e+07</td>\n",
       "      <td>1.368834e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.933377e+09</td>\n",
       "      <td>1.822119e+09</td>\n",
       "      <td>0.062688</td>\n",
       "      <td>3.834092e+08</td>\n",
       "      <td>2.823558e+09</td>\n",
       "      <td>0.135789</td>\n",
       "      <td>-2.880557</td>\n",
       "      <td>1.202816</td>\n",
       "      <td>-3.464780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P08238</th>\n",
       "      <td>9.299408e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.363144e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.091283e+05</td>\n",
       "      <td>3.404380e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.071353e+07</td>\n",
       "      <td>7.019906e+07</td>\n",
       "      <td>7.462421e+06</td>\n",
       "      <td>0.185491</td>\n",
       "      <td>1.736136e+06</td>\n",
       "      <td>2.691860e+07</td>\n",
       "      <td>0.064496</td>\n",
       "      <td>-3.954651</td>\n",
       "      <td>0.731677</td>\n",
       "      <td>-2.893528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P08779</th>\n",
       "      <td>4.079546e+09</td>\n",
       "      <td>7.592924e+07</td>\n",
       "      <td>7.347576e+08</td>\n",
       "      <td>2.212296e+08</td>\n",
       "      <td>5.992328e+08</td>\n",
       "      <td>8.071913e+07</td>\n",
       "      <td>2.869362e+08</td>\n",
       "      <td>4.125464e+08</td>\n",
       "      <td>3.843744e+08</td>\n",
       "      <td>8.863573e+08</td>\n",
       "      <td>3.874882e+09</td>\n",
       "      <td>5.607058e+08</td>\n",
       "      <td>0.161728</td>\n",
       "      <td>4.089848e+08</td>\n",
       "      <td>1.467763e+09</td>\n",
       "      <td>0.278645</td>\n",
       "      <td>-1.843500</td>\n",
       "      <td>0.791215</td>\n",
       "      <td>-1.458605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P11021</th>\n",
       "      <td>3.282694e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.561408e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.350360e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.417766e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.598320e+07</td>\n",
       "      <td>3.456419e+06</td>\n",
       "      <td>1.594929e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.261964</td>\n",
       "      <td>3.455884e+06</td>\n",
       "      <td>1.346537e+07</td>\n",
       "      <td>0.256650</td>\n",
       "      <td>-1.962127</td>\n",
       "      <td>0.581759</td>\n",
       "      <td>-1.141485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P11142</th>\n",
       "      <td>4.482251e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.873633e+06</td>\n",
       "      <td>2.751490e+06</td>\n",
       "      <td>1.971654e+06</td>\n",
       "      <td>3.830900e+05</td>\n",
       "      <td>5.352489e+08</td>\n",
       "      <td>5.998647e+06</td>\n",
       "      <td>5.889950e+06</td>\n",
       "      <td>1.273721e+06</td>\n",
       "      <td>8.834636e+07</td>\n",
       "      <td>7.133032e+06</td>\n",
       "      <td>0.153158</td>\n",
       "      <td>1.744967e+06</td>\n",
       "      <td>2.557737e+07</td>\n",
       "      <td>0.068223</td>\n",
       "      <td>-3.873596</td>\n",
       "      <td>0.814861</td>\n",
       "      <td>-3.156444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P13645</th>\n",
       "      <td>5.012728e+09</td>\n",
       "      <td>8.902195e+07</td>\n",
       "      <td>7.681235e+08</td>\n",
       "      <td>1.599113e+08</td>\n",
       "      <td>6.638433e+08</td>\n",
       "      <td>4.699124e+08</td>\n",
       "      <td>2.664964e+08</td>\n",
       "      <td>1.904338e+08</td>\n",
       "      <td>6.015494e+08</td>\n",
       "      <td>6.400507e+08</td>\n",
       "      <td>3.456293e+09</td>\n",
       "      <td>1.039945e+09</td>\n",
       "      <td>0.193166</td>\n",
       "      <td>5.154476e+08</td>\n",
       "      <td>1.575717e+09</td>\n",
       "      <td>0.327119</td>\n",
       "      <td>-1.612111</td>\n",
       "      <td>0.714070</td>\n",
       "      <td>-1.151161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P13647</th>\n",
       "      <td>5.978486e+09</td>\n",
       "      <td>2.036177e+08</td>\n",
       "      <td>3.779760e+08</td>\n",
       "      <td>2.385167e+07</td>\n",
       "      <td>3.487239e+08</td>\n",
       "      <td>6.066298e+08</td>\n",
       "      <td>1.803370e+08</td>\n",
       "      <td>5.131672e+07</td>\n",
       "      <td>1.051751e+09</td>\n",
       "      <td>7.036995e+08</td>\n",
       "      <td>4.137296e+09</td>\n",
       "      <td>1.031242e+09</td>\n",
       "      <td>0.123483</td>\n",
       "      <td>3.392953e+08</td>\n",
       "      <td>1.879630e+09</td>\n",
       "      <td>0.180512</td>\n",
       "      <td>-2.469835</td>\n",
       "      <td>0.908392</td>\n",
       "      <td>-2.243580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P14923</th>\n",
       "      <td>4.019188e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.874694e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.466200e+07</td>\n",
       "      <td>1.138494e+07</td>\n",
       "      <td>3.074238e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.732006e+07</td>\n",
       "      <td>9.827336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.238225</td>\n",
       "      <td>2.430721e+07</td>\n",
       "      <td>4.773241e+08</td>\n",
       "      <td>0.050924</td>\n",
       "      <td>-4.295513</td>\n",
       "      <td>0.623013</td>\n",
       "      <td>-2.676159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P15924</th>\n",
       "      <td>3.217217e+09</td>\n",
       "      <td>6.707408e+07</td>\n",
       "      <td>1.111957e+08</td>\n",
       "      <td>9.475995e+07</td>\n",
       "      <td>2.398357e+08</td>\n",
       "      <td>5.701921e+08</td>\n",
       "      <td>2.153916e+08</td>\n",
       "      <td>2.544164e+08</td>\n",
       "      <td>1.046435e+08</td>\n",
       "      <td>1.083480e+09</td>\n",
       "      <td>7.289534e+09</td>\n",
       "      <td>2.724143e+09</td>\n",
       "      <td>0.111055</td>\n",
       "      <td>2.539959e+08</td>\n",
       "      <td>2.105787e+09</td>\n",
       "      <td>0.120618</td>\n",
       "      <td>-3.051483</td>\n",
       "      <td>0.954461</td>\n",
       "      <td>-2.912522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P22626</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.715956e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.370216e+08</td>\n",
       "      <td>6.691480e+07</td>\n",
       "      <td>3.931339e+08</td>\n",
       "      <td>2.922687e+08</td>\n",
       "      <td>6.468999e+07</td>\n",
       "      <td>5.106603e+08</td>\n",
       "      <td>5.488347e+08</td>\n",
       "      <td>4.012259e+08</td>\n",
       "      <td>0.034380</td>\n",
       "      <td>9.369865e+07</td>\n",
       "      <td>3.635359e+08</td>\n",
       "      <td>0.257742</td>\n",
       "      <td>-1.955998</td>\n",
       "      <td>1.463698</td>\n",
       "      <td>-2.862991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P35241</th>\n",
       "      <td>3.001773e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.074823e+05</td>\n",
       "      <td>1.342681e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.919847e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.635756e+07</td>\n",
       "      <td>2.038480e+06</td>\n",
       "      <td>0.284836</td>\n",
       "      <td>7.067146e+06</td>\n",
       "      <td>2.613792e+07</td>\n",
       "      <td>0.270379</td>\n",
       "      <td>-1.886945</td>\n",
       "      <td>0.545405</td>\n",
       "      <td>-1.029150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P35527</th>\n",
       "      <td>3.042056e+09</td>\n",
       "      <td>2.876768e+08</td>\n",
       "      <td>3.526492e+08</td>\n",
       "      <td>1.879844e+08</td>\n",
       "      <td>4.424573e+08</td>\n",
       "      <td>5.214326e+08</td>\n",
       "      <td>1.626345e+08</td>\n",
       "      <td>3.598967e+08</td>\n",
       "      <td>8.609397e+08</td>\n",
       "      <td>1.274661e+09</td>\n",
       "      <td>3.958149e+09</td>\n",
       "      <td>2.744797e+09</td>\n",
       "      <td>0.041781</td>\n",
       "      <td>3.761309e+08</td>\n",
       "      <td>1.789740e+09</td>\n",
       "      <td>0.210160</td>\n",
       "      <td>-2.250443</td>\n",
       "      <td>1.379017</td>\n",
       "      <td>-3.103399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P35908</th>\n",
       "      <td>7.172072e+09</td>\n",
       "      <td>1.352336e+08</td>\n",
       "      <td>4.348313e+08</td>\n",
       "      <td>5.849360e+07</td>\n",
       "      <td>3.367213e+08</td>\n",
       "      <td>5.676906e+08</td>\n",
       "      <td>2.305044e+08</td>\n",
       "      <td>5.529114e+07</td>\n",
       "      <td>6.512177e+08</td>\n",
       "      <td>1.060103e+09</td>\n",
       "      <td>2.346388e+09</td>\n",
       "      <td>1.423503e+09</td>\n",
       "      <td>0.165572</td>\n",
       "      <td>3.494342e+08</td>\n",
       "      <td>1.834830e+09</td>\n",
       "      <td>0.190445</td>\n",
       "      <td>-2.392554</td>\n",
       "      <td>0.781013</td>\n",
       "      <td>-1.868615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P38606</th>\n",
       "      <td>5.928188e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.792794e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.037443e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.087960e+08</td>\n",
       "      <td>3.075507e+06</td>\n",
       "      <td>1.499405e+06</td>\n",
       "      <td>3.061896e+07</td>\n",
       "      <td>6.208975e+08</td>\n",
       "      <td>2.404616e+08</td>\n",
       "      <td>0.109883</td>\n",
       "      <td>1.658361e+07</td>\n",
       "      <td>2.482286e+08</td>\n",
       "      <td>0.066808</td>\n",
       "      <td>-3.903839</td>\n",
       "      <td>0.959071</td>\n",
       "      <td>-3.744060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P54652</th>\n",
       "      <td>1.462587e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.154102e+05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.108780e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.414737e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.299588e+06</td>\n",
       "      <td>1.362306e+06</td>\n",
       "      <td>4.063515e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.198680</td>\n",
       "      <td>1.362095e+06</td>\n",
       "      <td>1.573073e+07</td>\n",
       "      <td>0.086588</td>\n",
       "      <td>-3.529686</td>\n",
       "      <td>0.701846</td>\n",
       "      <td>-2.477297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P55072</th>\n",
       "      <td>3.596815e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.914686e+06</td>\n",
       "      <td>4.018559e+06</td>\n",
       "      <td>2.431129e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.796480e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.005172</td>\n",
       "      <td>5.466623e+06</td>\n",
       "      <td>3.696647e+07</td>\n",
       "      <td>0.147881</td>\n",
       "      <td>-2.757496</td>\n",
       "      <td>2.286357</td>\n",
       "      <td>-6.304620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P60174</th>\n",
       "      <td>2.234145e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.083553e+06</td>\n",
       "      <td>1.646262e+05</td>\n",
       "      <td>3.417366e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.932165e+05</td>\n",
       "      <td>1.353731e+07</td>\n",
       "      <td>3.482575e+07</td>\n",
       "      <td>0.119064</td>\n",
       "      <td>2.124089e+06</td>\n",
       "      <td>1.774943e+07</td>\n",
       "      <td>0.119671</td>\n",
       "      <td>-3.062856</td>\n",
       "      <td>0.924219</td>\n",
       "      <td>-2.830749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P62873</th>\n",
       "      <td>9.878844e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.512928e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.798271e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.927604e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.478235e+06</td>\n",
       "      <td>5.542633e+07</td>\n",
       "      <td>0.323567</td>\n",
       "      <td>5.155599e+06</td>\n",
       "      <td>2.492780e+07</td>\n",
       "      <td>0.206821</td>\n",
       "      <td>-2.273544</td>\n",
       "      <td>0.490036</td>\n",
       "      <td>-1.114119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P62979</th>\n",
       "      <td>3.378700e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.754434e+07</td>\n",
       "      <td>1.654496e+06</td>\n",
       "      <td>2.917384e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.574941e+07</td>\n",
       "      <td>1.041681e+07</td>\n",
       "      <td>0.217210</td>\n",
       "      <td>9.599417e+06</td>\n",
       "      <td>2.998441e+07</td>\n",
       "      <td>0.320147</td>\n",
       "      <td>-1.643194</td>\n",
       "      <td>0.663120</td>\n",
       "      <td>-1.089635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P68871</th>\n",
       "      <td>5.032721e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.081635e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.975078e+07</td>\n",
       "      <td>1.371218e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.915030e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.495036</td>\n",
       "      <td>4.028356e+07</td>\n",
       "      <td>2.555936e+09</td>\n",
       "      <td>0.015761</td>\n",
       "      <td>-5.987516</td>\n",
       "      <td>0.305363</td>\n",
       "      <td>-1.828365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P69905</th>\n",
       "      <td>1.220405e+10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.144651e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.107534e+08</td>\n",
       "      <td>3.638801e+07</td>\n",
       "      <td>7.417029e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.621523e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.972094e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.402859</td>\n",
       "      <td>6.952931e+07</td>\n",
       "      <td>4.254470e+09</td>\n",
       "      <td>0.016343</td>\n",
       "      <td>-5.935214</td>\n",
       "      <td>0.394847</td>\n",
       "      <td>-2.343502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P80723</th>\n",
       "      <td>6.500774e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.089978e+06</td>\n",
       "      <td>2.377271e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.423251e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.574608e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.200708</td>\n",
       "      <td>1.493134e+07</td>\n",
       "      <td>5.037691e+07</td>\n",
       "      <td>0.296393</td>\n",
       "      <td>-1.754419</td>\n",
       "      <td>0.697435</td>\n",
       "      <td>-1.223592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q02413</th>\n",
       "      <td>4.769278e+09</td>\n",
       "      <td>5.366090e+07</td>\n",
       "      <td>3.663841e+08</td>\n",
       "      <td>1.434310e+09</td>\n",
       "      <td>7.345685e+08</td>\n",
       "      <td>1.212089e+09</td>\n",
       "      <td>6.815458e+07</td>\n",
       "      <td>2.095008e+09</td>\n",
       "      <td>1.942220e+08</td>\n",
       "      <td>1.981781e+09</td>\n",
       "      <td>5.875849e+09</td>\n",
       "      <td>4.029067e+09</td>\n",
       "      <td>0.084433</td>\n",
       "      <td>9.368379e+08</td>\n",
       "      <td>2.714124e+09</td>\n",
       "      <td>0.345171</td>\n",
       "      <td>-1.534615</td>\n",
       "      <td>1.073490</td>\n",
       "      <td>-1.647394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q08380</th>\n",
       "      <td>2.998071e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.156485e+07</td>\n",
       "      <td>1.610379e+08</td>\n",
       "      <td>7.774322e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.874224e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.489290e+06</td>\n",
       "      <td>2.996509e+06</td>\n",
       "      <td>1.164321e+07</td>\n",
       "      <td>0.236363</td>\n",
       "      <td>8.344866e+07</td>\n",
       "      <td>1.152743e+07</td>\n",
       "      <td>7.239139</td>\n",
       "      <td>2.855818</td>\n",
       "      <td>0.626420</td>\n",
       "      <td>1.788942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q5VW32</th>\n",
       "      <td>4.856831e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.282783e+06</td>\n",
       "      <td>1.724754e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.708119e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.744964e+08</td>\n",
       "      <td>2.843408e+08</td>\n",
       "      <td>0.021947</td>\n",
       "      <td>9.265162e+06</td>\n",
       "      <td>3.815068e+08</td>\n",
       "      <td>0.024286</td>\n",
       "      <td>-5.363749</td>\n",
       "      <td>1.658625</td>\n",
       "      <td>-8.896449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q7Z3Y8</th>\n",
       "      <td>6.101190e+09</td>\n",
       "      <td>8.588617e+07</td>\n",
       "      <td>8.601062e+08</td>\n",
       "      <td>3.195308e+08</td>\n",
       "      <td>1.564439e+08</td>\n",
       "      <td>1.052148e+08</td>\n",
       "      <td>2.082436e+08</td>\n",
       "      <td>5.886321e+08</td>\n",
       "      <td>3.154712e+08</td>\n",
       "      <td>1.028459e+09</td>\n",
       "      <td>4.960020e+09</td>\n",
       "      <td>3.192455e+08</td>\n",
       "      <td>0.155169</td>\n",
       "      <td>3.603239e+08</td>\n",
       "      <td>1.914129e+09</td>\n",
       "      <td>0.188244</td>\n",
       "      <td>-2.409322</td>\n",
       "      <td>0.809195</td>\n",
       "      <td>-1.949612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q7Z794</th>\n",
       "      <td>8.343801e+09</td>\n",
       "      <td>8.943172e+07</td>\n",
       "      <td>2.563419e+08</td>\n",
       "      <td>2.892976e+07</td>\n",
       "      <td>2.053960e+08</td>\n",
       "      <td>3.019008e+08</td>\n",
       "      <td>2.551542e+08</td>\n",
       "      <td>2.078788e+07</td>\n",
       "      <td>3.317857e+08</td>\n",
       "      <td>9.360178e+08</td>\n",
       "      <td>2.123492e+09</td>\n",
       "      <td>1.623509e+09</td>\n",
       "      <td>0.171538</td>\n",
       "      <td>1.981421e+08</td>\n",
       "      <td>1.924118e+09</td>\n",
       "      <td>0.102978</td>\n",
       "      <td>-3.279590</td>\n",
       "      <td>0.765639</td>\n",
       "      <td>-2.510982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q86YZ3</th>\n",
       "      <td>4.504537e+09</td>\n",
       "      <td>4.434512e+07</td>\n",
       "      <td>5.354566e+08</td>\n",
       "      <td>1.073694e+09</td>\n",
       "      <td>4.353996e+08</td>\n",
       "      <td>2.026272e+09</td>\n",
       "      <td>1.090285e+08</td>\n",
       "      <td>3.628599e+08</td>\n",
       "      <td>1.405597e+08</td>\n",
       "      <td>2.826557e+09</td>\n",
       "      <td>5.698519e+09</td>\n",
       "      <td>5.382530e+09</td>\n",
       "      <td>0.139788</td>\n",
       "      <td>1.017706e+09</td>\n",
       "      <td>2.708558e+09</td>\n",
       "      <td>0.375737</td>\n",
       "      <td>-1.412205</td>\n",
       "      <td>0.854529</td>\n",
       "      <td>-1.206770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q8N1N4</th>\n",
       "      <td>2.238974e+09</td>\n",
       "      <td>4.370672e+08</td>\n",
       "      <td>2.967533e+08</td>\n",
       "      <td>4.943690e+07</td>\n",
       "      <td>8.375690e+08</td>\n",
       "      <td>6.090692e+08</td>\n",
       "      <td>1.093156e+08</td>\n",
       "      <td>4.292741e+07</td>\n",
       "      <td>1.169130e+09</td>\n",
       "      <td>6.926896e+08</td>\n",
       "      <td>5.570349e+09</td>\n",
       "      <td>1.559658e+08</td>\n",
       "      <td>0.221338</td>\n",
       "      <td>4.482071e+08</td>\n",
       "      <td>1.472443e+09</td>\n",
       "      <td>0.304397</td>\n",
       "      <td>-1.715975</td>\n",
       "      <td>0.654944</td>\n",
       "      <td>-1.123867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Q96A22</th>\n",
       "      <td>4.208246e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.189235e+07</td>\n",
       "      <td>4.956269e+07</td>\n",
       "      <td>8.885619e+06</td>\n",
       "      <td>4.250993e+08</td>\n",
       "      <td>7.509897e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.031729e+07</td>\n",
       "      <td>1.637199e+08</td>\n",
       "      <td>1.049568e+08</td>\n",
       "      <td>0.186010</td>\n",
       "      <td>2.344689e+07</td>\n",
       "      <td>1.434657e+08</td>\n",
       "      <td>0.163432</td>\n",
       "      <td>-2.613237</td>\n",
       "      <td>0.730465</td>\n",
       "      <td>-1.908877</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NR_2          NR_4        PN0233        PN0414  \\\n",
       "Protein                                                              \n",
       "A0A0G2JIW1  7.173742e+07           NaN  7.700182e+05  3.682177e+06   \n",
       "C9JF17      1.810041e+08           NaN  5.949771e+06           NaN   \n",
       "E9PK54      1.408818e+07           NaN  2.165604e+06           NaN   \n",
       "I3L504      6.385769e+07           NaN  1.911400e+07           NaN   \n",
       "P00558      1.067603e+08           NaN           NaN  5.001224e+06   \n",
       "P00738      6.369626e+06           NaN  1.810907e+06           NaN   \n",
       "P01024      8.461778e+05  9.265960e+02           NaN           NaN   \n",
       "P01834      4.154781e+07  1.825730e+05  1.107200e+07  5.797225e+05   \n",
       "P01861      1.131771e+06           NaN  5.562154e+05           NaN   \n",
       "P01871      1.589442e+06           NaN  7.456947e+05  4.044825e+04   \n",
       "P02533      3.862085e+09  1.032372e+08  6.901437e+08  1.993132e+08   \n",
       "P02538      4.373128e+09  2.424755e+08  2.110181e+08  2.060049e+07   \n",
       "P02671               NaN           NaN           NaN  4.856912e+07   \n",
       "P02679      6.778743e+05           NaN  3.979016e+05  1.271325e+07   \n",
       "P02787      7.959114e+05           NaN  2.878918e+05           NaN   \n",
       "P04259      5.048558e+09  2.020457e+08  2.682786e+08  1.268569e+07   \n",
       "P04264      5.200087e+09  1.930791e+08  3.833694e+08  1.870196e+08   \n",
       "P05787-2    4.923364e+09  1.830173e+08  2.454191e+08  1.183969e+07   \n",
       "P06733      4.582064e+07           NaN  2.120624e+05           NaN   \n",
       "P07195      6.866414e+07           NaN  1.528697e+06           NaN   \n",
       "P07900-2    1.004860e+07           NaN  4.616956e+06           NaN   \n",
       "P08123      5.169904e+09           NaN  2.815231e+08           NaN   \n",
       "P08238      9.299408e+06           NaN  3.363144e+06           NaN   \n",
       "P08779      4.079546e+09  7.592924e+07  7.347576e+08  2.212296e+08   \n",
       "P11021      3.282694e+07           NaN  1.561408e+06           NaN   \n",
       "P11142      4.482251e+07           NaN  1.873633e+06  2.751490e+06   \n",
       "P13645      5.012728e+09  8.902195e+07  7.681235e+08  1.599113e+08   \n",
       "P13647      5.978486e+09  2.036177e+08  3.779760e+08  2.385167e+07   \n",
       "P14923      4.019188e+08           NaN  6.874694e+06           NaN   \n",
       "P15924      3.217217e+09  6.707408e+07  1.111957e+08  9.475995e+07   \n",
       "P22626               NaN           NaN  7.715956e+07           NaN   \n",
       "P35241      3.001773e+07           NaN           NaN  7.074823e+05   \n",
       "P35527      3.042056e+09  2.876768e+08  3.526492e+08  1.879844e+08   \n",
       "P35908      7.172072e+09  1.352336e+08  4.348313e+08  5.849360e+07   \n",
       "P38606      5.928188e+08           NaN  2.792794e+06           NaN   \n",
       "P54652      1.462587e+07           NaN  6.154102e+05           NaN   \n",
       "P55072      3.596815e+07           NaN           NaN           NaN   \n",
       "P60174      2.234145e+07           NaN           NaN           NaN   \n",
       "P62873      9.878844e+06           NaN  1.512928e+06           NaN   \n",
       "P62979      3.378700e+07           NaN           NaN           NaN   \n",
       "P68871      5.032721e+09           NaN  6.081635e+07           NaN   \n",
       "P69905      1.220405e+10           NaN  6.144651e+07           NaN   \n",
       "P80723      6.500774e+07           NaN           NaN  6.089978e+06   \n",
       "Q02413      4.769278e+09  5.366090e+07  3.663841e+08  1.434310e+09   \n",
       "Q08380      2.998071e+07           NaN  1.156485e+07  1.610379e+08   \n",
       "Q5VW32      4.856831e+08           NaN           NaN  1.282783e+06   \n",
       "Q7Z3Y8      6.101190e+09  8.588617e+07  8.601062e+08  3.195308e+08   \n",
       "Q7Z794      8.343801e+09  8.943172e+07  2.563419e+08  2.892976e+07   \n",
       "Q86YZ3      4.504537e+09  4.434512e+07  5.354566e+08  1.073694e+09   \n",
       "Q8N1N4      2.238974e+09  4.370672e+08  2.967533e+08  4.943690e+07   \n",
       "Q96A22      4.208246e+08           NaN           NaN  1.189235e+07   \n",
       "\n",
       "                  PN0429        PN0533        PN0842         QF110  \\\n",
       "Protein                                                              \n",
       "A0A0G2JIW1  4.777703e+06           NaN  4.850629e+08  8.512237e+05   \n",
       "C9JF17      7.957427e+06           NaN  2.409348e+08           NaN   \n",
       "E9PK54      2.278900e+06  4.427875e+05  3.902172e+08           NaN   \n",
       "I3L504               NaN  5.068931e+07  2.873102e+08           NaN   \n",
       "P00558      5.234286e+07           NaN  2.879433e+08           NaN   \n",
       "P00738      4.816181e+05  1.185973e+06  3.916544e+08  1.656438e+05   \n",
       "P01024      2.277894e+05  4.566157e+04  3.919412e+08           NaN   \n",
       "P01834      3.471821e+05  5.597350e+06  4.876829e+08           NaN   \n",
       "P01861               NaN  5.390415e+05  2.446710e+08           NaN   \n",
       "P01871               NaN  9.328358e+05  3.917980e+08           NaN   \n",
       "P02533      5.549419e+08  8.134662e+07  2.814267e+08  3.857570e+08   \n",
       "P02538      3.444255e+08  8.637634e+08  1.982892e+08  4.432182e+07   \n",
       "P02671      1.113198e+07           NaN  2.440626e+08           NaN   \n",
       "P02679      3.475525e+06           NaN  4.407250e+08  2.308440e+05   \n",
       "P02787               NaN  3.538951e+05  2.449109e+08           NaN   \n",
       "P04259      2.797944e+08  6.508312e+08  2.295755e+08  2.729318e+07   \n",
       "P04264      4.275049e+08  5.509882e+08  1.987108e+08  1.736010e+08   \n",
       "P05787-2    6.157765e+08  4.256305e+08  2.678467e+08  6.953214e+07   \n",
       "P06733      6.225034e+05           NaN  2.420301e+08           NaN   \n",
       "P07195      1.302080e+07  1.751624e+06  3.892864e+08           NaN   \n",
       "P07900-2    2.728261e+06  1.068286e+06  4.373109e+08  1.429317e+07   \n",
       "P08123               NaN  4.852954e+08  6.672480e+07  1.368834e+09   \n",
       "P08238               NaN  1.091283e+05  3.404380e+08           NaN   \n",
       "P08779      5.992328e+08  8.071913e+07  2.869362e+08  4.125464e+08   \n",
       "P11021      5.350360e+06           NaN  3.417766e+08           NaN   \n",
       "P11142      1.971654e+06  3.830900e+05  5.352489e+08  5.998647e+06   \n",
       "P13645      6.638433e+08  4.699124e+08  2.664964e+08  1.904338e+08   \n",
       "P13647      3.487239e+08  6.066298e+08  1.803370e+08  5.131672e+07   \n",
       "P14923      5.466200e+07  1.138494e+07  3.074238e+08           NaN   \n",
       "P15924      2.398357e+08  5.701921e+08  2.153916e+08  2.544164e+08   \n",
       "P22626      1.370216e+08  6.691480e+07  3.931339e+08  2.922687e+08   \n",
       "P35241      1.342681e+07           NaN  2.919847e+08           NaN   \n",
       "P35527      4.424573e+08  5.214326e+08  1.626345e+08  3.598967e+08   \n",
       "P35908      3.367213e+08  5.676906e+08  2.305044e+08  5.529114e+07   \n",
       "P38606      3.037443e+07           NaN  4.087960e+08  3.075507e+06   \n",
       "P54652      2.108780e+06           NaN  3.414737e+08           NaN   \n",
       "P55072      6.914686e+06  4.018559e+06  2.431129e+08           NaN   \n",
       "P60174      4.083553e+06  1.646262e+05  3.417366e+08           NaN   \n",
       "P62873      8.798271e+06           NaN  2.927604e+08           NaN   \n",
       "P62979      1.754434e+07  1.654496e+06  2.917384e+08           NaN   \n",
       "P68871               NaN  1.975078e+07  1.371218e+08           NaN   \n",
       "P69905      1.107534e+08  3.638801e+07  7.417029e+07           NaN   \n",
       "P80723      2.377271e+07           NaN  2.423251e+08           NaN   \n",
       "Q02413      7.345685e+08  1.212089e+09  6.815458e+07  2.095008e+09   \n",
       "Q08380      7.774322e+07           NaN  3.874224e+08           NaN   \n",
       "Q5VW32      1.724754e+07           NaN  2.708119e+08           NaN   \n",
       "Q7Z3Y8      1.564439e+08  1.052148e+08  2.082436e+08  5.886321e+08   \n",
       "Q7Z794      2.053960e+08  3.019008e+08  2.551542e+08  2.078788e+07   \n",
       "Q86YZ3      4.353996e+08  2.026272e+09  1.090285e+08  3.628599e+08   \n",
       "Q8N1N4      8.375690e+08  6.090692e+08  1.093156e+08  4.292741e+07   \n",
       "Q96A22      4.956269e+07  8.885619e+06  4.250993e+08  7.509897e+06   \n",
       "\n",
       "                   QF113         QF120         QF146         QF149  \\\n",
       "Protein                                                              \n",
       "A0A0G2JIW1  7.882218e+06  1.704555e+06  1.158644e+08  1.245244e+07   \n",
       "C9JF17               NaN           NaN  3.396315e+06           NaN   \n",
       "E9PK54      6.807791e+06  1.472206e+06  4.884543e+07           NaN   \n",
       "I3L504               NaN  9.358977e+07           NaN  1.609577e+08   \n",
       "P00558               NaN           NaN  6.692220e+07  1.133408e+08   \n",
       "P00738               NaN  2.461942e+06  4.124212e+06           NaN   \n",
       "P01024               NaN  1.439401e+04  2.316399e+06  1.014086e+05   \n",
       "P01834      1.031080e+06  1.778150e+06  3.715231e+07           NaN   \n",
       "P01861               NaN           NaN  1.158628e+07           NaN   \n",
       "P01871      3.154504e+06  5.898552e+05  2.958326e+06           NaN   \n",
       "P02533      4.103765e+08  8.905383e+08  3.748131e+09  7.558082e+08   \n",
       "P02538      1.581693e+09  8.044600e+08  3.030889e+09  1.853955e+09   \n",
       "P02671               NaN  1.148095e+06  2.327258e+06           NaN   \n",
       "P02679      3.045713e+05  4.071245e+05  7.401666e+05           NaN   \n",
       "P02787               NaN           NaN  2.867474e+06           NaN   \n",
       "P04259      1.116220e+09  6.611618e+08  2.831384e+09  1.655491e+09   \n",
       "P04264      6.419614e+08  1.209595e+09  3.183673e+09  2.570490e+09   \n",
       "P05787-2    6.007659e+08  4.285470e+08  3.121872e+09  2.812963e+07   \n",
       "P06733               NaN           NaN  7.922248e+07           NaN   \n",
       "P07195               NaN  1.386625e+06  3.873159e+07  3.222723e+06   \n",
       "P07900-2             NaN  3.026592e+07  7.740504e+07  1.267693e+07   \n",
       "P08123               NaN           NaN  2.933377e+09  1.822119e+09   \n",
       "P08238               NaN  2.071353e+07  7.019906e+07  7.462421e+06   \n",
       "P08779      3.843744e+08  8.863573e+08  3.874882e+09  5.607058e+08   \n",
       "P11021      1.598320e+07  3.456419e+06  1.594929e+06           NaN   \n",
       "P11142      5.889950e+06  1.273721e+06  8.834636e+07  7.133032e+06   \n",
       "P13645      6.015494e+08  6.400507e+08  3.456293e+09  1.039945e+09   \n",
       "P13647      1.051751e+09  7.036995e+08  4.137296e+09  1.031242e+09   \n",
       "P14923               NaN  4.732006e+07  9.827336e+08           NaN   \n",
       "P15924      1.046435e+08  1.083480e+09  7.289534e+09  2.724143e+09   \n",
       "P22626      6.468999e+07  5.106603e+08  5.488347e+08  4.012259e+08   \n",
       "P35241               NaN           NaN  4.635756e+07  2.038480e+06   \n",
       "P35527      8.609397e+08  1.274661e+09  3.958149e+09  2.744797e+09   \n",
       "P35908      6.512177e+08  1.060103e+09  2.346388e+09  1.423503e+09   \n",
       "P38606      1.499405e+06  3.061896e+07  6.208975e+08  2.404616e+08   \n",
       "P54652      6.299588e+06  1.362306e+06  4.063515e+07           NaN   \n",
       "P55072               NaN           NaN  3.796480e+07           NaN   \n",
       "P60174               NaN  2.932165e+05  1.353731e+07  3.482575e+07   \n",
       "P62873               NaN           NaN  9.478235e+06  5.542633e+07   \n",
       "P62979               NaN           NaN  4.574941e+07  1.041681e+07   \n",
       "P68871               NaN           NaN  7.915030e+07           NaN   \n",
       "P69905      3.621523e+08           NaN  1.972094e+08           NaN   \n",
       "P80723               NaN           NaN  3.574608e+07           NaN   \n",
       "Q02413      1.942220e+08  1.981781e+09  5.875849e+09  4.029067e+09   \n",
       "Q08380               NaN  1.489290e+06  2.996509e+06  1.164321e+07   \n",
       "Q5VW32               NaN           NaN  3.744964e+08  2.843408e+08   \n",
       "Q7Z3Y8      3.154712e+08  1.028459e+09  4.960020e+09  3.192455e+08   \n",
       "Q7Z794      3.317857e+08  9.360178e+08  2.123492e+09  1.623509e+09   \n",
       "Q86YZ3      1.405597e+08  2.826557e+09  5.698519e+09  5.382530e+09   \n",
       "Q8N1N4      1.169130e+09  6.926896e+08  5.570349e+09  1.559658e+08   \n",
       "Q96A22               NaN  2.031729e+07  1.637199e+08  1.049568e+08   \n",
       "\n",
       "            ttest_pvalue      AKI Mean  Control Mean  \\\n",
       "Protein                                                \n",
       "A0A0G2JIW1      0.161860  3.076633e+06  3.508204e+07   \n",
       "C9JF17          0.512997  6.953599e+06  9.220022e+07   \n",
       "E9PK54          0.226666  1.629097e+06  1.780340e+07   \n",
       "I3L504          0.122230  3.490165e+07  1.061351e+08   \n",
       "P00558          0.153494  2.867204e+07  9.567443e+07   \n",
       "P00738          0.205485  1.159499e+06  3.280356e+06   \n",
       "P01024          0.311533  1.367255e+05  6.558613e+05   \n",
       "P01834          0.280472  4.399064e+06  1.633838e+07   \n",
       "P01861          0.466342  5.476284e+05  6.359027e+06   \n",
       "P01871          0.085026  5.729929e+05  2.073032e+06   \n",
       "P02533          0.136981  3.814364e+08  1.450848e+09   \n",
       "P02538          0.065465  3.599519e+08  1.704418e+09   \n",
       "P02671          0.373769  2.985055e+07  1.737676e+06   \n",
       "P02679          0.305082  5.528892e+06  4.721161e+05   \n",
       "P02787          0.382402  3.208934e+05  1.831693e+06   \n",
       "P04259          0.093386  3.028975e+08  1.648879e+09   \n",
       "P04264          0.078928  3.872205e+08  1.881784e+09   \n",
       "P05787-2        0.215710  3.246664e+08  1.336461e+09   \n",
       "P06733          0.167195  4.172829e+05  6.252156e+07   \n",
       "P07195          0.256226  5.433706e+06  2.800127e+07   \n",
       "P07900-2        0.107105  2.804501e+06  2.893793e+07   \n",
       "P08123          0.062688  3.834092e+08  2.823558e+09   \n",
       "P08238          0.185491  1.736136e+06  2.691860e+07   \n",
       "P08779          0.161728  4.089848e+08  1.467763e+09   \n",
       "P11021          0.261964  3.455884e+06  1.346537e+07   \n",
       "P11142          0.153158  1.744967e+06  2.557737e+07   \n",
       "P13645          0.193166  5.154476e+08  1.575717e+09   \n",
       "P13647          0.123483  3.392953e+08  1.879630e+09   \n",
       "P14923          0.238225  2.430721e+07  4.773241e+08   \n",
       "P15924          0.111055  2.539959e+08  2.105787e+09   \n",
       "P22626          0.034380  9.369865e+07  3.635359e+08   \n",
       "P35241          0.284836  7.067146e+06  2.613792e+07   \n",
       "P35527          0.041781  3.761309e+08  1.789740e+09   \n",
       "P35908          0.165572  3.494342e+08  1.834830e+09   \n",
       "P38606          0.109883  1.658361e+07  2.482286e+08   \n",
       "P54652          0.198680  1.362095e+06  1.573073e+07   \n",
       "P55072          0.005172  5.466623e+06  3.696647e+07   \n",
       "P60174          0.119064  2.124089e+06  1.774943e+07   \n",
       "P62873          0.323567  5.155599e+06  2.492780e+07   \n",
       "P62979          0.217210  9.599417e+06  2.998441e+07   \n",
       "P68871          0.495036  4.028356e+07  2.555936e+09   \n",
       "P69905          0.402859  6.952931e+07  4.254470e+09   \n",
       "P80723          0.200708  1.493134e+07  5.037691e+07   \n",
       "Q02413          0.084433  9.368379e+08  2.714124e+09   \n",
       "Q08380          0.236363  8.344866e+07  1.152743e+07   \n",
       "Q5VW32          0.021947  9.265162e+06  3.815068e+08   \n",
       "Q7Z3Y8          0.155169  3.603239e+08  1.914129e+09   \n",
       "Q7Z794          0.171538  1.981421e+08  1.924118e+09   \n",
       "Q86YZ3          0.139788  1.017706e+09  2.708558e+09   \n",
       "Q8N1N4          0.221338  4.482071e+08  1.472443e+09   \n",
       "Q96A22          0.186010  2.344689e+07  1.434657e+08   \n",
       "\n",
       "            Fold Change(AKI/Control)  Log2(Fold Change)  -Log(P-value)  \\\n",
       "Protein                                                                  \n",
       "A0A0G2JIW1                  0.087698          -3.511309       0.790860   \n",
       "C9JF17                      0.075418          -3.728938       0.289885   \n",
       "E9PK54                      0.091505          -3.450008       0.644614   \n",
       "I3L504                      0.328842          -1.604534       0.912823   \n",
       "P00558                      0.299683          -1.738489       0.813909   \n",
       "P00738                      0.353468          -1.500350       0.687219   \n",
       "P01024                      0.208467          -2.262109       0.506496   \n",
       "P01834                      0.269247          -1.892997       0.552111   \n",
       "P01861                      0.086118          -3.537537       0.331295   \n",
       "P01871                      0.276403          -1.855153       1.070450   \n",
       "P02533                      0.262906          -1.927382       0.863339   \n",
       "P02538                      0.211188          -2.243403       1.183988   \n",
       "P02671                     17.178428           4.102526       0.427397   \n",
       "P02679                     11.710872           3.549777       0.515583   \n",
       "P02787                      0.175190          -2.513011       0.417479   \n",
       "P04259                      0.183699          -2.444584       1.029717   \n",
       "P04264                      0.205773          -2.280874       1.102769   \n",
       "P05787-2                    0.242930          -2.041388       0.666129   \n",
       "P06733                      0.006674          -7.227184       0.776778   \n",
       "P07195                      0.194052          -2.365484       0.591377   \n",
       "P07900-2                    0.096914          -3.367146       0.970191   \n",
       "P08123                      0.135789          -2.880557       1.202816   \n",
       "P08238                      0.064496          -3.954651       0.731677   \n",
       "P08779                      0.278645          -1.843500       0.791215   \n",
       "P11021                      0.256650          -1.962127       0.581759   \n",
       "P11142                      0.068223          -3.873596       0.814861   \n",
       "P13645                      0.327119          -1.612111       0.714070   \n",
       "P13647                      0.180512          -2.469835       0.908392   \n",
       "P14923                      0.050924          -4.295513       0.623013   \n",
       "P15924                      0.120618          -3.051483       0.954461   \n",
       "P22626                      0.257742          -1.955998       1.463698   \n",
       "P35241                      0.270379          -1.886945       0.545405   \n",
       "P35527                      0.210160          -2.250443       1.379017   \n",
       "P35908                      0.190445          -2.392554       0.781013   \n",
       "P38606                      0.066808          -3.903839       0.959071   \n",
       "P54652                      0.086588          -3.529686       0.701846   \n",
       "P55072                      0.147881          -2.757496       2.286357   \n",
       "P60174                      0.119671          -3.062856       0.924219   \n",
       "P62873                      0.206821          -2.273544       0.490036   \n",
       "P62979                      0.320147          -1.643194       0.663120   \n",
       "P68871                      0.015761          -5.987516       0.305363   \n",
       "P69905                      0.016343          -5.935214       0.394847   \n",
       "P80723                      0.296393          -1.754419       0.697435   \n",
       "Q02413                      0.345171          -1.534615       1.073490   \n",
       "Q08380                      7.239139           2.855818       0.626420   \n",
       "Q5VW32                      0.024286          -5.363749       1.658625   \n",
       "Q7Z3Y8                      0.188244          -2.409322       0.809195   \n",
       "Q7Z794                      0.102978          -3.279590       0.765639   \n",
       "Q86YZ3                      0.375737          -1.412205       0.854529   \n",
       "Q8N1N4                      0.304397          -1.715975       0.654944   \n",
       "Q96A22                      0.163432          -2.613237       0.730465   \n",
       "\n",
       "            AKI/Control pi score  \n",
       "Protein                           \n",
       "A0A0G2JIW1             -2.776953  \n",
       "C9JF17                 -1.080963  \n",
       "E9PK54                 -2.223924  \n",
       "I3L504                 -1.464655  \n",
       "P00558                 -1.414971  \n",
       "P00738                 -1.031069  \n",
       "P01024                 -1.145748  \n",
       "P01834                 -1.045144  \n",
       "P01861                 -1.171968  \n",
       "P01871                 -1.985848  \n",
       "P02533                 -1.663984  \n",
       "P02538                 -2.656162  \n",
       "P02671                  1.753407  \n",
       "P02679                  1.830206  \n",
       "P02787                 -1.049130  \n",
       "P04259                 -2.517229  \n",
       "P04264                 -2.515277  \n",
       "P05787-2               -1.359828  \n",
       "P06733                 -5.613916  \n",
       "P07195                 -1.398892  \n",
       "P07900-2               -3.266774  \n",
       "P08123                 -3.464780  \n",
       "P08238                 -2.893528  \n",
       "P08779                 -1.458605  \n",
       "P11021                 -1.141485  \n",
       "P11142                 -3.156444  \n",
       "P13645                 -1.151161  \n",
       "P13647                 -2.243580  \n",
       "P14923                 -2.676159  \n",
       "P15924                 -2.912522  \n",
       "P22626                 -2.862991  \n",
       "P35241                 -1.029150  \n",
       "P35527                 -3.103399  \n",
       "P35908                 -1.868615  \n",
       "P38606                 -3.744060  \n",
       "P54652                 -2.477297  \n",
       "P55072                 -6.304620  \n",
       "P60174                 -2.830749  \n",
       "P62873                 -1.114119  \n",
       "P62979                 -1.089635  \n",
       "P68871                 -1.828365  \n",
       "P69905                 -2.343502  \n",
       "P80723                 -1.223592  \n",
       "Q02413                 -1.647394  \n",
       "Q08380                  1.788942  \n",
       "Q5VW32                 -8.896449  \n",
       "Q7Z3Y8                 -1.949612  \n",
       "Q7Z794                 -2.510982  \n",
       "Q86YZ3                 -1.206770  \n",
       "Q8N1N4                 -1.123867  \n",
       "Q96A22                 -1.908877  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Subset out the significant proteins to a new dataframe\n",
    "df_sign= df2[(abs(df2['AKI/Control pi score']) > (1))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yy2lsbOS5555j/fr1LF68eNjNW7FiBatWrWL8+PH952688UYuueQSjj/+eK688koefPBB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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b61f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "volcanotop10(df2,df_sign,top10df,low10df,'Log2(Fold Change)','-Log(P-value)', 'Volcano_Plot_nooutlier.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>yourlist:M2018031483C3DD8CE55183C76102DC5D3A26728B0CE68A0</th>\n",
       "      <th>Entry</th>\n",
       "      <th>Entry name</th>\n",
       "      <th>Status</th>\n",
       "      <th>Protein names</th>\n",
       "      <th>Gene names</th>\n",
       "      <th>Length</th>\n",
       "      <th>Gene ontology (GO)</th>\n",
       "      <th>Gene ontology (biological process)</th>\n",
       "      <th>Gene ontology (molecular function)</th>\n",
       "      <th>...</th>\n",
       "      <th>Gene ontology IDs</th>\n",
       "      <th>EC number</th>\n",
       "      <th>Function [CC]</th>\n",
       "      <th>Cross-reference (eggNOG)</th>\n",
       "      <th>Cross-reference (KO)</th>\n",
       "      <th>Cross-reference (OrthoDB)</th>\n",
       "      <th>Involvement in disease</th>\n",
       "      <th>Mutagenesis</th>\n",
       "      <th>Tissue specificity</th>\n",
       "      <th>Cross-reference (BioCyc)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A0A024R0K5</td>\n",
       "      <td>A0A024R0K5</td>\n",
       "      <td>A0A024R0K5_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Carcinoembryonic antigen-related cell adhesion...</td>\n",
       "      <td>CEACAM5 hCG_1642477</td>\n",
       "      <td>702.0</td>\n",
       "      <td>plasma membrane [GO:0005886]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IFE1;ENOG410YR1P;</td>\n",
       "      <td>K06499;</td>\n",
       "      <td>EOG091G0AMM;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A0A024R4E5</td>\n",
       "      <td>A0A024R4E5</td>\n",
       "      <td>A0A024R4E5_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>High density lipoprotein binding protein (Vigi...</td>\n",
       "      <td>HDLBP hCG_33048</td>\n",
       "      <td>1268.0</td>\n",
       "      <td>cytosol [GO:0005829]; RNA binding [GO:0003723]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RNA binding [GO:0003723]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003723; GO:0005829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2208;ENOG410XQFV;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G00NZ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A0A024R571</td>\n",
       "      <td>A0A024R571</td>\n",
       "      <td>A0A024R571_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>EH domain-containing protein 1 (EH-domain cont...</td>\n",
       "      <td>EHD1 hCG_23386</td>\n",
       "      <td>548.0</td>\n",
       "      <td>early endosome [GO:0005769]; endocytic vesicle...</td>\n",
       "      <td>cellular response to nerve growth factor stimu...</td>\n",
       "      <td>calcium ion binding [GO:0005509]; GTP binding ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005509; GO:0005525; GO:0005769; GO:0005811...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1954;ENOG410XYGB;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G04KA;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A0A024R6I7</td>\n",
       "      <td>A0A024R6I7</td>\n",
       "      <td>A0A024R6I7_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Alpha-1-antitrypsin (Serpin peptidase inhibito...</td>\n",
       "      <td>SERPINA1 hCG_2029168</td>\n",
       "      <td>418.0</td>\n",
       "      <td>extracellular space [GO:0005615]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2392;COG4826;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0ION;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A0A044PY82</td>\n",
       "      <td>A0A044PY82</td>\n",
       "      <td>A0A044PY82_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Uncharacterized protein MISP3</td>\n",
       "      <td>MISP3</td>\n",
       "      <td>361.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IHG4;ENOG4111C5I;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0IC6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A0A075B6H7</td>\n",
       "      <td>A0A075B6H7</td>\n",
       "      <td>A0A075B6H7_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Immunoglobulin kappa variable 3-7 (non-functio...</td>\n",
       "      <td>IGKV3-7</td>\n",
       "      <td>116.0</td>\n",
       "      <td>extracellular space [GO:0005615]; immune respo...</td>\n",
       "      <td>immune response [GO:0006955]; immunoglobulin p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002377; GO:0005615; GO:0006955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410JET2;ENOG410YSH4;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A0A075B6H9</td>\n",
       "      <td>A0A075B6H9</td>\n",
       "      <td>LV469_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin lambda variable 4-69</td>\n",
       "      <td>IGLV4-69</td>\n",
       "      <td>119.0</td>\n",
       "      <td>extracellular space [GO:0005615]; plasma membr...</td>\n",
       "      <td>adaptive immune response [GO:0002250]; immune ...</td>\n",
       "      <td>antigen binding [GO:0003823]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A0A075B6I0</td>\n",
       "      <td>A0A075B6I0</td>\n",
       "      <td>LV861_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin lambda variable 8-61</td>\n",
       "      <td>IGLV8-61</td>\n",
       "      <td>122.0</td>\n",
       "      <td>extracellular space [GO:0005615]; plasma membr...</td>\n",
       "      <td>adaptive immune response [GO:0002250]; immune ...</td>\n",
       "      <td>antigen binding [GO:0003823]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A0A075B6K0</td>\n",
       "      <td>A0A075B6K0</td>\n",
       "      <td>LV316_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin lambda variable 3-16</td>\n",
       "      <td>IGLV3-16</td>\n",
       "      <td>115.0</td>\n",
       "      <td>extracellular space [GO:0005615]; plasma membr...</td>\n",
       "      <td>adaptive immune response [GO:0002250]; immune ...</td>\n",
       "      <td>antigen binding [GO:0003823]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A0A075B6R9</td>\n",
       "      <td>A0A075B6R9</td>\n",
       "      <td>A0A075B6R9_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Immunoglobulin kappa variable 2D-24 (non-funct...</td>\n",
       "      <td>IGKV2D-24</td>\n",
       "      <td>120.0</td>\n",
       "      <td>extracellular space [GO:0005615]; immune respo...</td>\n",
       "      <td>immune response [GO:0006955]; immunoglobulin p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002377; GO:0005615; GO:0006955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A0A075B6S2</td>\n",
       "      <td>A0A075B6S2</td>\n",
       "      <td>KVD29_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin kappa variable 2D-29</td>\n",
       "      <td>IGKV2D-29</td>\n",
       "      <td>120.0</td>\n",
       "      <td>extracellular space [GO:0005615]; plasma membr...</td>\n",
       "      <td>adaptive immune response [GO:0002250]; immune ...</td>\n",
       "      <td>antigen binding [GO:0003823]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A0A075B6S5</td>\n",
       "      <td>A0A075B6S5</td>\n",
       "      <td>KV127_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin kappa variable 1-27</td>\n",
       "      <td>IGKV1-27</td>\n",
       "      <td>117.0</td>\n",
       "      <td>extracellular space [GO:0005615]; plasma membr...</td>\n",
       "      <td>adaptive immune response [GO:0002250]; immune ...</td>\n",
       "      <td>antigen binding [GO:0003823]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A0A075B6Z2</td>\n",
       "      <td>A0A075B6Z2</td>\n",
       "      <td>A0A075B6Z2_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>T cell receptor alpha joining 56 (Fragment)</td>\n",
       "      <td>TRAJ56</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>A0A075B708</td>\n",
       "      <td>A0A075B708</td>\n",
       "      <td>A0A075B708_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>T cell receptor alpha joining 61 (non-function...</td>\n",
       "      <td>TRAJ61</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A0A075B7B8</td>\n",
       "      <td>A0A075B7B8</td>\n",
       "      <td>A0A075B7B8_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Immunoglobulin heavy variable 3/OR16-12 (non-f...</td>\n",
       "      <td>IGHV3OR16-12</td>\n",
       "      <td>117.0</td>\n",
       "      <td>blood microparticle [GO:0072562]; external sid...</td>\n",
       "      <td>B cell receptor signaling pathway [GO:0050853]...</td>\n",
       "      <td>antigen binding [GO:0003823]; immunoglobulin r...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A0A075B7D8</td>\n",
       "      <td>A0A075B7D8</td>\n",
       "      <td>A0A075B7D8_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Immunoglobulin heavy variable 3/OR15-7 (pseudo...</td>\n",
       "      <td>IGHV3OR15-7</td>\n",
       "      <td>119.0</td>\n",
       "      <td>blood microparticle [GO:0072562]; external sid...</td>\n",
       "      <td>B cell receptor signaling pathway [GO:0050853]...</td>\n",
       "      <td>antigen binding [GO:0003823]; immunoglobulin r...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>A0A087WSY4</td>\n",
       "      <td>A0A087WSY4</td>\n",
       "      <td>HV432_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Immunoglobulin heavy variable 4-30-2</td>\n",
       "      <td>IGHV4-30-2</td>\n",
       "      <td>118.0</td>\n",
       "      <td>blood microparticle [GO:0072562]; external sid...</td>\n",
       "      <td>B cell receptor signaling pathway [GO:0050853]...</td>\n",
       "      <td>antigen binding [GO:0003823]; immunoglobulin r...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A0A087WT12</td>\n",
       "      <td>A0A087WT12</td>\n",
       "      <td>A0A087WT12_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Glutathione peroxidase</td>\n",
       "      <td>GPX4</td>\n",
       "      <td>233.0</td>\n",
       "      <td>mitochondrion [GO:0005739]; nucleoplasm [GO:00...</td>\n",
       "      <td>response to oxidative stress [GO:0006979]</td>\n",
       "      <td>glutathione peroxidase activity [GO:0004602]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004602; GO:0005654; GO:0005739; GO:0006979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1651;COG0386;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>A0A087WT59</td>\n",
       "      <td>A0A087WT59</td>\n",
       "      <td>A0A087WT59_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Transthyretin</td>\n",
       "      <td>TTR</td>\n",
       "      <td>185.0</td>\n",
       "      <td>extracellular region [GO:0005576]; thyroid hor...</td>\n",
       "      <td>retinol metabolic process [GO:0042572]; thyroi...</td>\n",
       "      <td>thyroid hormone binding [GO:0070324]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0042572; GO:0070324; GO:0070327</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Thyroid hormone-binding protein. Pro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0VSV;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>A0A087WT65</td>\n",
       "      <td>A0A087WT65</td>\n",
       "      <td>A0A087WT65_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Transmembrane channel-like protein</td>\n",
       "      <td>TMC4</td>\n",
       "      <td>712.0</td>\n",
       "      <td>integral component of membrane [GO:0016021]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0016021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IIGT;ENOG410Y7QP;</td>\n",
       "      <td>K21988;</td>\n",
       "      <td>EOG091G04K4;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>A0A087WTP3</td>\n",
       "      <td>A0A087WTP3</td>\n",
       "      <td>A0A087WTP3_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Far upstream element-binding protein 2</td>\n",
       "      <td>KHSRP</td>\n",
       "      <td>711.0</td>\n",
       "      <td>nucleoplasm [GO:0005654]; RNA binding [GO:0003...</td>\n",
       "      <td>regulation of transcription, DNA-templated [GO...</td>\n",
       "      <td>RNA binding [GO:0003723]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003723; GO:0005654; GO:0006355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1676;ENOG410XZYE;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G073X;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>A0A087WUT6</td>\n",
       "      <td>A0A087WUT6</td>\n",
       "      <td>A0A087WUT6_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Eukaryotic translation initiation factor 5B</td>\n",
       "      <td>EIF5B</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>GTP binding [GO:0005525]; GTPase activity [GO:...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GTPase activity [GO:0003924]; GTP binding [GO:...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003924; GO:0005525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1144;COG0532;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G114V;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>A0A087WUW9</td>\n",
       "      <td>A0A087WUW9</td>\n",
       "      <td>A0A087WUW9_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>ADP-ribosylation factor-like protein 15</td>\n",
       "      <td>ARL15</td>\n",
       "      <td>204.0</td>\n",
       "      <td>intracellular [GO:0005622]; GTP binding [GO:00...</td>\n",
       "      <td>small GTPase mediated signal transduction [GO:...</td>\n",
       "      <td>GTP binding [GO:0005525]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005525; GO:0005622; GO:0007264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0071;ENOG410XP1U;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0QP7;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>A0A087WUZ3</td>\n",
       "      <td>A0A087WUZ3</td>\n",
       "      <td>A0A087WUZ3_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Spectrin beta chain</td>\n",
       "      <td>SPTBN1</td>\n",
       "      <td>2366.0</td>\n",
       "      <td>spectrin [GO:0008091]; actin binding [GO:00037...</td>\n",
       "      <td>actin filament capping [GO:0051693]</td>\n",
       "      <td>actin binding [GO:0003779]; phospholipid bindi...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003779; GO:0005200; GO:0005543; GO:0008091...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0035;COG5069;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G003V;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>A0A087WVC6</td>\n",
       "      <td>A0A087WVC6</td>\n",
       "      <td>A0A087WVC6_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Receptor-type tyrosine-protein phosphatase eta</td>\n",
       "      <td>PTPRJ</td>\n",
       "      <td>1342.0</td>\n",
       "      <td>integral component of membrane [GO:0016021]; p...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>protein tyrosine phosphatase activity [GO:0004...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004725; GO:0016021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0791;COG5599;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G00JF;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>A0A087WVM2</td>\n",
       "      <td>A0A087WVM2</td>\n",
       "      <td>A0A087WVM2_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>CD177 antigen</td>\n",
       "      <td>CD177</td>\n",
       "      <td>437.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410J207;ENOG4111D7X;</td>\n",
       "      <td>K06552;</td>\n",
       "      <td>EOG091G07C1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>A0A087WVQ6</td>\n",
       "      <td>A0A087WVQ6</td>\n",
       "      <td>A0A087WVQ6_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Clathrin heavy chain</td>\n",
       "      <td>CLTC hCG_1818599</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>clathrin coat of coated pit [GO:0030132]; clat...</td>\n",
       "      <td>clathrin coat assembly [GO:0048268]; intracell...</td>\n",
       "      <td>clathrin light chain binding [GO:0032051]; str...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005198; GO:0005764; GO:0005768; GO:0006886...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Clathrin is the major protein of the...</td>\n",
       "      <td>KOG0985;ENOG410XPH1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G009O;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>A0A087WW40</td>\n",
       "      <td>A0A087WW40</td>\n",
       "      <td>A0A087WW40_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Endophilin-B1</td>\n",
       "      <td>SH3GLB1</td>\n",
       "      <td>394.0</td>\n",
       "      <td>cytosol [GO:0005829]; membrane [GO:0016020]; m...</td>\n",
       "      <td>'de novo' posttranslational protein folding [G...</td>\n",
       "      <td>fatty acid binding [GO:0005504]; lysophosphati...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005504; GO:0005739; GO:0005829; GO:0006654...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG3725;ENOG410XPA6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G09WR;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>A0A087WW66</td>\n",
       "      <td>A0A087WW66</td>\n",
       "      <td>A0A087WW66_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>26S proteasome non-ATPase regulatory subunit 1</td>\n",
       "      <td>PSMD1</td>\n",
       "      <td>953.0</td>\n",
       "      <td>proteasome complex [GO:0000502]; enzyme regula...</td>\n",
       "      <td>regulation of protein catabolic process [GO:00...</td>\n",
       "      <td>enzyme regulator activity [GO:0030234]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000502; GO:0030234; GO:0042176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2062;COG5116;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G01IW;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>A0A087WWL5</td>\n",
       "      <td>Q86XI8</td>\n",
       "      <td>ZSWM9_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Uncharacterized protein ZSWIM9</td>\n",
       "      <td>ZSWIM9 C19orf68</td>\n",
       "      <td>627.0</td>\n",
       "      <td>nucleus [GO:0005634]; multicellular organism d...</td>\n",
       "      <td>multicellular organism development [GO:0007275...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005634; GO:0006511; GO:0007275</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IENB;ENOG410ZJVT;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G04MI;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293</th>\n",
       "      <td>Q9Y5P6-2</td>\n",
       "      <td>Q9Y5P6</td>\n",
       "      <td>GMPPB_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Mannose-1-phosphate guanyltransferase beta (EC...</td>\n",
       "      <td>GMPPB</td>\n",
       "      <td>360.0</td>\n",
       "      <td>cytoplasm [GO:0005737]; extracellular exosome ...</td>\n",
       "      <td>GDP-mannose biosynthetic process [GO:0009298]</td>\n",
       "      <td>GTP binding [GO:0005525]; mannose-1-phosphate ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004475; GO:0005525; GO:0005737; GO:0005739...</td>\n",
       "      <td>2.7.7.13</td>\n",
       "      <td>FUNCTION: Catalyzes the formation of GDP-manno...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>K00966;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DISEASE: Muscular dystrophy-dystroglycanopathy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>Q9Y5S2</td>\n",
       "      <td>Q9Y5S2</td>\n",
       "      <td>MRCKB_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Serine/threonine-protein kinase MRCK beta (EC ...</td>\n",
       "      <td>CDC42BPB KIAA1124</td>\n",
       "      <td>1711.0</td>\n",
       "      <td>actomyosin [GO:0042641]; cell leading edge [GO...</td>\n",
       "      <td>actin cytoskeleton reorganization [GO:0031532]...</td>\n",
       "      <td>ATP binding [GO:0005524]; magnesium ion bindin...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000287; GO:0004672; GO:0004674; GO:0005524...</td>\n",
       "      <td>2.7.11.1</td>\n",
       "      <td>FUNCTION: Serine/threonine-protein kinase whic...</td>\n",
       "      <td>ENOG410IT51;COG0515;</td>\n",
       "      <td>K16307;</td>\n",
       "      <td>EOG091G09EX;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in all tissues e...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>Q9Y5X1</td>\n",
       "      <td>Q9Y5X1</td>\n",
       "      <td>SNX9_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Sorting nexin-9 (SH3 and PX domain-containing ...</td>\n",
       "      <td>SNX9 SH3PX1 SH3PXD3A</td>\n",
       "      <td>595.0</td>\n",
       "      <td>clathrin-coated vesicle [GO:0030136]; cytoplas...</td>\n",
       "      <td>cleavage furrow formation [GO:0036089]; endocy...</td>\n",
       "      <td>1-phosphatidylinositol binding [GO:0005545]; A...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000281; GO:0001726; GO:0005545; GO:0005737...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Involved in endocytosis and intracel...</td>\n",
       "      <td>KOG2528;ENOG410XPHZ;</td>\n",
       "      <td>K17923;</td>\n",
       "      <td>EOG091G03D8;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 287 287 Y-&gt;A: Abolishes membrane tubul...</td>\n",
       "      <td>TISSUE SPECIFICITY: Widely expressed, with hig...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>Q9Y5X3</td>\n",
       "      <td>Q9Y5X3</td>\n",
       "      <td>SNX5_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Sorting nexin-5</td>\n",
       "      <td>SNX5</td>\n",
       "      <td>404.0</td>\n",
       "      <td>cytoplasmic vesicle membrane [GO:0030659]; cyt...</td>\n",
       "      <td>intracellular protein transport [GO:0006886]; ...</td>\n",
       "      <td>cadherin binding [GO:0045296]; dynactin bindin...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001726; GO:0001891; GO:0005829; GO:0006886...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Involved in several stages of intrac...</td>\n",
       "      <td>KOG1660;ENOG410XPZY;</td>\n",
       "      <td>K17920;</td>\n",
       "      <td>EOG091G08NT;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 186 187 FF-&gt;EE: No effect on dimerizat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>Q9Y5Z0</td>\n",
       "      <td>Q9Y5Z0</td>\n",
       "      <td>BACE2_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Beta-secretase 2 (EC 3.4.23.45) (Aspartic-like...</td>\n",
       "      <td>BACE2 AEPLC ALP56 ASP21 CDA13 UNQ418/PRO852</td>\n",
       "      <td>518.0</td>\n",
       "      <td>cell surface [GO:0009986]; endoplasmic reticul...</td>\n",
       "      <td>amyloid-beta metabolic process [GO:0050435]; m...</td>\n",
       "      <td>amyloid-beta binding [GO:0001540]; aspartic-ty...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001540; GO:0004190; GO:0005768; GO:0005783...</td>\n",
       "      <td>3.4.23.45</td>\n",
       "      <td>FUNCTION: Responsible for the proteolytic proc...</td>\n",
       "      <td>KOG1339;ENOG410XNV7;</td>\n",
       "      <td>K07747;</td>\n",
       "      <td>EOG091G0CNK;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 110 110 D-&gt;A,N: Loss of autoproteolyti...</td>\n",
       "      <td>TISSUE SPECIFICITY: Brain. Present in neurons ...</td>\n",
       "      <td>MetaCyc:G66-33964-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>Q9Y5Z4</td>\n",
       "      <td>Q9Y5Z4</td>\n",
       "      <td>HEBP2_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Heme-binding protein 2 (Placental protein 23) ...</td>\n",
       "      <td>HEBP2 C6orf34 SOUL</td>\n",
       "      <td>205.0</td>\n",
       "      <td>azurophil granule lumen [GO:0035578]; cytoplas...</td>\n",
       "      <td>negative regulation of mitochondrial membrane ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0005737; GO:0005739; GO:0010917...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Can promote mitochondrial permeabili...</td>\n",
       "      <td>ENOG410IZTQ;ENOG410ZWW6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0ZIG;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Detected in placenta. {ECO...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>Q9Y617</td>\n",
       "      <td>Q9Y617</td>\n",
       "      <td>SERC_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Phosphoserine aminotransferase (EC 2.6.1.52) (...</td>\n",
       "      <td>PSAT1 PSA</td>\n",
       "      <td>370.0</td>\n",
       "      <td>cytoplasm [GO:0005737]; cytosol [GO:0005829]; ...</td>\n",
       "      <td>L-serine biosynthetic process [GO:0006564]; py...</td>\n",
       "      <td>O-phospho-L-serine:2-oxoglutarate aminotransfe...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004648; GO:0005737; GO:0005829; GO:0006564...</td>\n",
       "      <td>2.6.1.52</td>\n",
       "      <td>FUNCTION: Catalyzes the reversible conversion ...</td>\n",
       "      <td>KOG2790;COG1932;</td>\n",
       "      <td>K00831;</td>\n",
       "      <td>EOG091G0964;</td>\n",
       "      <td>DISEASE: Phosphoserine aminotransferase defici...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed at high levels i...</td>\n",
       "      <td>MetaCyc:HS05946-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>Q9Y624</td>\n",
       "      <td>Q9Y624</td>\n",
       "      <td>JAM1_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Junctional adhesion molecule A (JAM-A) (Juncti...</td>\n",
       "      <td>F11R JAM1 JCAM UNQ264/PRO301</td>\n",
       "      <td>299.0</td>\n",
       "      <td>bicellular tight junction [GO:0005923]; cell j...</td>\n",
       "      <td>actomyosin structure organization [GO:0031032]...</td>\n",
       "      <td>cadherin binding [GO:0045296]; PDZ domain bind...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001618; GO:0001817; GO:0005886; GO:0005911...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Seems to play a role in epithelial t...</td>\n",
       "      <td>ENOG410IWUE;ENOG410YHHV;</td>\n",
       "      <td>K06089;</td>\n",
       "      <td>EOG091G05PI;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in endothelium, ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2301</th>\n",
       "      <td>Q9Y646</td>\n",
       "      <td>Q9Y646</td>\n",
       "      <td>CBPQ_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Carboxypeptidase Q (EC 3.4.17.-) (Lysosomal di...</td>\n",
       "      <td>CPQ LCH1 PGCP</td>\n",
       "      <td>472.0</td>\n",
       "      <td>cytoplasm [GO:0005737]; endoplasmic reticulum ...</td>\n",
       "      <td>peptide catabolic process [GO:0043171]; proteo...</td>\n",
       "      <td>carboxypeptidase activity [GO:0004180]; metal ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004180; GO:0005615; GO:0005737; GO:0005764...</td>\n",
       "      <td>3.4.17.-</td>\n",
       "      <td>FUNCTION: Carboxypeptidase that may play an im...</td>\n",
       "      <td>KOG2195;COG2234;</td>\n",
       "      <td>K01302;</td>\n",
       "      <td>EOG091G08CB;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Mainly detected in blood p...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302</th>\n",
       "      <td>Q9Y678</td>\n",
       "      <td>Q9Y678</td>\n",
       "      <td>COPG1_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Coatomer subunit gamma-1 (Gamma-1-coat protein...</td>\n",
       "      <td>COPG1 COPG</td>\n",
       "      <td>874.0</td>\n",
       "      <td>COPI vesicle coat [GO:0030126]; cytosol [GO:00...</td>\n",
       "      <td>ER to Golgi vesicle-mediated transport [GO:000...</td>\n",
       "      <td>structural molecule activity [GO:0005198]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000139; GO:0005198; GO:0005789; GO:0005794...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: The coatomer is a cytosolic protein ...</td>\n",
       "      <td>KOG1078;COG5240;</td>\n",
       "      <td>K17267;</td>\n",
       "      <td>EOG091G0HWQ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 776 776 W-&gt;S: Loss of interaction with...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2303</th>\n",
       "      <td>Q9Y696</td>\n",
       "      <td>Q9Y696</td>\n",
       "      <td>CLIC4_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Chloride intracellular channel protein 4 (Intr...</td>\n",
       "      <td>CLIC4</td>\n",
       "      <td>253.0</td>\n",
       "      <td>actin cytoskeleton [GO:0015629]; apical part o...</td>\n",
       "      <td>angiogenesis [GO:0001525]; branching morphogen...</td>\n",
       "      <td>chloride channel activity [GO:0005254]; voltag...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001525; GO:0001886; GO:0005244; GO:0005254...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Can insert into membranes and form p...</td>\n",
       "      <td>KOG1422;ENOG410ZRK6;</td>\n",
       "      <td>K05024;</td>\n",
       "      <td>EOG091G0IHT;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Detected in epithelial cel...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>Q9Y6E0</td>\n",
       "      <td>Q9Y6E0</td>\n",
       "      <td>STK24_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Serine/threonine-protein kinase 24 (EC 2.7.11....</td>\n",
       "      <td>STK24 MST3 STK3</td>\n",
       "      <td>443.0</td>\n",
       "      <td>cytoplasm [GO:0005737]; cytosol [GO:0005829]; ...</td>\n",
       "      <td>cellular response to starvation [GO:0009267]; ...</td>\n",
       "      <td>ATP binding [GO:0005524]; cadherin binding [GO...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004672; GO:0004674; GO:0005524; GO:0005634...</td>\n",
       "      <td>2.7.11.1</td>\n",
       "      <td>FUNCTION: Serine/threonine-protein kinase that...</td>\n",
       "      <td>KOG0201;ENOG410XP9G;</td>\n",
       "      <td>K08838;</td>\n",
       "      <td>EOG091G0F24;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 18 18 T-&gt;A: Loss of phosphorylation by...</td>\n",
       "      <td>TISSUE SPECIFICITY: Isoform A is ubiquitous. I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>Q9Y6G9</td>\n",
       "      <td>Q9Y6G9</td>\n",
       "      <td>DC1L1_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Cytoplasmic dynein 1 light intermediate chain ...</td>\n",
       "      <td>DYNC1LI1 DNCLI1</td>\n",
       "      <td>523.0</td>\n",
       "      <td>centrosome [GO:0005813]; condensed chromosome ...</td>\n",
       "      <td>antigen processing and presentation of exogeno...</td>\n",
       "      <td>ATP binding [GO:0005524]; dynein heavy chain b...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000226; GO:0000776; GO:0000777; GO:0000922...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Acts as one of several non-catalytic...</td>\n",
       "      <td>KOG3905;ENOG410XQS4;</td>\n",
       "      <td>K10416;</td>\n",
       "      <td>EOG091G0B3J;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2306</th>\n",
       "      <td>Q9Y6N5</td>\n",
       "      <td>Q9Y6N5</td>\n",
       "      <td>SQOR_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Sulfide:quinone oxidoreductase, mitochondrial ...</td>\n",
       "      <td>SQOR SQRDL CGI-44</td>\n",
       "      <td>450.0</td>\n",
       "      <td>mitochondrial inner membrane [GO:0005743]; qui...</td>\n",
       "      <td>hydrogen sulfide metabolic process [GO:0070813...</td>\n",
       "      <td>quinone binding [GO:0048038]; sulfide:quinone ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005743; GO:0048038; GO:0070221; GO:0070224...</td>\n",
       "      <td>1.8.5.-</td>\n",
       "      <td>FUNCTION: Catalyzes the oxidation of hydrogen ...</td>\n",
       "      <td>KOG3851;COG0446;</td>\n",
       "      <td>K17218;</td>\n",
       "      <td>EOG091G08RU;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MetaCyc:HS06393-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>Q9Y6N9-5</td>\n",
       "      <td>Q9Y6N9</td>\n",
       "      <td>USH1C_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Harmonin (Antigen NY-CO-38/NY-CO-37) (Autoimmu...</td>\n",
       "      <td>USH1C AIE75</td>\n",
       "      <td>552.0</td>\n",
       "      <td>apical part of cell [GO:0045177]; brush border...</td>\n",
       "      <td>actin filament bundle assembly [GO:0051017]; b...</td>\n",
       "      <td>actin filament binding [GO:0051015]; spectrin ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000086; GO:0001750; GO:0001917; GO:0005737...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Anchoring/scaffolding protein that i...</td>\n",
       "      <td>KOG3528;ENOG4110362;</td>\n",
       "      <td>K21877;</td>\n",
       "      <td>EOG091G073L;</td>\n",
       "      <td>DISEASE: Usher syndrome 1C (USH1C) [MIM:276904...</td>\n",
       "      <td>MUTAGEN 103 103 R-&gt;H: Strongly reduced affinit...</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in small intesti...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2308</th>\n",
       "      <td>Q9Y6Q1</td>\n",
       "      <td>Q9Y6Q1</td>\n",
       "      <td>CAN6_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Calpain-6 (Calpain-like protease X-linked) (Ca...</td>\n",
       "      <td>CAPN6 CALPM CANPX</td>\n",
       "      <td>641.0</td>\n",
       "      <td>cytosol [GO:0005829]; perinuclear region of cy...</td>\n",
       "      <td>microtubule bundle formation [GO:0001578]; pro...</td>\n",
       "      <td>calcium-dependent cysteine-type endopeptidase ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001578; GO:0004198; GO:0005829; GO:0005876...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Microtubule-stabilizing protein that...</td>\n",
       "      <td>KOG0045;ENOG410XP0B;</td>\n",
       "      <td>K08575;</td>\n",
       "      <td>EOG091G030A;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed only in placenta.</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2309</th>\n",
       "      <td>Q9Y6Q5-2</td>\n",
       "      <td>Q9Y6Q5</td>\n",
       "      <td>AP1M2_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>AP-1 complex subunit mu-2 (AP-mu chain family ...</td>\n",
       "      <td>AP1M2</td>\n",
       "      <td>423.0</td>\n",
       "      <td>clathrin adaptor complex [GO:0030131]; clathri...</td>\n",
       "      <td>antigen processing and presentation of exogeno...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000139; GO:0005765; GO:0005829; GO:0006605...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Subunit of clathrin-associated adapt...</td>\n",
       "      <td>KOG0937;ENOG410XPFS;</td>\n",
       "      <td>K12393;</td>\n",
       "      <td>EOG091G06XI;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2310</th>\n",
       "      <td>Q9Y6R1-2</td>\n",
       "      <td>Q9Y6R1</td>\n",
       "      <td>S4A4_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Electrogenic sodium bicarbonate cotransporter ...</td>\n",
       "      <td>SLC4A4 NBC NBC1 NBCE1</td>\n",
       "      <td>1079.0</td>\n",
       "      <td>basolateral plasma membrane [GO:0016323]; extr...</td>\n",
       "      <td>bicarbonate transport [GO:0015701]; regulation...</td>\n",
       "      <td>identical protein binding [GO:0042802]; inorga...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005452; GO:0005886; GO:0005887; GO:0006810...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Electrogenic sodium/bicarbonate cotr...</td>\n",
       "      <td>KOG1172;ENOG410XPHD;</td>\n",
       "      <td>K13575;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DISEASE: Renal tubular acidosis, proximal, wit...</td>\n",
       "      <td>MUTAGEN 49 49 T-&gt;A: Loss of conductance regula...</td>\n",
       "      <td>TISSUE SPECIFICITY: Isoform 1 is expressed in ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>Q9Y6U3</td>\n",
       "      <td>Q9Y6U3</td>\n",
       "      <td>ADSV_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Adseverin (Scinderin)</td>\n",
       "      <td>SCIN KIAA1905</td>\n",
       "      <td>715.0</td>\n",
       "      <td>brush border [GO:0005903]; cell cortex [GO:000...</td>\n",
       "      <td>actin filament capping [GO:0051693]; actin fil...</td>\n",
       "      <td>1-phosphatidylinositol binding [GO:0005545]; a...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001786; GO:0002102; GO:0003779; GO:0005509...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Ca(2+)-dependent actin filament-seve...</td>\n",
       "      <td>KOG0443;ENOG410XR0A;</td>\n",
       "      <td>K05768;</td>\n",
       "      <td>EOG091G05SC;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 310 310 M-&gt;D: Increases calcium-indepe...</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in megakaryocyte...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312</th>\n",
       "      <td>Q9Y6W3</td>\n",
       "      <td>Q9Y6W3</td>\n",
       "      <td>CAN7_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Calpain-7 (EC 3.4.22.-) (PalB homolog) (PalBH)</td>\n",
       "      <td>CAPN7 PALBH</td>\n",
       "      <td>813.0</td>\n",
       "      <td>cytoplasm [GO:0005737]; extracellular exosome ...</td>\n",
       "      <td>positive regulation of epithelial cell migrati...</td>\n",
       "      <td>calcium-dependent cysteine-type endopeptidase ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004175; GO:0004198; GO:0005634; GO:0005737...</td>\n",
       "      <td>3.4.22.-</td>\n",
       "      <td>FUNCTION: Calcium-regulated non-lysosomal thio...</td>\n",
       "      <td>KOG0045;ENOG410XP0B;</td>\n",
       "      <td>K08576;</td>\n",
       "      <td>EOG091G023Z;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Ubiquitous.</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>Q9Y6W5</td>\n",
       "      <td>Q9Y6W5</td>\n",
       "      <td>WASF2_HUMAN</td>\n",
       "      <td>reviewed</td>\n",
       "      <td>Wiskott-Aldrich syndrome protein family member...</td>\n",
       "      <td>WASF2 WAVE2</td>\n",
       "      <td>498.0</td>\n",
       "      <td>actin cytoskeleton [GO:0015629]; cell-cell jun...</td>\n",
       "      <td>actin cytoskeleton organization [GO:0030036]; ...</td>\n",
       "      <td>actin binding [GO:0003779]; cadherin binding [...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001525; GO:0001667; GO:0001726; GO:0003779...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Downstream effector molecule involve...</td>\n",
       "      <td>KOG1830;ENOG410Y6V4;</td>\n",
       "      <td>K05748;</td>\n",
       "      <td>EOG091G08O1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 40 40 L-&gt;D: Decreased interaction with...</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in all tissues w...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>S4R347</td>\n",
       "      <td>S4R347</td>\n",
       "      <td>S4R347_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Formin-binding protein 1-like</td>\n",
       "      <td>FNBP1L</td>\n",
       "      <td>609.0</td>\n",
       "      <td>cytosol [GO:0005829]; endocytosis [GO:0006897]</td>\n",
       "      <td>endocytosis [GO:0006897]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005829; GO:0006897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410INNW;ENOG410XS31;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G038P;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>U3KQ56</td>\n",
       "      <td>U3KQ56</td>\n",
       "      <td>U3KQ56_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Glyoxylate reductase/hydroxypyruvate reductase</td>\n",
       "      <td>GRHPR</td>\n",
       "      <td>358.0</td>\n",
       "      <td>NAD binding [GO:0051287]; oxidoreductase activ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NAD binding [GO:0051287]; oxidoreductase activ...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0016616; GO:0051287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0069;COG1052;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0VB7;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>U3KQB3</td>\n",
       "      <td>U3KQB3</td>\n",
       "      <td>U3KQB3_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Casein kinase I isoform gamma-1</td>\n",
       "      <td>CSNK1G1</td>\n",
       "      <td>475.0</td>\n",
       "      <td>ATP binding [GO:0005524]; protein serine/threo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATP binding [GO:0005524]; protein serine/threo...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004674; GO:0005524</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0F3Z;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>U3KQK0</td>\n",
       "      <td>U3KQK0</td>\n",
       "      <td>U3KQK0_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Histone H2B</td>\n",
       "      <td>HIST1H2BN hCG_1743059</td>\n",
       "      <td>166.0</td>\n",
       "      <td>cytosol [GO:0005829]; nucleoplasm [GO:0005654]...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DNA binding [GO:0003677]; protein heterodimeri...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000786; GO:0003677; GO:0005654; GO:0005829...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1744;ENOG4111NV5;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0XGD;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>V9GYM3</td>\n",
       "      <td>V9GYM3</td>\n",
       "      <td>V9GYM3_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Apolipoprotein A-II</td>\n",
       "      <td>APOA2</td>\n",
       "      <td>133.0</td>\n",
       "      <td>extracellular region [GO:0005576]; lipid bindi...</td>\n",
       "      <td>lipid transport [GO:0006869]; lipoprotein meta...</td>\n",
       "      <td>lipid binding [GO:0008289]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0006869; GO:0008289; GO:0042157</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410KCI2;ENOG4110NY0;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0Z27;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>X6R8A1</td>\n",
       "      <td>X6R8A1</td>\n",
       "      <td>X6R8A1_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Carboxypeptidase (EC 3.4.16.-)</td>\n",
       "      <td>CTSA</td>\n",
       "      <td>498.0</td>\n",
       "      <td>intracellular membrane-bounded organelle [GO:0...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>serine-type carboxypeptidase activity [GO:0004...</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004185; GO:0005654; GO:0005765; GO:0043231</td>\n",
       "      <td>3.4.16.-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1282;COG2939;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G06AA;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>X6R8F3</td>\n",
       "      <td>X6R8F3</td>\n",
       "      <td>X6R8F3_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Neutrophil gelatinase-associated lipocalin</td>\n",
       "      <td>LCN2</td>\n",
       "      <td>200.0</td>\n",
       "      <td>small molecule binding [GO:0036094]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>small molecule binding [GO:0036094]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0036094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410JAXJ;ENOG4111A75;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0R03;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>X6R8W7</td>\n",
       "      <td>X6R8W7</td>\n",
       "      <td>X6R8W7_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Rap1 GTPase-activating protein 1</td>\n",
       "      <td>RAP1GAP</td>\n",
       "      <td>748.0</td>\n",
       "      <td>axon [GO:0030424]; cytosol [GO:0005829]; dendr...</td>\n",
       "      <td>cellular response to glial cell derived neurot...</td>\n",
       "      <td>GTPase activator activity [GO:0005096]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005096; GO:0005769; GO:0005829; GO:0016020...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG3686;ENOG410XTIX;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G028T;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>X6RBG4</td>\n",
       "      <td>X6RBG4</td>\n",
       "      <td>X6RBG4_HUMAN</td>\n",
       "      <td>unreviewed</td>\n",
       "      <td>Uromodulin</td>\n",
       "      <td>UMOD</td>\n",
       "      <td>689.0</td>\n",
       "      <td>extracellular region [GO:0005576]; calcium ion...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>calcium ion binding [GO:0005509]</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005509; GO:0005576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IVSV;ENOG410YDU6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G06RJ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2323 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     yourlist:M2018031483C3DD8CE55183C76102DC5D3A26728B0CE68A0       Entry  \\\n",
       "0                                            A0A024R0K5         A0A024R0K5   \n",
       "1                                            A0A024R4E5         A0A024R4E5   \n",
       "2                                            A0A024R571         A0A024R571   \n",
       "3                                            A0A024R6I7         A0A024R6I7   \n",
       "4                                            A0A044PY82         A0A044PY82   \n",
       "5                                            A0A075B6H7         A0A075B6H7   \n",
       "6                                            A0A075B6H9         A0A075B6H9   \n",
       "7                                            A0A075B6I0         A0A075B6I0   \n",
       "8                                            A0A075B6K0         A0A075B6K0   \n",
       "9                                            A0A075B6R9         A0A075B6R9   \n",
       "10                                           A0A075B6S2         A0A075B6S2   \n",
       "11                                           A0A075B6S5         A0A075B6S5   \n",
       "12                                           A0A075B6Z2         A0A075B6Z2   \n",
       "13                                           A0A075B708         A0A075B708   \n",
       "14                                           A0A075B7B8         A0A075B7B8   \n",
       "15                                           A0A075B7D8         A0A075B7D8   \n",
       "16                                           A0A087WSY4         A0A087WSY4   \n",
       "17                                           A0A087WT12         A0A087WT12   \n",
       "18                                           A0A087WT59         A0A087WT59   \n",
       "19                                           A0A087WT65         A0A087WT65   \n",
       "20                                           A0A087WTP3         A0A087WTP3   \n",
       "21                                           A0A087WUT6         A0A087WUT6   \n",
       "22                                           A0A087WUW9         A0A087WUW9   \n",
       "23                                           A0A087WUZ3         A0A087WUZ3   \n",
       "24                                           A0A087WVC6         A0A087WVC6   \n",
       "25                                           A0A087WVM2         A0A087WVM2   \n",
       "26                                           A0A087WVQ6         A0A087WVQ6   \n",
       "27                                           A0A087WW40         A0A087WW40   \n",
       "28                                           A0A087WW66         A0A087WW66   \n",
       "29                                           A0A087WWL5             Q86XI8   \n",
       "...                                                 ...                ...   \n",
       "2293                                           Q9Y5P6-2             Q9Y5P6   \n",
       "2294                                             Q9Y5S2             Q9Y5S2   \n",
       "2295                                             Q9Y5X1             Q9Y5X1   \n",
       "2296                                             Q9Y5X3             Q9Y5X3   \n",
       "2297                                             Q9Y5Z0             Q9Y5Z0   \n",
       "2298                                             Q9Y5Z4             Q9Y5Z4   \n",
       "2299                                             Q9Y617             Q9Y617   \n",
       "2300                                             Q9Y624             Q9Y624   \n",
       "2301                                             Q9Y646             Q9Y646   \n",
       "2302                                             Q9Y678             Q9Y678   \n",
       "2303                                             Q9Y696             Q9Y696   \n",
       "2304                                             Q9Y6E0             Q9Y6E0   \n",
       "2305                                             Q9Y6G9             Q9Y6G9   \n",
       "2306                                             Q9Y6N5             Q9Y6N5   \n",
       "2307                                           Q9Y6N9-5             Q9Y6N9   \n",
       "2308                                             Q9Y6Q1             Q9Y6Q1   \n",
       "2309                                           Q9Y6Q5-2             Q9Y6Q5   \n",
       "2310                                           Q9Y6R1-2             Q9Y6R1   \n",
       "2311                                             Q9Y6U3             Q9Y6U3   \n",
       "2312                                             Q9Y6W3             Q9Y6W3   \n",
       "2313                                             Q9Y6W5             Q9Y6W5   \n",
       "2314                                             S4R347             S4R347   \n",
       "2315                                             U3KQ56             U3KQ56   \n",
       "2316                                             U3KQB3             U3KQB3   \n",
       "2317                                             U3KQK0             U3KQK0   \n",
       "2318                                             V9GYM3             V9GYM3   \n",
       "2319                                             X6R8A1             X6R8A1   \n",
       "2320                                             X6R8F3             X6R8F3   \n",
       "2321                                             X6R8W7             X6R8W7   \n",
       "2322                                             X6RBG4             X6RBG4   \n",
       "\n",
       "            Entry name      Status  \\\n",
       "0     A0A024R0K5_HUMAN  unreviewed   \n",
       "1     A0A024R4E5_HUMAN  unreviewed   \n",
       "2     A0A024R571_HUMAN  unreviewed   \n",
       "3     A0A024R6I7_HUMAN  unreviewed   \n",
       "4     A0A044PY82_HUMAN  unreviewed   \n",
       "5     A0A075B6H7_HUMAN  unreviewed   \n",
       "6          LV469_HUMAN    reviewed   \n",
       "7          LV861_HUMAN    reviewed   \n",
       "8          LV316_HUMAN    reviewed   \n",
       "9     A0A075B6R9_HUMAN  unreviewed   \n",
       "10         KVD29_HUMAN    reviewed   \n",
       "11         KV127_HUMAN    reviewed   \n",
       "12    A0A075B6Z2_HUMAN  unreviewed   \n",
       "13    A0A075B708_HUMAN  unreviewed   \n",
       "14    A0A075B7B8_HUMAN  unreviewed   \n",
       "15    A0A075B7D8_HUMAN  unreviewed   \n",
       "16         HV432_HUMAN    reviewed   \n",
       "17    A0A087WT12_HUMAN  unreviewed   \n",
       "18    A0A087WT59_HUMAN  unreviewed   \n",
       "19    A0A087WT65_HUMAN  unreviewed   \n",
       "20    A0A087WTP3_HUMAN  unreviewed   \n",
       "21    A0A087WUT6_HUMAN  unreviewed   \n",
       "22    A0A087WUW9_HUMAN  unreviewed   \n",
       "23    A0A087WUZ3_HUMAN  unreviewed   \n",
       "24    A0A087WVC6_HUMAN  unreviewed   \n",
       "25    A0A087WVM2_HUMAN  unreviewed   \n",
       "26    A0A087WVQ6_HUMAN  unreviewed   \n",
       "27    A0A087WW40_HUMAN  unreviewed   \n",
       "28    A0A087WW66_HUMAN  unreviewed   \n",
       "29         ZSWM9_HUMAN    reviewed   \n",
       "...                ...         ...   \n",
       "2293       GMPPB_HUMAN    reviewed   \n",
       "2294       MRCKB_HUMAN    reviewed   \n",
       "2295        SNX9_HUMAN    reviewed   \n",
       "2296        SNX5_HUMAN    reviewed   \n",
       "2297       BACE2_HUMAN    reviewed   \n",
       "2298       HEBP2_HUMAN    reviewed   \n",
       "2299        SERC_HUMAN    reviewed   \n",
       "2300        JAM1_HUMAN    reviewed   \n",
       "2301        CBPQ_HUMAN    reviewed   \n",
       "2302       COPG1_HUMAN    reviewed   \n",
       "2303       CLIC4_HUMAN    reviewed   \n",
       "2304       STK24_HUMAN    reviewed   \n",
       "2305       DC1L1_HUMAN    reviewed   \n",
       "2306        SQOR_HUMAN    reviewed   \n",
       "2307       USH1C_HUMAN    reviewed   \n",
       "2308        CAN6_HUMAN    reviewed   \n",
       "2309       AP1M2_HUMAN    reviewed   \n",
       "2310        S4A4_HUMAN    reviewed   \n",
       "2311        ADSV_HUMAN    reviewed   \n",
       "2312        CAN7_HUMAN    reviewed   \n",
       "2313       WASF2_HUMAN    reviewed   \n",
       "2314      S4R347_HUMAN  unreviewed   \n",
       "2315      U3KQ56_HUMAN  unreviewed   \n",
       "2316      U3KQB3_HUMAN  unreviewed   \n",
       "2317      U3KQK0_HUMAN  unreviewed   \n",
       "2318      V9GYM3_HUMAN  unreviewed   \n",
       "2319      X6R8A1_HUMAN  unreviewed   \n",
       "2320      X6R8F3_HUMAN  unreviewed   \n",
       "2321      X6R8W7_HUMAN  unreviewed   \n",
       "2322      X6RBG4_HUMAN  unreviewed   \n",
       "\n",
       "                                          Protein names  \\\n",
       "0     Carcinoembryonic antigen-related cell adhesion...   \n",
       "1     High density lipoprotein binding protein (Vigi...   \n",
       "2     EH domain-containing protein 1 (EH-domain cont...   \n",
       "3     Alpha-1-antitrypsin (Serpin peptidase inhibito...   \n",
       "4                         Uncharacterized protein MISP3   \n",
       "5     Immunoglobulin kappa variable 3-7 (non-functio...   \n",
       "6                   Immunoglobulin lambda variable 4-69   \n",
       "7                   Immunoglobulin lambda variable 8-61   \n",
       "8                   Immunoglobulin lambda variable 3-16   \n",
       "9     Immunoglobulin kappa variable 2D-24 (non-funct...   \n",
       "10                  Immunoglobulin kappa variable 2D-29   \n",
       "11                   Immunoglobulin kappa variable 1-27   \n",
       "12          T cell receptor alpha joining 56 (Fragment)   \n",
       "13    T cell receptor alpha joining 61 (non-function...   \n",
       "14    Immunoglobulin heavy variable 3/OR16-12 (non-f...   \n",
       "15    Immunoglobulin heavy variable 3/OR15-7 (pseudo...   \n",
       "16                 Immunoglobulin heavy variable 4-30-2   \n",
       "17                               Glutathione peroxidase   \n",
       "18                                        Transthyretin   \n",
       "19                   Transmembrane channel-like protein   \n",
       "20               Far upstream element-binding protein 2   \n",
       "21          Eukaryotic translation initiation factor 5B   \n",
       "22              ADP-ribosylation factor-like protein 15   \n",
       "23                                  Spectrin beta chain   \n",
       "24       Receptor-type tyrosine-protein phosphatase eta   \n",
       "25                                        CD177 antigen   \n",
       "26                                 Clathrin heavy chain   \n",
       "27                                        Endophilin-B1   \n",
       "28       26S proteasome non-ATPase regulatory subunit 1   \n",
       "29                       Uncharacterized protein ZSWIM9   \n",
       "...                                                 ...   \n",
       "2293  Mannose-1-phosphate guanyltransferase beta (EC...   \n",
       "2294  Serine/threonine-protein kinase MRCK beta (EC ...   \n",
       "2295  Sorting nexin-9 (SH3 and PX domain-containing ...   \n",
       "2296                                    Sorting nexin-5   \n",
       "2297  Beta-secretase 2 (EC 3.4.23.45) (Aspartic-like...   \n",
       "2298  Heme-binding protein 2 (Placental protein 23) ...   \n",
       "2299  Phosphoserine aminotransferase (EC 2.6.1.52) (...   \n",
       "2300  Junctional adhesion molecule A (JAM-A) (Juncti...   \n",
       "2301  Carboxypeptidase Q (EC 3.4.17.-) (Lysosomal di...   \n",
       "2302  Coatomer subunit gamma-1 (Gamma-1-coat protein...   \n",
       "2303  Chloride intracellular channel protein 4 (Intr...   \n",
       "2304  Serine/threonine-protein kinase 24 (EC 2.7.11....   \n",
       "2305  Cytoplasmic dynein 1 light intermediate chain ...   \n",
       "2306  Sulfide:quinone oxidoreductase, mitochondrial ...   \n",
       "2307  Harmonin (Antigen NY-CO-38/NY-CO-37) (Autoimmu...   \n",
       "2308  Calpain-6 (Calpain-like protease X-linked) (Ca...   \n",
       "2309  AP-1 complex subunit mu-2 (AP-mu chain family ...   \n",
       "2310  Electrogenic sodium bicarbonate cotransporter ...   \n",
       "2311                              Adseverin (Scinderin)   \n",
       "2312     Calpain-7 (EC 3.4.22.-) (PalB homolog) (PalBH)   \n",
       "2313  Wiskott-Aldrich syndrome protein family member...   \n",
       "2314                      Formin-binding protein 1-like   \n",
       "2315     Glyoxylate reductase/hydroxypyruvate reductase   \n",
       "2316                    Casein kinase I isoform gamma-1   \n",
       "2317                                        Histone H2B   \n",
       "2318                                Apolipoprotein A-II   \n",
       "2319                     Carboxypeptidase (EC 3.4.16.-)   \n",
       "2320         Neutrophil gelatinase-associated lipocalin   \n",
       "2321                   Rap1 GTPase-activating protein 1   \n",
       "2322                                         Uromodulin   \n",
       "\n",
       "                                       Gene names  Length  \\\n",
       "0                             CEACAM5 hCG_1642477   702.0   \n",
       "1                                 HDLBP hCG_33048  1268.0   \n",
       "2                                  EHD1 hCG_23386   548.0   \n",
       "3                            SERPINA1 hCG_2029168   418.0   \n",
       "4                                           MISP3   361.0   \n",
       "5                                         IGKV3-7   116.0   \n",
       "6                                        IGLV4-69   119.0   \n",
       "7                                        IGLV8-61   122.0   \n",
       "8                                        IGLV3-16   115.0   \n",
       "9                                       IGKV2D-24   120.0   \n",
       "10                                      IGKV2D-29   120.0   \n",
       "11                                       IGKV1-27   117.0   \n",
       "12                                         TRAJ56    21.0   \n",
       "13                                         TRAJ61    20.0   \n",
       "14                                   IGHV3OR16-12   117.0   \n",
       "15                                    IGHV3OR15-7   119.0   \n",
       "16                                     IGHV4-30-2   118.0   \n",
       "17                                           GPX4   233.0   \n",
       "18                                            TTR   185.0   \n",
       "19                                           TMC4   712.0   \n",
       "20                                          KHSRP   711.0   \n",
       "21                                          EIF5B  1220.0   \n",
       "22                                          ARL15   204.0   \n",
       "23                                         SPTBN1  2366.0   \n",
       "24                                          PTPRJ  1342.0   \n",
       "25                                          CD177   437.0   \n",
       "26                               CLTC hCG_1818599  1679.0   \n",
       "27                                        SH3GLB1   394.0   \n",
       "28                                          PSMD1   953.0   \n",
       "29                                ZSWIM9 C19orf68   627.0   \n",
       "...                                           ...     ...   \n",
       "2293                                        GMPPB   360.0   \n",
       "2294                            CDC42BPB KIAA1124  1711.0   \n",
       "2295                         SNX9 SH3PX1 SH3PXD3A   595.0   \n",
       "2296                                         SNX5   404.0   \n",
       "2297  BACE2 AEPLC ALP56 ASP21 CDA13 UNQ418/PRO852   518.0   \n",
       "2298                           HEBP2 C6orf34 SOUL   205.0   \n",
       "2299                                    PSAT1 PSA   370.0   \n",
       "2300                 F11R JAM1 JCAM UNQ264/PRO301   299.0   \n",
       "2301                                CPQ LCH1 PGCP   472.0   \n",
       "2302                                   COPG1 COPG   874.0   \n",
       "2303                                        CLIC4   253.0   \n",
       "2304                              STK24 MST3 STK3   443.0   \n",
       "2305                              DYNC1LI1 DNCLI1   523.0   \n",
       "2306                            SQOR SQRDL CGI-44   450.0   \n",
       "2307                                  USH1C AIE75   552.0   \n",
       "2308                            CAPN6 CALPM CANPX   641.0   \n",
       "2309                                        AP1M2   423.0   \n",
       "2310                        SLC4A4 NBC NBC1 NBCE1  1079.0   \n",
       "2311                                SCIN KIAA1905   715.0   \n",
       "2312                                  CAPN7 PALBH   813.0   \n",
       "2313                                  WASF2 WAVE2   498.0   \n",
       "2314                                       FNBP1L   609.0   \n",
       "2315                                        GRHPR   358.0   \n",
       "2316                                      CSNK1G1   475.0   \n",
       "2317                        HIST1H2BN hCG_1743059   166.0   \n",
       "2318                                        APOA2   133.0   \n",
       "2319                                         CTSA   498.0   \n",
       "2320                                         LCN2   200.0   \n",
       "2321                                      RAP1GAP   748.0   \n",
       "2322                                         UMOD   689.0   \n",
       "\n",
       "                                     Gene ontology (GO)  \\\n",
       "0                          plasma membrane [GO:0005886]   \n",
       "1        cytosol [GO:0005829]; RNA binding [GO:0003723]   \n",
       "2     early endosome [GO:0005769]; endocytic vesicle...   \n",
       "3                      extracellular space [GO:0005615]   \n",
       "4                                                   NaN   \n",
       "5     extracellular space [GO:0005615]; immune respo...   \n",
       "6     extracellular space [GO:0005615]; plasma membr...   \n",
       "7     extracellular space [GO:0005615]; plasma membr...   \n",
       "8     extracellular space [GO:0005615]; plasma membr...   \n",
       "9     extracellular space [GO:0005615]; immune respo...   \n",
       "10    extracellular space [GO:0005615]; plasma membr...   \n",
       "11    extracellular space [GO:0005615]; plasma membr...   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14    blood microparticle [GO:0072562]; external sid...   \n",
       "15    blood microparticle [GO:0072562]; external sid...   \n",
       "16    blood microparticle [GO:0072562]; external sid...   \n",
       "17    mitochondrion [GO:0005739]; nucleoplasm [GO:00...   \n",
       "18    extracellular region [GO:0005576]; thyroid hor...   \n",
       "19          integral component of membrane [GO:0016021]   \n",
       "20    nucleoplasm [GO:0005654]; RNA binding [GO:0003...   \n",
       "21    GTP binding [GO:0005525]; GTPase activity [GO:...   \n",
       "22    intracellular [GO:0005622]; GTP binding [GO:00...   \n",
       "23    spectrin [GO:0008091]; actin binding [GO:00037...   \n",
       "24    integral component of membrane [GO:0016021]; p...   \n",
       "25                                                  NaN   \n",
       "26    clathrin coat of coated pit [GO:0030132]; clat...   \n",
       "27    cytosol [GO:0005829]; membrane [GO:0016020]; m...   \n",
       "28    proteasome complex [GO:0000502]; enzyme regula...   \n",
       "29    nucleus [GO:0005634]; multicellular organism d...   \n",
       "...                                                 ...   \n",
       "2293  cytoplasm [GO:0005737]; extracellular exosome ...   \n",
       "2294  actomyosin [GO:0042641]; cell leading edge [GO...   \n",
       "2295  clathrin-coated vesicle [GO:0030136]; cytoplas...   \n",
       "2296  cytoplasmic vesicle membrane [GO:0030659]; cyt...   \n",
       "2297  cell surface [GO:0009986]; endoplasmic reticul...   \n",
       "2298  azurophil granule lumen [GO:0035578]; cytoplas...   \n",
       "2299  cytoplasm [GO:0005737]; cytosol [GO:0005829]; ...   \n",
       "2300  bicellular tight junction [GO:0005923]; cell j...   \n",
       "2301  cytoplasm [GO:0005737]; endoplasmic reticulum ...   \n",
       "2302  COPI vesicle coat [GO:0030126]; cytosol [GO:00...   \n",
       "2303  actin cytoskeleton [GO:0015629]; apical part o...   \n",
       "2304  cytoplasm [GO:0005737]; cytosol [GO:0005829]; ...   \n",
       "2305  centrosome [GO:0005813]; condensed chromosome ...   \n",
       "2306  mitochondrial inner membrane [GO:0005743]; qui...   \n",
       "2307  apical part of cell [GO:0045177]; brush border...   \n",
       "2308  cytosol [GO:0005829]; perinuclear region of cy...   \n",
       "2309  clathrin adaptor complex [GO:0030131]; clathri...   \n",
       "2310  basolateral plasma membrane [GO:0016323]; extr...   \n",
       "2311  brush border [GO:0005903]; cell cortex [GO:000...   \n",
       "2312  cytoplasm [GO:0005737]; extracellular exosome ...   \n",
       "2313  actin cytoskeleton [GO:0015629]; cell-cell jun...   \n",
       "2314     cytosol [GO:0005829]; endocytosis [GO:0006897]   \n",
       "2315  NAD binding [GO:0051287]; oxidoreductase activ...   \n",
       "2316  ATP binding [GO:0005524]; protein serine/threo...   \n",
       "2317  cytosol [GO:0005829]; nucleoplasm [GO:0005654]...   \n",
       "2318  extracellular region [GO:0005576]; lipid bindi...   \n",
       "2319  intracellular membrane-bounded organelle [GO:0...   \n",
       "2320                small molecule binding [GO:0036094]   \n",
       "2321  axon [GO:0030424]; cytosol [GO:0005829]; dendr...   \n",
       "2322  extracellular region [GO:0005576]; calcium ion...   \n",
       "\n",
       "                     Gene ontology (biological process)  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2     cellular response to nerve growth factor stimu...   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5     immune response [GO:0006955]; immunoglobulin p...   \n",
       "6     adaptive immune response [GO:0002250]; immune ...   \n",
       "7     adaptive immune response [GO:0002250]; immune ...   \n",
       "8     adaptive immune response [GO:0002250]; immune ...   \n",
       "9     immune response [GO:0006955]; immunoglobulin p...   \n",
       "10    adaptive immune response [GO:0002250]; immune ...   \n",
       "11    adaptive immune response [GO:0002250]; immune ...   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14    B cell receptor signaling pathway [GO:0050853]...   \n",
       "15    B cell receptor signaling pathway [GO:0050853]...   \n",
       "16    B cell receptor signaling pathway [GO:0050853]...   \n",
       "17            response to oxidative stress [GO:0006979]   \n",
       "18    retinol metabolic process [GO:0042572]; thyroi...   \n",
       "19                                                  NaN   \n",
       "20    regulation of transcription, DNA-templated [GO...   \n",
       "21                                                  NaN   \n",
       "22    small GTPase mediated signal transduction [GO:...   \n",
       "23                  actin filament capping [GO:0051693]   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26    clathrin coat assembly [GO:0048268]; intracell...   \n",
       "27    'de novo' posttranslational protein folding [G...   \n",
       "28    regulation of protein catabolic process [GO:00...   \n",
       "29    multicellular organism development [GO:0007275...   \n",
       "...                                                 ...   \n",
       "2293      GDP-mannose biosynthetic process [GO:0009298]   \n",
       "2294  actin cytoskeleton reorganization [GO:0031532]...   \n",
       "2295  cleavage furrow formation [GO:0036089]; endocy...   \n",
       "2296  intracellular protein transport [GO:0006886]; ...   \n",
       "2297  amyloid-beta metabolic process [GO:0050435]; m...   \n",
       "2298  negative regulation of mitochondrial membrane ...   \n",
       "2299  L-serine biosynthetic process [GO:0006564]; py...   \n",
       "2300  actomyosin structure organization [GO:0031032]...   \n",
       "2301  peptide catabolic process [GO:0043171]; proteo...   \n",
       "2302  ER to Golgi vesicle-mediated transport [GO:000...   \n",
       "2303  angiogenesis [GO:0001525]; branching morphogen...   \n",
       "2304  cellular response to starvation [GO:0009267]; ...   \n",
       "2305  antigen processing and presentation of exogeno...   \n",
       "2306  hydrogen sulfide metabolic process [GO:0070813...   \n",
       "2307  actin filament bundle assembly [GO:0051017]; b...   \n",
       "2308  microtubule bundle formation [GO:0001578]; pro...   \n",
       "2309  antigen processing and presentation of exogeno...   \n",
       "2310  bicarbonate transport [GO:0015701]; regulation...   \n",
       "2311  actin filament capping [GO:0051693]; actin fil...   \n",
       "2312  positive regulation of epithelial cell migrati...   \n",
       "2313  actin cytoskeleton organization [GO:0030036]; ...   \n",
       "2314                           endocytosis [GO:0006897]   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318  lipid transport [GO:0006869]; lipoprotein meta...   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321  cellular response to glial cell derived neurot...   \n",
       "2322                                                NaN   \n",
       "\n",
       "                     Gene ontology (molecular function)  \\\n",
       "0                                                   NaN   \n",
       "1                              RNA binding [GO:0003723]   \n",
       "2     calcium ion binding [GO:0005509]; GTP binding ...   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                          antigen binding [GO:0003823]   \n",
       "7                          antigen binding [GO:0003823]   \n",
       "8                          antigen binding [GO:0003823]   \n",
       "9                                                   NaN   \n",
       "10                         antigen binding [GO:0003823]   \n",
       "11                         antigen binding [GO:0003823]   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14    antigen binding [GO:0003823]; immunoglobulin r...   \n",
       "15    antigen binding [GO:0003823]; immunoglobulin r...   \n",
       "16    antigen binding [GO:0003823]; immunoglobulin r...   \n",
       "17         glutathione peroxidase activity [GO:0004602]   \n",
       "18                 thyroid hormone binding [GO:0070324]   \n",
       "19                                                  NaN   \n",
       "20                             RNA binding [GO:0003723]   \n",
       "21    GTPase activity [GO:0003924]; GTP binding [GO:...   \n",
       "22                             GTP binding [GO:0005525]   \n",
       "23    actin binding [GO:0003779]; phospholipid bindi...   \n",
       "24    protein tyrosine phosphatase activity [GO:0004...   \n",
       "25                                                  NaN   \n",
       "26    clathrin light chain binding [GO:0032051]; str...   \n",
       "27    fatty acid binding [GO:0005504]; lysophosphati...   \n",
       "28               enzyme regulator activity [GO:0030234]   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2293  GTP binding [GO:0005525]; mannose-1-phosphate ...   \n",
       "2294  ATP binding [GO:0005524]; magnesium ion bindin...   \n",
       "2295  1-phosphatidylinositol binding [GO:0005545]; A...   \n",
       "2296  cadherin binding [GO:0045296]; dynactin bindin...   \n",
       "2297  amyloid-beta binding [GO:0001540]; aspartic-ty...   \n",
       "2298                                                NaN   \n",
       "2299  O-phospho-L-serine:2-oxoglutarate aminotransfe...   \n",
       "2300  cadherin binding [GO:0045296]; PDZ domain bind...   \n",
       "2301  carboxypeptidase activity [GO:0004180]; metal ...   \n",
       "2302          structural molecule activity [GO:0005198]   \n",
       "2303  chloride channel activity [GO:0005254]; voltag...   \n",
       "2304  ATP binding [GO:0005524]; cadherin binding [GO...   \n",
       "2305  ATP binding [GO:0005524]; dynein heavy chain b...   \n",
       "2306  quinone binding [GO:0048038]; sulfide:quinone ...   \n",
       "2307  actin filament binding [GO:0051015]; spectrin ...   \n",
       "2308  calcium-dependent cysteine-type endopeptidase ...   \n",
       "2309                                                NaN   \n",
       "2310  identical protein binding [GO:0042802]; inorga...   \n",
       "2311  1-phosphatidylinositol binding [GO:0005545]; a...   \n",
       "2312  calcium-dependent cysteine-type endopeptidase ...   \n",
       "2313  actin binding [GO:0003779]; cadherin binding [...   \n",
       "2314                                                NaN   \n",
       "2315  NAD binding [GO:0051287]; oxidoreductase activ...   \n",
       "2316  ATP binding [GO:0005524]; protein serine/threo...   \n",
       "2317  DNA binding [GO:0003677]; protein heterodimeri...   \n",
       "2318                         lipid binding [GO:0008289]   \n",
       "2319  serine-type carboxypeptidase activity [GO:0004...   \n",
       "2320                small molecule binding [GO:0036094]   \n",
       "2321             GTPase activator activity [GO:0005096]   \n",
       "2322                   calcium ion binding [GO:0005509]   \n",
       "\n",
       "                 ...              \\\n",
       "0                ...               \n",
       "1                ...               \n",
       "2                ...               \n",
       "3                ...               \n",
       "4                ...               \n",
       "5                ...               \n",
       "6                ...               \n",
       "7                ...               \n",
       "8                ...               \n",
       "9                ...               \n",
       "10               ...               \n",
       "11               ...               \n",
       "12               ...               \n",
       "13               ...               \n",
       "14               ...               \n",
       "15               ...               \n",
       "16               ...               \n",
       "17               ...               \n",
       "18               ...               \n",
       "19               ...               \n",
       "20               ...               \n",
       "21               ...               \n",
       "22               ...               \n",
       "23               ...               \n",
       "24               ...               \n",
       "25               ...               \n",
       "26               ...               \n",
       "27               ...               \n",
       "28               ...               \n",
       "29               ...               \n",
       "...              ...               \n",
       "2293             ...               \n",
       "2294             ...               \n",
       "2295             ...               \n",
       "2296             ...               \n",
       "2297             ...               \n",
       "2298             ...               \n",
       "2299             ...               \n",
       "2300             ...               \n",
       "2301             ...               \n",
       "2302             ...               \n",
       "2303             ...               \n",
       "2304             ...               \n",
       "2305             ...               \n",
       "2306             ...               \n",
       "2307             ...               \n",
       "2308             ...               \n",
       "2309             ...               \n",
       "2310             ...               \n",
       "2311             ...               \n",
       "2312             ...               \n",
       "2313             ...               \n",
       "2314             ...               \n",
       "2315             ...               \n",
       "2316             ...               \n",
       "2317             ...               \n",
       "2318             ...               \n",
       "2319             ...               \n",
       "2320             ...               \n",
       "2321             ...               \n",
       "2322             ...               \n",
       "\n",
       "                                      Gene ontology IDs  EC number  \\\n",
       "0                                            GO:0005886        NaN   \n",
       "1                                GO:0003723; GO:0005829        NaN   \n",
       "2     GO:0005509; GO:0005525; GO:0005769; GO:0005811...        NaN   \n",
       "3                                            GO:0005615        NaN   \n",
       "4                                                   NaN        NaN   \n",
       "5                    GO:0002377; GO:0005615; GO:0006955        NaN   \n",
       "6     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "7     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "8     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "9                    GO:0002377; GO:0005615; GO:0006955        NaN   \n",
       "10    GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "11    GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "12                                                  NaN        NaN   \n",
       "13                                                  NaN        NaN   \n",
       "14    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "15    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "16    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "17       GO:0004602; GO:0005654; GO:0005739; GO:0006979        NaN   \n",
       "18       GO:0005576; GO:0042572; GO:0070324; GO:0070327        NaN   \n",
       "19                                           GO:0016021        NaN   \n",
       "20                   GO:0003723; GO:0005654; GO:0006355        NaN   \n",
       "21                               GO:0003924; GO:0005525        NaN   \n",
       "22                   GO:0005525; GO:0005622; GO:0007264        NaN   \n",
       "23    GO:0003779; GO:0005200; GO:0005543; GO:0008091...        NaN   \n",
       "24                               GO:0004725; GO:0016021        NaN   \n",
       "25                                                  NaN        NaN   \n",
       "26    GO:0005198; GO:0005764; GO:0005768; GO:0006886...        NaN   \n",
       "27    GO:0005504; GO:0005739; GO:0005829; GO:0006654...        NaN   \n",
       "28                   GO:0000502; GO:0030234; GO:0042176        NaN   \n",
       "29                   GO:0005634; GO:0006511; GO:0007275        NaN   \n",
       "...                                                 ...        ...   \n",
       "2293  GO:0004475; GO:0005525; GO:0005737; GO:0005739...   2.7.7.13   \n",
       "2294  GO:0000287; GO:0004672; GO:0004674; GO:0005524...   2.7.11.1   \n",
       "2295  GO:0000281; GO:0001726; GO:0005545; GO:0005737...        NaN   \n",
       "2296  GO:0001726; GO:0001891; GO:0005829; GO:0006886...        NaN   \n",
       "2297  GO:0001540; GO:0004190; GO:0005768; GO:0005783...  3.4.23.45   \n",
       "2298  GO:0005576; GO:0005737; GO:0005739; GO:0010917...        NaN   \n",
       "2299  GO:0004648; GO:0005737; GO:0005829; GO:0006564...   2.6.1.52   \n",
       "2300  GO:0001618; GO:0001817; GO:0005886; GO:0005911...        NaN   \n",
       "2301  GO:0004180; GO:0005615; GO:0005737; GO:0005764...   3.4.17.-   \n",
       "2302  GO:0000139; GO:0005198; GO:0005789; GO:0005794...        NaN   \n",
       "2303  GO:0001525; GO:0001886; GO:0005244; GO:0005254...        NaN   \n",
       "2304  GO:0004672; GO:0004674; GO:0005524; GO:0005634...   2.7.11.1   \n",
       "2305  GO:0000226; GO:0000776; GO:0000777; GO:0000922...        NaN   \n",
       "2306  GO:0005743; GO:0048038; GO:0070221; GO:0070224...    1.8.5.-   \n",
       "2307  GO:0000086; GO:0001750; GO:0001917; GO:0005737...        NaN   \n",
       "2308  GO:0001578; GO:0004198; GO:0005829; GO:0005876...        NaN   \n",
       "2309  GO:0000139; GO:0005765; GO:0005829; GO:0006605...        NaN   \n",
       "2310  GO:0005452; GO:0005886; GO:0005887; GO:0006810...        NaN   \n",
       "2311  GO:0001786; GO:0002102; GO:0003779; GO:0005509...        NaN   \n",
       "2312  GO:0004175; GO:0004198; GO:0005634; GO:0005737...   3.4.22.-   \n",
       "2313  GO:0001525; GO:0001667; GO:0001726; GO:0003779...        NaN   \n",
       "2314                             GO:0005829; GO:0006897        NaN   \n",
       "2315                             GO:0016616; GO:0051287        NaN   \n",
       "2316                             GO:0004674; GO:0005524        NaN   \n",
       "2317  GO:0000786; GO:0003677; GO:0005654; GO:0005829...        NaN   \n",
       "2318     GO:0005576; GO:0006869; GO:0008289; GO:0042157        NaN   \n",
       "2319     GO:0004185; GO:0005654; GO:0005765; GO:0043231   3.4.16.-   \n",
       "2320                                         GO:0036094        NaN   \n",
       "2321  GO:0005096; GO:0005769; GO:0005829; GO:0016020...        NaN   \n",
       "2322                             GO:0005509; GO:0005576        NaN   \n",
       "\n",
       "                                          Function [CC]  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6     FUNCTION: V region of the variable domain of i...   \n",
       "7     FUNCTION: V region of the variable domain of i...   \n",
       "8     FUNCTION: V region of the variable domain of i...   \n",
       "9                                                   NaN   \n",
       "10    FUNCTION: V region of the variable domain of i...   \n",
       "11    FUNCTION: V region of the variable domain of i...   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16    FUNCTION: V region of the variable domain of i...   \n",
       "17                                                  NaN   \n",
       "18    FUNCTION: Thyroid hormone-binding protein. Pro...   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26    FUNCTION: Clathrin is the major protein of the...   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2293  FUNCTION: Catalyzes the formation of GDP-manno...   \n",
       "2294  FUNCTION: Serine/threonine-protein kinase whic...   \n",
       "2295  FUNCTION: Involved in endocytosis and intracel...   \n",
       "2296  FUNCTION: Involved in several stages of intrac...   \n",
       "2297  FUNCTION: Responsible for the proteolytic proc...   \n",
       "2298  FUNCTION: Can promote mitochondrial permeabili...   \n",
       "2299  FUNCTION: Catalyzes the reversible conversion ...   \n",
       "2300  FUNCTION: Seems to play a role in epithelial t...   \n",
       "2301  FUNCTION: Carboxypeptidase that may play an im...   \n",
       "2302  FUNCTION: The coatomer is a cytosolic protein ...   \n",
       "2303  FUNCTION: Can insert into membranes and form p...   \n",
       "2304  FUNCTION: Serine/threonine-protein kinase that...   \n",
       "2305  FUNCTION: Acts as one of several non-catalytic...   \n",
       "2306  FUNCTION: Catalyzes the oxidation of hydrogen ...   \n",
       "2307  FUNCTION: Anchoring/scaffolding protein that i...   \n",
       "2308  FUNCTION: Microtubule-stabilizing protein that...   \n",
       "2309  FUNCTION: Subunit of clathrin-associated adapt...   \n",
       "2310  FUNCTION: Electrogenic sodium/bicarbonate cotr...   \n",
       "2311  FUNCTION: Ca(2+)-dependent actin filament-seve...   \n",
       "2312  FUNCTION: Calcium-regulated non-lysosomal thio...   \n",
       "2313  FUNCTION: Downstream effector molecule involve...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "      Cross-reference (eggNOG) Cross-reference (KO) Cross-reference (OrthoDB)  \\\n",
       "0     ENOG410IFE1;ENOG410YR1P;              K06499;              EOG091G0AMM;   \n",
       "1         KOG2208;ENOG410XQFV;                  NaN              EOG091G00NZ;   \n",
       "2         KOG1954;ENOG410XYGB;                  NaN              EOG091G04KA;   \n",
       "3             KOG2392;COG4826;                  NaN              EOG091G0ION;   \n",
       "4     ENOG410IHG4;ENOG4111C5I;                  NaN              EOG091G0IC6;   \n",
       "5     ENOG410JET2;ENOG410YSH4;                  NaN                       NaN   \n",
       "6                          NaN                  NaN                       NaN   \n",
       "7                          NaN                  NaN                       NaN   \n",
       "8                          NaN                  NaN                       NaN   \n",
       "9                          NaN                  NaN                       NaN   \n",
       "10                         NaN                  NaN                       NaN   \n",
       "11                         NaN                  NaN                       NaN   \n",
       "12                         NaN                  NaN                       NaN   \n",
       "13                         NaN                  NaN                       NaN   \n",
       "14                         NaN                  NaN                       NaN   \n",
       "15                         NaN                  NaN                       NaN   \n",
       "16                         NaN                  NaN                       NaN   \n",
       "17            KOG1651;COG0386;                  NaN                       NaN   \n",
       "18                         NaN                  NaN              EOG091G0VSV;   \n",
       "19    ENOG410IIGT;ENOG410Y7QP;              K21988;              EOG091G04K4;   \n",
       "20        KOG1676;ENOG410XZYE;                  NaN              EOG091G073X;   \n",
       "21            KOG1144;COG0532;                  NaN              EOG091G114V;   \n",
       "22        KOG0071;ENOG410XP1U;                  NaN              EOG091G0QP7;   \n",
       "23            KOG0035;COG5069;                  NaN              EOG091G003V;   \n",
       "24            KOG0791;COG5599;                  NaN              EOG091G00JF;   \n",
       "25    ENOG410J207;ENOG4111D7X;              K06552;              EOG091G07C1;   \n",
       "26        KOG0985;ENOG410XPH1;                  NaN              EOG091G009O;   \n",
       "27        KOG3725;ENOG410XPA6;                  NaN              EOG091G09WR;   \n",
       "28            KOG2062;COG5116;                  NaN              EOG091G01IW;   \n",
       "29    ENOG410IENB;ENOG410ZJVT;                  NaN              EOG091G04MI;   \n",
       "...                        ...                  ...                       ...   \n",
       "2293                       NaN              K00966;                       NaN   \n",
       "2294      ENOG410IT51;COG0515;              K16307;              EOG091G09EX;   \n",
       "2295      KOG2528;ENOG410XPHZ;              K17923;              EOG091G03D8;   \n",
       "2296      KOG1660;ENOG410XPZY;              K17920;              EOG091G08NT;   \n",
       "2297      KOG1339;ENOG410XNV7;              K07747;              EOG091G0CNK;   \n",
       "2298  ENOG410IZTQ;ENOG410ZWW6;                  NaN              EOG091G0ZIG;   \n",
       "2299          KOG2790;COG1932;              K00831;              EOG091G0964;   \n",
       "2300  ENOG410IWUE;ENOG410YHHV;              K06089;              EOG091G05PI;   \n",
       "2301          KOG2195;COG2234;              K01302;              EOG091G08CB;   \n",
       "2302          KOG1078;COG5240;              K17267;              EOG091G0HWQ;   \n",
       "2303      KOG1422;ENOG410ZRK6;              K05024;              EOG091G0IHT;   \n",
       "2304      KOG0201;ENOG410XP9G;              K08838;              EOG091G0F24;   \n",
       "2305      KOG3905;ENOG410XQS4;              K10416;              EOG091G0B3J;   \n",
       "2306          KOG3851;COG0446;              K17218;              EOG091G08RU;   \n",
       "2307      KOG3528;ENOG4110362;              K21877;              EOG091G073L;   \n",
       "2308      KOG0045;ENOG410XP0B;              K08575;              EOG091G030A;   \n",
       "2309      KOG0937;ENOG410XPFS;              K12393;              EOG091G06XI;   \n",
       "2310      KOG1172;ENOG410XPHD;              K13575;                       NaN   \n",
       "2311      KOG0443;ENOG410XR0A;              K05768;              EOG091G05SC;   \n",
       "2312      KOG0045;ENOG410XP0B;              K08576;              EOG091G023Z;   \n",
       "2313      KOG1830;ENOG410Y6V4;              K05748;              EOG091G08O1;   \n",
       "2314  ENOG410INNW;ENOG410XS31;                  NaN              EOG091G038P;   \n",
       "2315          KOG0069;COG1052;                  NaN              EOG091G0VB7;   \n",
       "2316                       NaN                  NaN              EOG091G0F3Z;   \n",
       "2317      KOG1744;ENOG4111NV5;                  NaN              EOG091G0XGD;   \n",
       "2318  ENOG410KCI2;ENOG4110NY0;                  NaN              EOG091G0Z27;   \n",
       "2319          KOG1282;COG2939;                  NaN              EOG091G06AA;   \n",
       "2320  ENOG410JAXJ;ENOG4111A75;                  NaN              EOG091G0R03;   \n",
       "2321      KOG3686;ENOG410XTIX;                  NaN              EOG091G028T;   \n",
       "2322  ENOG410IVSV;ENOG410YDU6;                  NaN              EOG091G06RJ;   \n",
       "\n",
       "                                 Involvement in disease  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2293  DISEASE: Muscular dystrophy-dystroglycanopathy...   \n",
       "2294                                                NaN   \n",
       "2295                                                NaN   \n",
       "2296                                                NaN   \n",
       "2297                                                NaN   \n",
       "2298                                                NaN   \n",
       "2299  DISEASE: Phosphoserine aminotransferase defici...   \n",
       "2300                                                NaN   \n",
       "2301                                                NaN   \n",
       "2302                                                NaN   \n",
       "2303                                                NaN   \n",
       "2304                                                NaN   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2307  DISEASE: Usher syndrome 1C (USH1C) [MIM:276904...   \n",
       "2308                                                NaN   \n",
       "2309                                                NaN   \n",
       "2310  DISEASE: Renal tubular acidosis, proximal, wit...   \n",
       "2311                                                NaN   \n",
       "2312                                                NaN   \n",
       "2313                                                NaN   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "                                            Mutagenesis  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2293                                                NaN   \n",
       "2294                                                NaN   \n",
       "2295  MUTAGEN 287 287 Y->A: Abolishes membrane tubul...   \n",
       "2296  MUTAGEN 186 187 FF->EE: No effect on dimerizat...   \n",
       "2297  MUTAGEN 110 110 D->A,N: Loss of autoproteolyti...   \n",
       "2298                                                NaN   \n",
       "2299                                                NaN   \n",
       "2300                                                NaN   \n",
       "2301                                                NaN   \n",
       "2302  MUTAGEN 776 776 W->S: Loss of interaction with...   \n",
       "2303                                                NaN   \n",
       "2304  MUTAGEN 18 18 T->A: Loss of phosphorylation by...   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2307  MUTAGEN 103 103 R->H: Strongly reduced affinit...   \n",
       "2308                                                NaN   \n",
       "2309                                                NaN   \n",
       "2310  MUTAGEN 49 49 T->A: Loss of conductance regula...   \n",
       "2311  MUTAGEN 310 310 M->D: Increases calcium-indepe...   \n",
       "2312                                                NaN   \n",
       "2313  MUTAGEN 40 40 L->D: Decreased interaction with...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "                                     Tissue specificity  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "29                                                  NaN   \n",
       "...                                                 ...   \n",
       "2293                                                NaN   \n",
       "2294  TISSUE SPECIFICITY: Expressed in all tissues e...   \n",
       "2295  TISSUE SPECIFICITY: Widely expressed, with hig...   \n",
       "2296                                                NaN   \n",
       "2297  TISSUE SPECIFICITY: Brain. Present in neurons ...   \n",
       "2298  TISSUE SPECIFICITY: Detected in placenta. {ECO...   \n",
       "2299  TISSUE SPECIFICITY: Expressed at high levels i...   \n",
       "2300  TISSUE SPECIFICITY: Expressed in endothelium, ...   \n",
       "2301  TISSUE SPECIFICITY: Mainly detected in blood p...   \n",
       "2302                                                NaN   \n",
       "2303  TISSUE SPECIFICITY: Detected in epithelial cel...   \n",
       "2304  TISSUE SPECIFICITY: Isoform A is ubiquitous. I...   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2307  TISSUE SPECIFICITY: Expressed in small intesti...   \n",
       "2308    TISSUE SPECIFICITY: Expressed only in placenta.   \n",
       "2309                                                NaN   \n",
       "2310  TISSUE SPECIFICITY: Isoform 1 is expressed in ...   \n",
       "2311  TISSUE SPECIFICITY: Expressed in megakaryocyte...   \n",
       "2312                    TISSUE SPECIFICITY: Ubiquitous.   \n",
       "2313  TISSUE SPECIFICITY: Expressed in all tissues w...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "        Cross-reference (BioCyc)  \n",
       "0                            NaN  \n",
       "1                            NaN  \n",
       "2                            NaN  \n",
       "3                            NaN  \n",
       "4                            NaN  \n",
       "5                            NaN  \n",
       "6                            NaN  \n",
       "7                            NaN  \n",
       "8                            NaN  \n",
       "9                            NaN  \n",
       "10                           NaN  \n",
       "11                           NaN  \n",
       "12                           NaN  \n",
       "13                           NaN  \n",
       "14                           NaN  \n",
       "15                           NaN  \n",
       "16                           NaN  \n",
       "17                           NaN  \n",
       "18                           NaN  \n",
       "19                           NaN  \n",
       "20                           NaN  \n",
       "21                           NaN  \n",
       "22                           NaN  \n",
       "23                           NaN  \n",
       "24                           NaN  \n",
       "25                           NaN  \n",
       "26                           NaN  \n",
       "27                           NaN  \n",
       "28                           NaN  \n",
       "29                           NaN  \n",
       "...                          ...  \n",
       "2293                         NaN  \n",
       "2294                         NaN  \n",
       "2295                         NaN  \n",
       "2296                         NaN  \n",
       "2297  MetaCyc:G66-33964-MONOMER;  \n",
       "2298                         NaN  \n",
       "2299    MetaCyc:HS05946-MONOMER;  \n",
       "2300                         NaN  \n",
       "2301                         NaN  \n",
       "2302                         NaN  \n",
       "2303                         NaN  \n",
       "2304                         NaN  \n",
       "2305                         NaN  \n",
       "2306    MetaCyc:HS06393-MONOMER;  \n",
       "2307                         NaN  \n",
       "2308                         NaN  \n",
       "2309                         NaN  \n",
       "2310                         NaN  \n",
       "2311                         NaN  \n",
       "2312                         NaN  \n",
       "2313                         NaN  \n",
       "2314                         NaN  \n",
       "2315                         NaN  \n",
       "2316                         NaN  \n",
       "2317                         NaN  \n",
       "2318                         NaN  \n",
       "2319                         NaN  \n",
       "2320                         NaN  \n",
       "2321                         NaN  \n",
       "2322                         NaN  \n",
       "\n",
       "[2323 rows x 21 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ann = pd.read_csv('Uniprot_annotations.txt', sep ='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NR_2</th>\n",
       "      <th>NR_4</th>\n",
       "      <th>PN0233</th>\n",
       "      <th>PN0414</th>\n",
       "      <th>PN0429</th>\n",
       "      <th>PN0533</th>\n",
       "      <th>PN0842</th>\n",
       "      <th>QF110</th>\n",
       "      <th>QF113</th>\n",
       "      <th>QF120</th>\n",
       "      <th>...</th>\n",
       "      <th>Gene ontology IDs</th>\n",
       "      <th>EC number</th>\n",
       "      <th>Function [CC]</th>\n",
       "      <th>Cross-reference (eggNOG)</th>\n",
       "      <th>Cross-reference (KO)</th>\n",
       "      <th>Cross-reference (OrthoDB)</th>\n",
       "      <th>Involvement in disease</th>\n",
       "      <th>Mutagenesis</th>\n",
       "      <th>Tissue specificity</th>\n",
       "      <th>Cross-reference (BioCyc)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005886</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IFE1;ENOG410YR1P;</td>\n",
       "      <td>K06499;</td>\n",
       "      <td>EOG091G0AMM;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003723; GO:0005829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2208;ENOG410XQFV;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G00NZ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.293303e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.227276e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.440257e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005509; GO:0005525; GO:0005769; GO:0005811...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1954;ENOG410XYGB;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G04KA;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.472579e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.288361e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.255764e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.888424e+08</td>\n",
       "      <td>8.966972e+06</td>\n",
       "      <td>6.298025e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2392;COG4826;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0ION;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IHG4;ENOG4111C5I;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0IC6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002377; GO:0005615; GO:0006955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410JET2;ENOG410YSH4;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002377; GO:0005615; GO:0006955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0002250; GO:0002377; GO:0003823; GO:0005615...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.361566e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003823; GO:0006910; GO:0006911; GO:0006958...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: V region of the variable domain of i...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004602; GO:0005654; GO:0005739; GO:0006979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1651;COG0386;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0042572; GO:0070324; GO:0070327</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Thyroid hormone-binding protein. Pro...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0VSV;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0016021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IIGT;ENOG410Y7QP;</td>\n",
       "      <td>K21988;</td>\n",
       "      <td>EOG091G04K4;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003723; GO:0005654; GO:0006355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1676;ENOG410XZYE;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G073X;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.392461e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003924; GO:0005525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1144;COG0532;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G114V;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005525; GO:0005622; GO:0007264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0071;ENOG410XP1U;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0QP7;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0003779; GO:0005200; GO:0005543; GO:0008091...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0035;COG5069;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G003V;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.789485e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004725; GO:0016021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0791;COG5599;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G00JF;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.385470e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410J207;ENOG4111D7X;</td>\n",
       "      <td>K06552;</td>\n",
       "      <td>EOG091G07C1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.115931e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.956536e+08</td>\n",
       "      <td>1.498067e+06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005198; GO:0005764; GO:0005768; GO:0006886...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Clathrin is the major protein of the...</td>\n",
       "      <td>KOG0985;ENOG410XPH1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G009O;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005504; GO:0005739; GO:0005829; GO:0006654...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG3725;ENOG410XPA6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G09WR;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000502; GO:0030234; GO:0042176</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG2062;COG5116;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G01IW;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.798165e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.172101e+06</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G002A;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005886; GO:0051260</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Accessory subunit of potassium/sodiu...</td>\n",
       "      <td>KOG2714;ENOG410XSWI;</td>\n",
       "      <td>K21915;</td>\n",
       "      <td>EOG091G0391;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Broadly expressed in norma...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000932; GO:0001556; GO:0003723; GO:0005634...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Specifically recognizes and binds N6...</td>\n",
       "      <td>KOG1901;ENOG410YABQ;</td>\n",
       "      <td>K20102;</td>\n",
       "      <td>EOG091G0D17;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 411 411 R-&gt;A: Slightly decreased bindi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>1.014613e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.432104e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001726; GO:0005172; GO:0005200; GO:0005737...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Seems to act as an adapter protein b...</td>\n",
       "      <td>KOG4348;ENOG410XQBY;</td>\n",
       "      <td>K13738;</td>\n",
       "      <td>EOG091G041Q;</td>\n",
       "      <td>DISEASE: Focal segmental glomerulosclerosis 3 ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Widely expressed in fetal ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.489184e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005765; GO:0005829; GO:0005886; GO:0008286...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Subunit of the peripheral V1 complex...</td>\n",
       "      <td>KOG1647;COG1394;</td>\n",
       "      <td>K02149;</td>\n",
       "      <td>EOG091G0A10;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MetaCyc:HS02107-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.741116e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000287; GO:0004672; GO:0004674; GO:0005524...</td>\n",
       "      <td>2.7.11.1</td>\n",
       "      <td>FUNCTION: Serine/threonine-protein kinase whic...</td>\n",
       "      <td>ENOG410IT51;COG0515;</td>\n",
       "      <td>K16307;</td>\n",
       "      <td>EOG091G09EX;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in all tissues e...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000281; GO:0001726; GO:0005545; GO:0005737...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Involved in endocytosis and intracel...</td>\n",
       "      <td>KOG2528;ENOG410XPHZ;</td>\n",
       "      <td>K17923;</td>\n",
       "      <td>EOG091G03D8;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 287 287 Y-&gt;A: Abolishes membrane tubul...</td>\n",
       "      <td>TISSUE SPECIFICITY: Widely expressed, with hig...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2296</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001726; GO:0001891; GO:0005829; GO:0006886...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Involved in several stages of intrac...</td>\n",
       "      <td>KOG1660;ENOG410XPZY;</td>\n",
       "      <td>K17920;</td>\n",
       "      <td>EOG091G08NT;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 186 187 FF-&gt;EE: No effect on dimerizat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2297</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001540; GO:0004190; GO:0005768; GO:0005783...</td>\n",
       "      <td>3.4.23.45</td>\n",
       "      <td>FUNCTION: Responsible for the proteolytic proc...</td>\n",
       "      <td>KOG1339;ENOG410XNV7;</td>\n",
       "      <td>K07747;</td>\n",
       "      <td>EOG091G0CNK;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 110 110 D-&gt;A,N: Loss of autoproteolyti...</td>\n",
       "      <td>TISSUE SPECIFICITY: Brain. Present in neurons ...</td>\n",
       "      <td>MetaCyc:G66-33964-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0005737; GO:0005739; GO:0010917...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Can promote mitochondrial permeabili...</td>\n",
       "      <td>ENOG410IZTQ;ENOG410ZWW6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0ZIG;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Detected in placenta. {ECO...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004648; GO:0005737; GO:0005829; GO:0006564...</td>\n",
       "      <td>2.6.1.52</td>\n",
       "      <td>FUNCTION: Catalyzes the reversible conversion ...</td>\n",
       "      <td>KOG2790;COG1932;</td>\n",
       "      <td>K00831;</td>\n",
       "      <td>EOG091G0964;</td>\n",
       "      <td>DISEASE: Phosphoserine aminotransferase defici...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed at high levels i...</td>\n",
       "      <td>MetaCyc:HS05946-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001618; GO:0001817; GO:0005886; GO:0005911...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Seems to play a role in epithelial t...</td>\n",
       "      <td>ENOG410IWUE;ENOG410YHHV;</td>\n",
       "      <td>K06089;</td>\n",
       "      <td>EOG091G05PI;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in endothelium, ...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2301</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004180; GO:0005615; GO:0005737; GO:0005764...</td>\n",
       "      <td>3.4.17.-</td>\n",
       "      <td>FUNCTION: Carboxypeptidase that may play an im...</td>\n",
       "      <td>KOG2195;COG2234;</td>\n",
       "      <td>K01302;</td>\n",
       "      <td>EOG091G08CB;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Mainly detected in blood p...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000139; GO:0005198; GO:0005789; GO:0005794...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: The coatomer is a cytosolic protein ...</td>\n",
       "      <td>KOG1078;COG5240;</td>\n",
       "      <td>K17267;</td>\n",
       "      <td>EOG091G0HWQ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 776 776 W-&gt;S: Loss of interaction with...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2303</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001525; GO:0001886; GO:0005244; GO:0005254...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Can insert into membranes and form p...</td>\n",
       "      <td>KOG1422;ENOG410ZRK6;</td>\n",
       "      <td>K05024;</td>\n",
       "      <td>EOG091G0IHT;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Detected in epithelial cel...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2304</th>\n",
       "      <td>1.317873e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.455335e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004672; GO:0004674; GO:0005524; GO:0005634...</td>\n",
       "      <td>2.7.11.1</td>\n",
       "      <td>FUNCTION: Serine/threonine-protein kinase that...</td>\n",
       "      <td>KOG0201;ENOG410XP9G;</td>\n",
       "      <td>K08838;</td>\n",
       "      <td>EOG091G0F24;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 18 18 T-&gt;A: Loss of phosphorylation by...</td>\n",
       "      <td>TISSUE SPECIFICITY: Isoform A is ubiquitous. I...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2305</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000226; GO:0000776; GO:0000777; GO:0000922...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Acts as one of several non-catalytic...</td>\n",
       "      <td>KOG3905;ENOG410XQS4;</td>\n",
       "      <td>K10416;</td>\n",
       "      <td>EOG091G0B3J;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2306</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005743; GO:0048038; GO:0070221; GO:0070224...</td>\n",
       "      <td>1.8.5.-</td>\n",
       "      <td>FUNCTION: Catalyzes the oxidation of hydrogen ...</td>\n",
       "      <td>KOG3851;COG0446;</td>\n",
       "      <td>K17218;</td>\n",
       "      <td>EOG091G08RU;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MetaCyc:HS06393-MONOMER;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2308</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001578; GO:0004198; GO:0005829; GO:0005876...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Microtubule-stabilizing protein that...</td>\n",
       "      <td>KOG0045;ENOG410XP0B;</td>\n",
       "      <td>K08575;</td>\n",
       "      <td>EOG091G030A;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed only in placenta.</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>2.163833e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.446838e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001786; GO:0002102; GO:0003779; GO:0005509...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Ca(2+)-dependent actin filament-seve...</td>\n",
       "      <td>KOG0443;ENOG410XR0A;</td>\n",
       "      <td>K05768;</td>\n",
       "      <td>EOG091G05SC;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 310 310 M-&gt;D: Increases calcium-indepe...</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in megakaryocyte...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2312</th>\n",
       "      <td>3.342754e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.848781e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004175; GO:0004198; GO:0005634; GO:0005737...</td>\n",
       "      <td>3.4.22.-</td>\n",
       "      <td>FUNCTION: Calcium-regulated non-lysosomal thio...</td>\n",
       "      <td>KOG0045;ENOG410XP0B;</td>\n",
       "      <td>K08576;</td>\n",
       "      <td>EOG091G023Z;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TISSUE SPECIFICITY: Ubiquitous.</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>2.551837e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.822997e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.807676e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0001525; GO:0001667; GO:0001726; GO:0003779...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>FUNCTION: Downstream effector molecule involve...</td>\n",
       "      <td>KOG1830;ENOG410Y6V4;</td>\n",
       "      <td>K05748;</td>\n",
       "      <td>EOG091G08O1;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUTAGEN 40 40 L-&gt;D: Decreased interaction with...</td>\n",
       "      <td>TISSUE SPECIFICITY: Expressed in all tissues w...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2314</th>\n",
       "      <td>3.743620e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.954706e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.364405e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005829; GO:0006897</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410INNW;ENOG410XS31;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G038P;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2315</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.786125e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0016616; GO:0051287</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG0069;COG1052;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0VB7;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2316</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004674; GO:0005524</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0F3Z;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2317</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.655177e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.440370e+07</td>\n",
       "      <td>1.753352e+07</td>\n",
       "      <td>2.408165e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0000786; GO:0003677; GO:0005654; GO:0005829...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1744;ENOG4111NV5;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0XGD;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2318</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.487336e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005576; GO:0006869; GO:0008289; GO:0042157</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410KCI2;ENOG4110NY0;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0Z27;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0004185; GO:0005654; GO:0005765; GO:0043231</td>\n",
       "      <td>3.4.16.-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG1282;COG2939;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G06AA;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0036094</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410JAXJ;ENOG4111A75;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G0R03;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2321</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.900301e+07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005096; GO:0005769; GO:0005829; GO:0016020...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KOG3686;ENOG410XTIX;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G028T;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2322</th>\n",
       "      <td>3.591062e+09</td>\n",
       "      <td>1.596606e+08</td>\n",
       "      <td>2.113819e+06</td>\n",
       "      <td>2.915283e+08</td>\n",
       "      <td>3.906202e+09</td>\n",
       "      <td>3.629200e+07</td>\n",
       "      <td>2.558399e+08</td>\n",
       "      <td>1.520205e+08</td>\n",
       "      <td>1.829006e+07</td>\n",
       "      <td>1.843074e+09</td>\n",
       "      <td>...</td>\n",
       "      <td>GO:0005509; GO:0005576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ENOG410IVSV;ENOG410YDU6;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>EOG091G06RJ;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2009 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              NR_2          NR_4        PN0233        PN0414        PN0429  \\\n",
       "0              NaN           NaN           NaN           NaN           NaN   \n",
       "1              NaN           NaN           NaN           NaN           NaN   \n",
       "2     1.293303e+07           NaN           NaN           NaN  3.227276e+07   \n",
       "3     4.472579e+07           NaN  2.288361e+07           NaN  5.255764e+07   \n",
       "4              NaN           NaN           NaN           NaN           NaN   \n",
       "5              NaN           NaN           NaN           NaN           NaN   \n",
       "6              NaN           NaN           NaN           NaN           NaN   \n",
       "7              NaN           NaN           NaN           NaN           NaN   \n",
       "8              NaN           NaN           NaN           NaN           NaN   \n",
       "9              NaN           NaN           NaN           NaN           NaN   \n",
       "10             NaN           NaN           NaN           NaN           NaN   \n",
       "11             NaN           NaN           NaN           NaN           NaN   \n",
       "12             NaN           NaN           NaN  3.361566e+09           NaN   \n",
       "13             NaN           NaN           NaN           NaN           NaN   \n",
       "14             NaN           NaN           NaN           NaN           NaN   \n",
       "15             NaN           NaN           NaN           NaN           NaN   \n",
       "16             NaN           NaN           NaN           NaN           NaN   \n",
       "17             NaN           NaN           NaN           NaN           NaN   \n",
       "18             NaN           NaN           NaN           NaN           NaN   \n",
       "19             NaN           NaN           NaN           NaN           NaN   \n",
       "20             NaN           NaN           NaN           NaN           NaN   \n",
       "21             NaN           NaN           NaN           NaN           NaN   \n",
       "22             NaN           NaN           NaN           NaN           NaN   \n",
       "23             NaN           NaN           NaN           NaN           NaN   \n",
       "24             NaN           NaN           NaN           NaN           NaN   \n",
       "25             NaN           NaN           NaN           NaN  3.385470e+09   \n",
       "26             NaN           NaN           NaN           NaN  4.115931e+06   \n",
       "27             NaN           NaN           NaN           NaN           NaN   \n",
       "28             NaN           NaN           NaN           NaN           NaN   \n",
       "30             NaN           NaN           NaN           NaN           NaN   \n",
       "...            ...           ...           ...           ...           ...   \n",
       "2289           NaN           NaN           NaN           NaN           NaN   \n",
       "2290           NaN           NaN           NaN           NaN           NaN   \n",
       "2291  1.014613e+08           NaN           NaN           NaN           NaN   \n",
       "2292           NaN           NaN           NaN           NaN           NaN   \n",
       "2294           NaN           NaN           NaN           NaN           NaN   \n",
       "2295           NaN           NaN           NaN           NaN           NaN   \n",
       "2296           NaN           NaN           NaN           NaN           NaN   \n",
       "2297           NaN           NaN           NaN           NaN           NaN   \n",
       "2298           NaN           NaN           NaN           NaN           NaN   \n",
       "2299           NaN           NaN           NaN           NaN           NaN   \n",
       "2300           NaN           NaN           NaN           NaN           NaN   \n",
       "2301           NaN           NaN           NaN           NaN           NaN   \n",
       "2302           NaN           NaN           NaN           NaN           NaN   \n",
       "2303           NaN           NaN           NaN           NaN           NaN   \n",
       "2304  1.317873e+07           NaN           NaN           NaN           NaN   \n",
       "2305           NaN           NaN           NaN           NaN           NaN   \n",
       "2306           NaN           NaN           NaN           NaN           NaN   \n",
       "2308           NaN           NaN           NaN           NaN           NaN   \n",
       "2311  2.163833e+07           NaN           NaN           NaN           NaN   \n",
       "2312  3.342754e+08           NaN           NaN           NaN           NaN   \n",
       "2313  2.551837e+08           NaN           NaN           NaN  1.822997e+08   \n",
       "2314  3.743620e+08           NaN           NaN           NaN  1.954706e+08   \n",
       "2315           NaN           NaN           NaN           NaN           NaN   \n",
       "2316           NaN           NaN           NaN           NaN           NaN   \n",
       "2317           NaN           NaN  1.655177e+07           NaN  8.440370e+07   \n",
       "2318           NaN           NaN  4.487336e+08           NaN           NaN   \n",
       "2319           NaN           NaN           NaN           NaN           NaN   \n",
       "2320           NaN           NaN           NaN           NaN           NaN   \n",
       "2321           NaN           NaN           NaN           NaN           NaN   \n",
       "2322  3.591062e+09  1.596606e+08  2.113819e+06  2.915283e+08  3.906202e+09   \n",
       "\n",
       "            PN0533        PN0842         QF110         QF113         QF120  \\\n",
       "0              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "1              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2              NaN  2.440257e+08           NaN           NaN           NaN   \n",
       "3              NaN  3.888424e+08  8.966972e+06  6.298025e+06           NaN   \n",
       "4              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "5              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "6              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "7              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "8              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "9              NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "10             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "11             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "12             NaN           NaN           NaN           NaN           NaN   \n",
       "13             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "14             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "15             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "16             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "17             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "18             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "19             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "20             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "21             NaN  6.392461e+07           NaN           NaN           NaN   \n",
       "22             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "23             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "24             NaN  9.789485e+07           NaN           NaN           NaN   \n",
       "25             NaN           NaN           NaN           NaN           NaN   \n",
       "26             NaN  1.956536e+08  1.498067e+06           NaN           NaN   \n",
       "27             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "28             NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "30             NaN  9.798165e+07           NaN           NaN  1.172101e+06   \n",
       "...            ...           ...           ...           ...           ...   \n",
       "2289           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2290           NaN           NaN           NaN           NaN           NaN   \n",
       "2291           NaN  1.432104e+08           NaN           NaN           NaN   \n",
       "2292           NaN  9.489184e+07           NaN           NaN           NaN   \n",
       "2294           NaN  9.741116e+07           NaN           NaN           NaN   \n",
       "2295           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2296           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2297           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2298           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2299           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2300           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2301           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2302           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2303           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2304           NaN  1.455335e+08           NaN           NaN           NaN   \n",
       "2305           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2306           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2308           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2311           NaN  1.446838e+08           NaN           NaN           NaN   \n",
       "2312           NaN  1.848781e+08           NaN           NaN           NaN   \n",
       "2313           NaN  1.807676e+08           NaN           NaN           NaN   \n",
       "2314           NaN  1.364405e+08           NaN           NaN           NaN   \n",
       "2315           NaN  9.786125e+07           NaN           NaN           NaN   \n",
       "2316           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2317  1.753352e+07  2.408165e+08           NaN           NaN           NaN   \n",
       "2318           NaN           NaN           NaN           NaN           NaN   \n",
       "2319           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2320           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2321           NaN  4.900301e+07           NaN           NaN           NaN   \n",
       "2322  3.629200e+07  2.558399e+08  1.520205e+08  1.829006e+07  1.843074e+09   \n",
       "\n",
       "                 ...              \\\n",
       "0                ...               \n",
       "1                ...               \n",
       "2                ...               \n",
       "3                ...               \n",
       "4                ...               \n",
       "5                ...               \n",
       "6                ...               \n",
       "7                ...               \n",
       "8                ...               \n",
       "9                ...               \n",
       "10               ...               \n",
       "11               ...               \n",
       "12               ...               \n",
       "13               ...               \n",
       "14               ...               \n",
       "15               ...               \n",
       "16               ...               \n",
       "17               ...               \n",
       "18               ...               \n",
       "19               ...               \n",
       "20               ...               \n",
       "21               ...               \n",
       "22               ...               \n",
       "23               ...               \n",
       "24               ...               \n",
       "25               ...               \n",
       "26               ...               \n",
       "27               ...               \n",
       "28               ...               \n",
       "30               ...               \n",
       "...              ...               \n",
       "2289             ...               \n",
       "2290             ...               \n",
       "2291             ...               \n",
       "2292             ...               \n",
       "2294             ...               \n",
       "2295             ...               \n",
       "2296             ...               \n",
       "2297             ...               \n",
       "2298             ...               \n",
       "2299             ...               \n",
       "2300             ...               \n",
       "2301             ...               \n",
       "2302             ...               \n",
       "2303             ...               \n",
       "2304             ...               \n",
       "2305             ...               \n",
       "2306             ...               \n",
       "2308             ...               \n",
       "2311             ...               \n",
       "2312             ...               \n",
       "2313             ...               \n",
       "2314             ...               \n",
       "2315             ...               \n",
       "2316             ...               \n",
       "2317             ...               \n",
       "2318             ...               \n",
       "2319             ...               \n",
       "2320             ...               \n",
       "2321             ...               \n",
       "2322             ...               \n",
       "\n",
       "                                      Gene ontology IDs  EC number  \\\n",
       "0                                            GO:0005886        NaN   \n",
       "1                                GO:0003723; GO:0005829        NaN   \n",
       "2     GO:0005509; GO:0005525; GO:0005769; GO:0005811...        NaN   \n",
       "3                                            GO:0005615        NaN   \n",
       "4                                                   NaN        NaN   \n",
       "5                    GO:0002377; GO:0005615; GO:0006955        NaN   \n",
       "6     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "7     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "8     GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "9                    GO:0002377; GO:0005615; GO:0006955        NaN   \n",
       "10    GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "11    GO:0002250; GO:0002377; GO:0003823; GO:0005615...        NaN   \n",
       "12                                                  NaN        NaN   \n",
       "13                                                  NaN        NaN   \n",
       "14    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "15    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "16    GO:0003823; GO:0006910; GO:0006911; GO:0006958...        NaN   \n",
       "17       GO:0004602; GO:0005654; GO:0005739; GO:0006979        NaN   \n",
       "18       GO:0005576; GO:0042572; GO:0070324; GO:0070327        NaN   \n",
       "19                                           GO:0016021        NaN   \n",
       "20                   GO:0003723; GO:0005654; GO:0006355        NaN   \n",
       "21                               GO:0003924; GO:0005525        NaN   \n",
       "22                   GO:0005525; GO:0005622; GO:0007264        NaN   \n",
       "23    GO:0003779; GO:0005200; GO:0005543; GO:0008091...        NaN   \n",
       "24                               GO:0004725; GO:0016021        NaN   \n",
       "25                                                  NaN        NaN   \n",
       "26    GO:0005198; GO:0005764; GO:0005768; GO:0006886...        NaN   \n",
       "27    GO:0005504; GO:0005739; GO:0005829; GO:0006654...        NaN   \n",
       "28                   GO:0000502; GO:0030234; GO:0042176        NaN   \n",
       "30                                                  NaN        NaN   \n",
       "...                                                 ...        ...   \n",
       "2289                             GO:0005886; GO:0051260        NaN   \n",
       "2290  GO:0000932; GO:0001556; GO:0003723; GO:0005634...        NaN   \n",
       "2291  GO:0001726; GO:0005172; GO:0005200; GO:0005737...        NaN   \n",
       "2292  GO:0005765; GO:0005829; GO:0005886; GO:0008286...        NaN   \n",
       "2294  GO:0000287; GO:0004672; GO:0004674; GO:0005524...   2.7.11.1   \n",
       "2295  GO:0000281; GO:0001726; GO:0005545; GO:0005737...        NaN   \n",
       "2296  GO:0001726; GO:0001891; GO:0005829; GO:0006886...        NaN   \n",
       "2297  GO:0001540; GO:0004190; GO:0005768; GO:0005783...  3.4.23.45   \n",
       "2298  GO:0005576; GO:0005737; GO:0005739; GO:0010917...        NaN   \n",
       "2299  GO:0004648; GO:0005737; GO:0005829; GO:0006564...   2.6.1.52   \n",
       "2300  GO:0001618; GO:0001817; GO:0005886; GO:0005911...        NaN   \n",
       "2301  GO:0004180; GO:0005615; GO:0005737; GO:0005764...   3.4.17.-   \n",
       "2302  GO:0000139; GO:0005198; GO:0005789; GO:0005794...        NaN   \n",
       "2303  GO:0001525; GO:0001886; GO:0005244; GO:0005254...        NaN   \n",
       "2304  GO:0004672; GO:0004674; GO:0005524; GO:0005634...   2.7.11.1   \n",
       "2305  GO:0000226; GO:0000776; GO:0000777; GO:0000922...        NaN   \n",
       "2306  GO:0005743; GO:0048038; GO:0070221; GO:0070224...    1.8.5.-   \n",
       "2308  GO:0001578; GO:0004198; GO:0005829; GO:0005876...        NaN   \n",
       "2311  GO:0001786; GO:0002102; GO:0003779; GO:0005509...        NaN   \n",
       "2312  GO:0004175; GO:0004198; GO:0005634; GO:0005737...   3.4.22.-   \n",
       "2313  GO:0001525; GO:0001667; GO:0001726; GO:0003779...        NaN   \n",
       "2314                             GO:0005829; GO:0006897        NaN   \n",
       "2315                             GO:0016616; GO:0051287        NaN   \n",
       "2316                             GO:0004674; GO:0005524        NaN   \n",
       "2317  GO:0000786; GO:0003677; GO:0005654; GO:0005829...        NaN   \n",
       "2318     GO:0005576; GO:0006869; GO:0008289; GO:0042157        NaN   \n",
       "2319     GO:0004185; GO:0005654; GO:0005765; GO:0043231   3.4.16.-   \n",
       "2320                                         GO:0036094        NaN   \n",
       "2321  GO:0005096; GO:0005769; GO:0005829; GO:0016020...        NaN   \n",
       "2322                             GO:0005509; GO:0005576        NaN   \n",
       "\n",
       "                                          Function [CC]  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6     FUNCTION: V region of the variable domain of i...   \n",
       "7     FUNCTION: V region of the variable domain of i...   \n",
       "8     FUNCTION: V region of the variable domain of i...   \n",
       "9                                                   NaN   \n",
       "10    FUNCTION: V region of the variable domain of i...   \n",
       "11    FUNCTION: V region of the variable domain of i...   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16    FUNCTION: V region of the variable domain of i...   \n",
       "17                                                  NaN   \n",
       "18    FUNCTION: Thyroid hormone-binding protein. Pro...   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26    FUNCTION: Clathrin is the major protein of the...   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "30                                                  NaN   \n",
       "...                                                 ...   \n",
       "2289  FUNCTION: Accessory subunit of potassium/sodiu...   \n",
       "2290  FUNCTION: Specifically recognizes and binds N6...   \n",
       "2291  FUNCTION: Seems to act as an adapter protein b...   \n",
       "2292  FUNCTION: Subunit of the peripheral V1 complex...   \n",
       "2294  FUNCTION: Serine/threonine-protein kinase whic...   \n",
       "2295  FUNCTION: Involved in endocytosis and intracel...   \n",
       "2296  FUNCTION: Involved in several stages of intrac...   \n",
       "2297  FUNCTION: Responsible for the proteolytic proc...   \n",
       "2298  FUNCTION: Can promote mitochondrial permeabili...   \n",
       "2299  FUNCTION: Catalyzes the reversible conversion ...   \n",
       "2300  FUNCTION: Seems to play a role in epithelial t...   \n",
       "2301  FUNCTION: Carboxypeptidase that may play an im...   \n",
       "2302  FUNCTION: The coatomer is a cytosolic protein ...   \n",
       "2303  FUNCTION: Can insert into membranes and form p...   \n",
       "2304  FUNCTION: Serine/threonine-protein kinase that...   \n",
       "2305  FUNCTION: Acts as one of several non-catalytic...   \n",
       "2306  FUNCTION: Catalyzes the oxidation of hydrogen ...   \n",
       "2308  FUNCTION: Microtubule-stabilizing protein that...   \n",
       "2311  FUNCTION: Ca(2+)-dependent actin filament-seve...   \n",
       "2312  FUNCTION: Calcium-regulated non-lysosomal thio...   \n",
       "2313  FUNCTION: Downstream effector molecule involve...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "      Cross-reference (eggNOG)  Cross-reference (KO)  \\\n",
       "0     ENOG410IFE1;ENOG410YR1P;               K06499;   \n",
       "1         KOG2208;ENOG410XQFV;                   NaN   \n",
       "2         KOG1954;ENOG410XYGB;                   NaN   \n",
       "3             KOG2392;COG4826;                   NaN   \n",
       "4     ENOG410IHG4;ENOG4111C5I;                   NaN   \n",
       "5     ENOG410JET2;ENOG410YSH4;                   NaN   \n",
       "6                          NaN                   NaN   \n",
       "7                          NaN                   NaN   \n",
       "8                          NaN                   NaN   \n",
       "9                          NaN                   NaN   \n",
       "10                         NaN                   NaN   \n",
       "11                         NaN                   NaN   \n",
       "12                         NaN                   NaN   \n",
       "13                         NaN                   NaN   \n",
       "14                         NaN                   NaN   \n",
       "15                         NaN                   NaN   \n",
       "16                         NaN                   NaN   \n",
       "17            KOG1651;COG0386;                   NaN   \n",
       "18                         NaN                   NaN   \n",
       "19    ENOG410IIGT;ENOG410Y7QP;               K21988;   \n",
       "20        KOG1676;ENOG410XZYE;                   NaN   \n",
       "21            KOG1144;COG0532;                   NaN   \n",
       "22        KOG0071;ENOG410XP1U;                   NaN   \n",
       "23            KOG0035;COG5069;                   NaN   \n",
       "24            KOG0791;COG5599;                   NaN   \n",
       "25    ENOG410J207;ENOG4111D7X;               K06552;   \n",
       "26        KOG0985;ENOG410XPH1;                   NaN   \n",
       "27        KOG3725;ENOG410XPA6;                   NaN   \n",
       "28            KOG2062;COG5116;                   NaN   \n",
       "30                         NaN                   NaN   \n",
       "...                        ...                   ...   \n",
       "2289      KOG2714;ENOG410XSWI;               K21915;   \n",
       "2290      KOG1901;ENOG410YABQ;               K20102;   \n",
       "2291      KOG4348;ENOG410XQBY;               K13738;   \n",
       "2292          KOG1647;COG1394;               K02149;   \n",
       "2294      ENOG410IT51;COG0515;               K16307;   \n",
       "2295      KOG2528;ENOG410XPHZ;               K17923;   \n",
       "2296      KOG1660;ENOG410XPZY;               K17920;   \n",
       "2297      KOG1339;ENOG410XNV7;               K07747;   \n",
       "2298  ENOG410IZTQ;ENOG410ZWW6;                   NaN   \n",
       "2299          KOG2790;COG1932;               K00831;   \n",
       "2300  ENOG410IWUE;ENOG410YHHV;               K06089;   \n",
       "2301          KOG2195;COG2234;               K01302;   \n",
       "2302          KOG1078;COG5240;               K17267;   \n",
       "2303      KOG1422;ENOG410ZRK6;               K05024;   \n",
       "2304      KOG0201;ENOG410XP9G;               K08838;   \n",
       "2305      KOG3905;ENOG410XQS4;               K10416;   \n",
       "2306          KOG3851;COG0446;               K17218;   \n",
       "2308      KOG0045;ENOG410XP0B;               K08575;   \n",
       "2311      KOG0443;ENOG410XR0A;               K05768;   \n",
       "2312      KOG0045;ENOG410XP0B;               K08576;   \n",
       "2313      KOG1830;ENOG410Y6V4;               K05748;   \n",
       "2314  ENOG410INNW;ENOG410XS31;                   NaN   \n",
       "2315          KOG0069;COG1052;                   NaN   \n",
       "2316                       NaN                   NaN   \n",
       "2317      KOG1744;ENOG4111NV5;                   NaN   \n",
       "2318  ENOG410KCI2;ENOG4110NY0;                   NaN   \n",
       "2319          KOG1282;COG2939;                   NaN   \n",
       "2320  ENOG410JAXJ;ENOG4111A75;                   NaN   \n",
       "2321      KOG3686;ENOG410XTIX;                   NaN   \n",
       "2322  ENOG410IVSV;ENOG410YDU6;                   NaN   \n",
       "\n",
       "      Cross-reference (OrthoDB)  \\\n",
       "0                  EOG091G0AMM;   \n",
       "1                  EOG091G00NZ;   \n",
       "2                  EOG091G04KA;   \n",
       "3                  EOG091G0ION;   \n",
       "4                  EOG091G0IC6;   \n",
       "5                           NaN   \n",
       "6                           NaN   \n",
       "7                           NaN   \n",
       "8                           NaN   \n",
       "9                           NaN   \n",
       "10                          NaN   \n",
       "11                          NaN   \n",
       "12                          NaN   \n",
       "13                          NaN   \n",
       "14                          NaN   \n",
       "15                          NaN   \n",
       "16                          NaN   \n",
       "17                          NaN   \n",
       "18                 EOG091G0VSV;   \n",
       "19                 EOG091G04K4;   \n",
       "20                 EOG091G073X;   \n",
       "21                 EOG091G114V;   \n",
       "22                 EOG091G0QP7;   \n",
       "23                 EOG091G003V;   \n",
       "24                 EOG091G00JF;   \n",
       "25                 EOG091G07C1;   \n",
       "26                 EOG091G009O;   \n",
       "27                 EOG091G09WR;   \n",
       "28                 EOG091G01IW;   \n",
       "30                 EOG091G002A;   \n",
       "...                         ...   \n",
       "2289               EOG091G0391;   \n",
       "2290               EOG091G0D17;   \n",
       "2291               EOG091G041Q;   \n",
       "2292               EOG091G0A10;   \n",
       "2294               EOG091G09EX;   \n",
       "2295               EOG091G03D8;   \n",
       "2296               EOG091G08NT;   \n",
       "2297               EOG091G0CNK;   \n",
       "2298               EOG091G0ZIG;   \n",
       "2299               EOG091G0964;   \n",
       "2300               EOG091G05PI;   \n",
       "2301               EOG091G08CB;   \n",
       "2302               EOG091G0HWQ;   \n",
       "2303               EOG091G0IHT;   \n",
       "2304               EOG091G0F24;   \n",
       "2305               EOG091G0B3J;   \n",
       "2306               EOG091G08RU;   \n",
       "2308               EOG091G030A;   \n",
       "2311               EOG091G05SC;   \n",
       "2312               EOG091G023Z;   \n",
       "2313               EOG091G08O1;   \n",
       "2314               EOG091G038P;   \n",
       "2315               EOG091G0VB7;   \n",
       "2316               EOG091G0F3Z;   \n",
       "2317               EOG091G0XGD;   \n",
       "2318               EOG091G0Z27;   \n",
       "2319               EOG091G06AA;   \n",
       "2320               EOG091G0R03;   \n",
       "2321               EOG091G028T;   \n",
       "2322               EOG091G06RJ;   \n",
       "\n",
       "                                 Involvement in disease  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "30                                                  NaN   \n",
       "...                                                 ...   \n",
       "2289                                                NaN   \n",
       "2290                                                NaN   \n",
       "2291  DISEASE: Focal segmental glomerulosclerosis 3 ...   \n",
       "2292                                                NaN   \n",
       "2294                                                NaN   \n",
       "2295                                                NaN   \n",
       "2296                                                NaN   \n",
       "2297                                                NaN   \n",
       "2298                                                NaN   \n",
       "2299  DISEASE: Phosphoserine aminotransferase defici...   \n",
       "2300                                                NaN   \n",
       "2301                                                NaN   \n",
       "2302                                                NaN   \n",
       "2303                                                NaN   \n",
       "2304                                                NaN   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2308                                                NaN   \n",
       "2311                                                NaN   \n",
       "2312                                                NaN   \n",
       "2313                                                NaN   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "                                            Mutagenesis  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "30                                                  NaN   \n",
       "...                                                 ...   \n",
       "2289                                                NaN   \n",
       "2290  MUTAGEN 411 411 R->A: Slightly decreased bindi...   \n",
       "2291                                                NaN   \n",
       "2292                                                NaN   \n",
       "2294                                                NaN   \n",
       "2295  MUTAGEN 287 287 Y->A: Abolishes membrane tubul...   \n",
       "2296  MUTAGEN 186 187 FF->EE: No effect on dimerizat...   \n",
       "2297  MUTAGEN 110 110 D->A,N: Loss of autoproteolyti...   \n",
       "2298                                                NaN   \n",
       "2299                                                NaN   \n",
       "2300                                                NaN   \n",
       "2301                                                NaN   \n",
       "2302  MUTAGEN 776 776 W->S: Loss of interaction with...   \n",
       "2303                                                NaN   \n",
       "2304  MUTAGEN 18 18 T->A: Loss of phosphorylation by...   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2308                                                NaN   \n",
       "2311  MUTAGEN 310 310 M->D: Increases calcium-indepe...   \n",
       "2312                                                NaN   \n",
       "2313  MUTAGEN 40 40 L->D: Decreased interaction with...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "                                     Tissue specificity  \\\n",
       "0                                                   NaN   \n",
       "1                                                   NaN   \n",
       "2                                                   NaN   \n",
       "3                                                   NaN   \n",
       "4                                                   NaN   \n",
       "5                                                   NaN   \n",
       "6                                                   NaN   \n",
       "7                                                   NaN   \n",
       "8                                                   NaN   \n",
       "9                                                   NaN   \n",
       "10                                                  NaN   \n",
       "11                                                  NaN   \n",
       "12                                                  NaN   \n",
       "13                                                  NaN   \n",
       "14                                                  NaN   \n",
       "15                                                  NaN   \n",
       "16                                                  NaN   \n",
       "17                                                  NaN   \n",
       "18                                                  NaN   \n",
       "19                                                  NaN   \n",
       "20                                                  NaN   \n",
       "21                                                  NaN   \n",
       "22                                                  NaN   \n",
       "23                                                  NaN   \n",
       "24                                                  NaN   \n",
       "25                                                  NaN   \n",
       "26                                                  NaN   \n",
       "27                                                  NaN   \n",
       "28                                                  NaN   \n",
       "30                                                  NaN   \n",
       "...                                                 ...   \n",
       "2289  TISSUE SPECIFICITY: Broadly expressed in norma...   \n",
       "2290                                                NaN   \n",
       "2291  TISSUE SPECIFICITY: Widely expressed in fetal ...   \n",
       "2292                                                NaN   \n",
       "2294  TISSUE SPECIFICITY: Expressed in all tissues e...   \n",
       "2295  TISSUE SPECIFICITY: Widely expressed, with hig...   \n",
       "2296                                                NaN   \n",
       "2297  TISSUE SPECIFICITY: Brain. Present in neurons ...   \n",
       "2298  TISSUE SPECIFICITY: Detected in placenta. {ECO...   \n",
       "2299  TISSUE SPECIFICITY: Expressed at high levels i...   \n",
       "2300  TISSUE SPECIFICITY: Expressed in endothelium, ...   \n",
       "2301  TISSUE SPECIFICITY: Mainly detected in blood p...   \n",
       "2302                                                NaN   \n",
       "2303  TISSUE SPECIFICITY: Detected in epithelial cel...   \n",
       "2304  TISSUE SPECIFICITY: Isoform A is ubiquitous. I...   \n",
       "2305                                                NaN   \n",
       "2306                                                NaN   \n",
       "2308    TISSUE SPECIFICITY: Expressed only in placenta.   \n",
       "2311  TISSUE SPECIFICITY: Expressed in megakaryocyte...   \n",
       "2312                    TISSUE SPECIFICITY: Ubiquitous.   \n",
       "2313  TISSUE SPECIFICITY: Expressed in all tissues w...   \n",
       "2314                                                NaN   \n",
       "2315                                                NaN   \n",
       "2316                                                NaN   \n",
       "2317                                                NaN   \n",
       "2318                                                NaN   \n",
       "2319                                                NaN   \n",
       "2320                                                NaN   \n",
       "2321                                                NaN   \n",
       "2322                                                NaN   \n",
       "\n",
       "        Cross-reference (BioCyc)  \n",
       "0                            NaN  \n",
       "1                            NaN  \n",
       "2                            NaN  \n",
       "3                            NaN  \n",
       "4                            NaN  \n",
       "5                            NaN  \n",
       "6                            NaN  \n",
       "7                            NaN  \n",
       "8                            NaN  \n",
       "9                            NaN  \n",
       "10                           NaN  \n",
       "11                           NaN  \n",
       "12                           NaN  \n",
       "13                           NaN  \n",
       "14                           NaN  \n",
       "15                           NaN  \n",
       "16                           NaN  \n",
       "17                           NaN  \n",
       "18                           NaN  \n",
       "19                           NaN  \n",
       "20                           NaN  \n",
       "21                           NaN  \n",
       "22                           NaN  \n",
       "23                           NaN  \n",
       "24                           NaN  \n",
       "25                           NaN  \n",
       "26                           NaN  \n",
       "27                           NaN  \n",
       "28                           NaN  \n",
       "30                           NaN  \n",
       "...                          ...  \n",
       "2289                         NaN  \n",
       "2290                         NaN  \n",
       "2291                         NaN  \n",
       "2292    MetaCyc:HS02107-MONOMER;  \n",
       "2294                         NaN  \n",
       "2295                         NaN  \n",
       "2296                         NaN  \n",
       "2297  MetaCyc:G66-33964-MONOMER;  \n",
       "2298                         NaN  \n",
       "2299    MetaCyc:HS05946-MONOMER;  \n",
       "2300                         NaN  \n",
       "2301                         NaN  \n",
       "2302                         NaN  \n",
       "2303                         NaN  \n",
       "2304                         NaN  \n",
       "2305                         NaN  \n",
       "2306    MetaCyc:HS06393-MONOMER;  \n",
       "2308                         NaN  \n",
       "2311                         NaN  \n",
       "2312                         NaN  \n",
       "2313                         NaN  \n",
       "2314                         NaN  \n",
       "2315                         NaN  \n",
       "2316                         NaN  \n",
       "2317                         NaN  \n",
       "2318                         NaN  \n",
       "2319                         NaN  \n",
       "2320                         NaN  \n",
       "2321                         NaN  \n",
       "2322                         NaN  \n",
       "\n",
       "[2009 rows x 40 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df2.merge(ann, left_index = True, right_on = \"Entry\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2.to_csv('Disease_comparison_annotated_proteins_nooutlier.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### Qiime2 analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('./Normlized_proteins_0s.txt', sep = '\\t',index_col='#OTUID')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Divide by 1000000 to prevent very large numbers\n",
    "df3 = df2/1000000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.to_csv('./Normalized_proteins_0s_div.txt',sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Convert tab-separated file to biom file\n",
    "!biom convert -i ./Normalized_proteins_0s_div.txt \\\n",
    "-o ./proteins0s.biom \\\n",
    "-m ./AKI_Metadata.txt \\\n",
    "--table-type=\"OTU table\" --to-hdf5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32mImported ./proteins0s.biom as BIOMV210DirFmt to proteins0s.qza\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "!qiime tools import \\\n",
    "  --input-path ./proteins0s.biom \\\n",
    "  --type 'FeatureTable[Frequency]' \\\n",
    "  --output-path proteins0s.qza"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32mSaved Visualization to: ./proteins0s.qzv\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "!qiime feature-table summarize \\\n",
    "  --i-table ./proteins0s.qza \\\n",
    "  --o-visualization ./proteins0s.qzv \\\n",
    "  --m-sample-metadata-file ./AKI_Metadata.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32mSaved FeatureTable[Frequency] to: core-metrics-results-0s/rarefied_table.qza\u001b[0m\n",
      "\u001b[32mSaved SampleData[AlphaDiversity] to: core-metrics-results-0s/observed_otus_vector.qza\u001b[0m\n",
      "\u001b[32mSaved SampleData[AlphaDiversity] to: core-metrics-results-0s/shannon_vector.qza\u001b[0m\n",
      "\u001b[32mSaved SampleData[AlphaDiversity] to: core-metrics-results-0s/evenness_vector.qza\u001b[0m\n",
      "\u001b[32mSaved DistanceMatrix to: core-metrics-results-0s/jaccard_distance_matrix.qza\u001b[0m\n",
      "\u001b[32mSaved DistanceMatrix to: core-metrics-results-0s/bray_curtis_distance_matrix.qza\u001b[0m\n",
      "\u001b[32mSaved PCoAResults to: core-metrics-results-0s/jaccard_pcoa_results.qza\u001b[0m\n",
      "\u001b[32mSaved PCoAResults to: core-metrics-results-0s/bray_curtis_pcoa_results.qza\u001b[0m\n",
      "\u001b[32mSaved Visualization to: core-metrics-results-0s/jaccard_emperor.qzv\u001b[0m\n",
      "\u001b[32mSaved Visualization to: core-metrics-results-0s/bray_curtis_emperor.qzv\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "#Core metrics for PCoA \n",
    "!qiime diversity core-metrics \\\n",
    "--i-table ./proteins0s.qza \\\n",
    "--p-sampling-depth 5974 \\\n",
    "--m-metadata-file ./AKI_Metadata.txt \\\n",
    "--output-dir core-metrics-results-0s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32mSaved Visualization to: core-metrics-results-0s/bray_curtis-diseasestate-significance.qzv\u001b[0m\r\n"
     ]
    }
   ],
   "source": [
    "!qiime diversity beta-group-significance \\\n",
    "  --i-distance-matrix core-metrics-results-0s/bray_curtis_distance_matrix.qza \\\n",
    "  --m-metadata-file ./AKI_Metadata.txt \\\n",
    "  --m-metadata-column Disease_state \\\n",
    "  --o-visualization core-metrics-results-0s/bray_curtis-diseasestate-significance.qzv \\\n",
    "  --p-pairwise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Visualize here\n",
    "dist = pd.read_csv('./core-metrics-results-0s/raw_data_disease_state_permanova.tsv', sep='\\t')\n",
    "dist2 = dist[dist['Group1']=='control']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.set(rc={'figure.figsize':(2,4)})\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.boxplot(x='Group2', y='Distance', linewidth='2',data=dist2)\n",
    "plt.savefig('Distance_to_control_Boxplot.pdf', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cytokine inference analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Disease_comparison_annotated_proteins.csv',index_col='Entry')\n",
    "Edges_df = pd.read_csv('../../string_interactions_CYTOKINEINFERENCE.txt',sep='\\t')\n",
    "Map_df = pd.read_csv('../../string_mapping_CYTOKINEINFERENCE.tsv',sep='\\t',index_col='queryItem')\n",
    "infered_cytokines = pd.read_csv('../../cytokines_to_infer_list.txt',sep='\\t',header=None)\n",
    "infered_cytokines_list= list(infered_cytokines[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['annotation','preferredName']\n",
    "Map_df2 = Map_df[cols]\n",
    "df2 = df.merge(Map_df2, left_index=True,right_index=True, how = 'left')\n",
    "df2.index = df2['preferredName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "AKI_list = list(df2[df2['AKI/Control pi score']>1].index)\n",
    "CNTRL_list = list(df2[df2['AKI/Control pi score']<-1].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_list = AKI_list + CNTRL_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Edges were pre-filtered to remove connections between cytokines\n",
    "Node_list = list(Edges_df['#node1'])+list(Edges_df['node2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Generate a dataframe from the counts of each category\n",
    "from collections import Counter\n",
    "counts = Counter(Node_list)\n",
    "countsdf2 = pd.DataFrame.from_dict(counts, orient = 'index')\n",
    "countsdf2 = countsdf2.rename(index = str, columns={0:\"Number of Connections\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "proteinsdf = countsdf2[countsdf2.index.isin(total_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cytokinesdf = countsdf2[countsdf2.index.isin(infered_cytokines_list)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Filter out any cytokines less than 4\n",
    "cytokinesdf2=cytokinesdf[cytokinesdf['Number of Connections']>4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "cytokines_filtered = list(cytokinesdf2.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "node1=[]\n",
    "node2=[]\n",
    "for i in Edges_df['#node1']:\n",
    "    if i in(AKI_list):\n",
    "        node1.append('AKI')\n",
    "    elif i in(CNTRL_list):\n",
    "        node1.append('CNTRL')\n",
    "    elif i in(cytokines_filtered):\n",
    "        node1.append(i)\n",
    "    else:\n",
    "        node1.append('Error?')\n",
    "\n",
    "for i in Edges_df['node2']:\n",
    "    if i in(AKI_list):\n",
    "        node2.append('AKI')\n",
    "    elif i in(CNTRL_list):\n",
    "        node2.append('CNTRL')\n",
    "    elif i in(cytokines_filtered):\n",
    "        node2.append(i)\n",
    "    else:\n",
    "        node2.append('Error?')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#node1</th>\n",
       "      <th>node2</th>\n",
       "      <th>Node1 Cytokine?</th>\n",
       "      <th>Node2 Cytokine?</th>\n",
       "      <th>node1_string_internal_id</th>\n",
       "      <th>node2_string_internal_id</th>\n",
       "      <th>node1_external_id</th>\n",
       "      <th>node2_external_id</th>\n",
       "      <th>neighborhood_on_chromosome</th>\n",
       "      <th>gene_fusion</th>\n",
       "      <th>phylogenetic_cooccurrence</th>\n",
       "      <th>homology</th>\n",
       "      <th>coexpression</th>\n",
       "      <th>experimentally_determined_interaction</th>\n",
       "      <th>database_annotated</th>\n",
       "      <th>automated_textmining</th>\n",
       "      <th>combined_score</th>\n",
       "      <th>node1_cat</th>\n",
       "      <th>node2_cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KRT10</td>\n",
       "      <td>KRT1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4435898</td>\n",
       "      <td>4434216</td>\n",
       "      <td>9606.ENSP00000269576</td>\n",
       "      <td>9606.ENSP00000252244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.880</td>\n",
       "      <td>0.147</td>\n",
       "      <td>0.990</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.890</td>\n",
       "      <td>0.999</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FGA</td>\n",
       "      <td>FGB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438214</td>\n",
       "      <td>4438190</td>\n",
       "      <td>9606.ENSP00000306361</td>\n",
       "      <td>9606.ENSP00000306099</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.744</td>\n",
       "      <td>0.992</td>\n",
       "      <td>0.961</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.999</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FGG</td>\n",
       "      <td>FGA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4440740</td>\n",
       "      <td>4438214</td>\n",
       "      <td>9606.ENSP00000336829</td>\n",
       "      <td>9606.ENSP00000306361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.764</td>\n",
       "      <td>0.993</td>\n",
       "      <td>0.966</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.940</td>\n",
       "      <td>0.999</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>COL1A2</td>\n",
       "      <td>COL1A1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4437383</td>\n",
       "      <td>4433346</td>\n",
       "      <td>9606.ENSP00000297268</td>\n",
       "      <td>9606.ENSP00000225964</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.443</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0.454</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.948</td>\n",
       "      <td>0.999</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>KRT5</td>\n",
       "      <td>KRT14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4434215</td>\n",
       "      <td>4432701</td>\n",
       "      <td>9606.ENSP00000252242</td>\n",
       "      <td>9606.ENSP00000167586</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.781</td>\n",
       "      <td>0.742</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.950</td>\n",
       "      <td>0.999</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>FGG</td>\n",
       "      <td>FGB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4440740</td>\n",
       "      <td>4438190</td>\n",
       "      <td>9606.ENSP00000336829</td>\n",
       "      <td>9606.ENSP00000306099</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.803</td>\n",
       "      <td>0.992</td>\n",
       "      <td>0.962</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.938</td>\n",
       "      <td>0.999</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>KRT1</td>\n",
       "      <td>KRT5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4434216</td>\n",
       "      <td>4434215</td>\n",
       "      <td>9606.ENSP00000252244</td>\n",
       "      <td>9606.ENSP00000252242</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.131</td>\n",
       "      <td>0.976</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.670</td>\n",
       "      <td>0.997</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>KRT2</td>\n",
       "      <td>KRT1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438640</td>\n",
       "      <td>4434216</td>\n",
       "      <td>9606.ENSP00000310861</td>\n",
       "      <td>9606.ENSP00000252244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.965</td>\n",
       "      <td>0.309</td>\n",
       "      <td>0.953</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.996</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>KRT16</td>\n",
       "      <td>KRT5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4437781</td>\n",
       "      <td>4434215</td>\n",
       "      <td>9606.ENSP00000301653</td>\n",
       "      <td>9606.ENSP00000252242</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.780</td>\n",
       "      <td>0.533</td>\n",
       "      <td>0.910</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.673</td>\n",
       "      <td>0.996</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>KRT77</td>\n",
       "      <td>KRT10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441276</td>\n",
       "      <td>4435898</td>\n",
       "      <td>9606.ENSP00000342710</td>\n",
       "      <td>9606.ENSP00000269576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.786</td>\n",
       "      <td>0.147</td>\n",
       "      <td>0.955</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.455</td>\n",
       "      <td>0.996</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>KRT2</td>\n",
       "      <td>KRT5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438640</td>\n",
       "      <td>4434215</td>\n",
       "      <td>9606.ENSP00000310861</td>\n",
       "      <td>9606.ENSP00000252242</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.958</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.965</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.539</td>\n",
       "      <td>0.996</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>KRT10</td>\n",
       "      <td>KRT5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4435898</td>\n",
       "      <td>4434215</td>\n",
       "      <td>9606.ENSP00000269576</td>\n",
       "      <td>9606.ENSP00000252242</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.795</td>\n",
       "      <td>0.084</td>\n",
       "      <td>0.945</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.745</td>\n",
       "      <td>0.995</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>KRT2</td>\n",
       "      <td>KRT10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438640</td>\n",
       "      <td>4435898</td>\n",
       "      <td>9606.ENSP00000310861</td>\n",
       "      <td>9606.ENSP00000269576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.853</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.945</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.712</td>\n",
       "      <td>0.995</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>HBB</td>\n",
       "      <td>HBA2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4440511</td>\n",
       "      <td>4434183</td>\n",
       "      <td>9606.ENSP00000333994</td>\n",
       "      <td>9606.ENSP00000251595</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.570</td>\n",
       "      <td>0.965</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.906</td>\n",
       "      <td>0.995</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>KRT77</td>\n",
       "      <td>KRT1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441276</td>\n",
       "      <td>4434216</td>\n",
       "      <td>9606.ENSP00000342710</td>\n",
       "      <td>9606.ENSP00000252244</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.963</td>\n",
       "      <td>0.153</td>\n",
       "      <td>0.948</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0.995</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>KRT77</td>\n",
       "      <td>KRT2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441276</td>\n",
       "      <td>4438640</td>\n",
       "      <td>9606.ENSP00000342710</td>\n",
       "      <td>9606.ENSP00000310861</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.957</td>\n",
       "      <td>0.182</td>\n",
       "      <td>0.941</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.994</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>JUP</td>\n",
       "      <td>DSP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4446205</td>\n",
       "      <td>4445274</td>\n",
       "      <td>9606.ENSP00000377508</td>\n",
       "      <td>9606.ENSP00000369129</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.248</td>\n",
       "      <td>0.389</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.874</td>\n",
       "      <td>0.993</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>HP</td>\n",
       "      <td>HBB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441808</td>\n",
       "      <td>4440511</td>\n",
       "      <td>9606.ENSP00000348170</td>\n",
       "      <td>9606.ENSP00000333994</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.889</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.448</td>\n",
       "      <td>0.993</td>\n",
       "      <td>AKI</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>SERPINA1</td>\n",
       "      <td>A2M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4448813</td>\n",
       "      <td>4439653</td>\n",
       "      <td>9606.ENSP00000416066</td>\n",
       "      <td>9606.ENSP00000323929</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.119</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.920</td>\n",
       "      <td>0.992</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>DSP</td>\n",
       "      <td>DSG1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4445274</td>\n",
       "      <td>4434533</td>\n",
       "      <td>9606.ENSP00000369129</td>\n",
       "      <td>9606.ENSP00000257192</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.063</td>\n",
       "      <td>0.056</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.924</td>\n",
       "      <td>0.992</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CCL5</td>\n",
       "      <td>PF4</td>\n",
       "      <td>CCL5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4451102</td>\n",
       "      <td>4437224</td>\n",
       "      <td>9606.ENSP00000474412</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.095</td>\n",
       "      <td>0.461</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.828</td>\n",
       "      <td>0.990</td>\n",
       "      <td>CCL5</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>KRT16</td>\n",
       "      <td>KRT10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4437781</td>\n",
       "      <td>4435898</td>\n",
       "      <td>9606.ENSP00000301653</td>\n",
       "      <td>9606.ENSP00000269576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.952</td>\n",
       "      <td>0.082</td>\n",
       "      <td>0.885</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.740</td>\n",
       "      <td>0.988</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>JUP</td>\n",
       "      <td>DSG1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4446205</td>\n",
       "      <td>4434533</td>\n",
       "      <td>9606.ENSP00000377508</td>\n",
       "      <td>9606.ENSP00000257192</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.062</td>\n",
       "      <td>0.478</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.732</td>\n",
       "      <td>0.985</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CXCL9</td>\n",
       "      <td>PF4</td>\n",
       "      <td>CXCL9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4442567</td>\n",
       "      <td>4437224</td>\n",
       "      <td>9606.ENSP00000354901</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.230</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.800</td>\n",
       "      <td>0.983</td>\n",
       "      <td>CXCL9</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>IL17A</td>\n",
       "      <td>IL2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL2</td>\n",
       "      <td>4441397</td>\n",
       "      <td>4433376</td>\n",
       "      <td>9606.ENSP00000344192</td>\n",
       "      <td>9606.ENSP00000226730</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.077</td>\n",
       "      <td>0.689</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.944</td>\n",
       "      <td>0.982</td>\n",
       "      <td>Error?</td>\n",
       "      <td>IL2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>IL10</td>\n",
       "      <td>IL10RB</td>\n",
       "      <td>IL10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4448642</td>\n",
       "      <td>4436842</td>\n",
       "      <td>9606.ENSP00000412237</td>\n",
       "      <td>9606.ENSP00000290200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.379</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.732</td>\n",
       "      <td>0.981</td>\n",
       "      <td>IL10</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>PF4</td>\n",
       "      <td>PPBP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4437224</td>\n",
       "      <td>4437223</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>9606.ENSP00000296028</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.886</td>\n",
       "      <td>0.786</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.922</td>\n",
       "      <td>0.980</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>IL12RB1</td>\n",
       "      <td>IL23R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4450970</td>\n",
       "      <td>4439435</td>\n",
       "      <td>9606.ENSP00000470788</td>\n",
       "      <td>9606.ENSP00000321345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.320</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.731</td>\n",
       "      <td>0.980</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>KRT6A</td>\n",
       "      <td>KRT6B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4445298</td>\n",
       "      <td>4434219</td>\n",
       "      <td>9606.ENSP00000369317</td>\n",
       "      <td>9606.ENSP00000252252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.987</td>\n",
       "      <td>0.805</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.902</td>\n",
       "      <td>0.979</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CXCL11</td>\n",
       "      <td>PF4</td>\n",
       "      <td>CXCL11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438264</td>\n",
       "      <td>4437224</td>\n",
       "      <td>9606.ENSP00000306884</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.062</td>\n",
       "      <td>0.203</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.758</td>\n",
       "      <td>0.979</td>\n",
       "      <td>CXCL11</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>IL22</td>\n",
       "      <td>IFNL1</td>\n",
       "      <td>IL22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4450035</td>\n",
       "      <td>4440147</td>\n",
       "      <td>9606.ENSP00000442424</td>\n",
       "      <td>9606.ENSP00000329991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.423</td>\n",
       "      <td>0.422</td>\n",
       "      <td>IL22</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>IL1A</td>\n",
       "      <td>CCL22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCL22</td>\n",
       "      <td>4435240</td>\n",
       "      <td>4433070</td>\n",
       "      <td>9606.ENSP00000263339</td>\n",
       "      <td>9606.ENSP00000219235</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.062</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.409</td>\n",
       "      <td>0.421</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>IL31</td>\n",
       "      <td>IFNL1</td>\n",
       "      <td>IL31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4444812</td>\n",
       "      <td>4440147</td>\n",
       "      <td>9606.ENSP00000366234</td>\n",
       "      <td>9606.ENSP00000329991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.421</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>IL25</td>\n",
       "      <td>IL23R</td>\n",
       "      <td>IL25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4439984</td>\n",
       "      <td>4439435</td>\n",
       "      <td>9606.ENSP00000328111</td>\n",
       "      <td>9606.ENSP00000321345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.421</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>TXLNA</td>\n",
       "      <td>CXCL8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CXCL8</td>\n",
       "      <td>4444224</td>\n",
       "      <td>4438229</td>\n",
       "      <td>9606.ENSP00000362711</td>\n",
       "      <td>9606.ENSP00000306512</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Error?</td>\n",
       "      <td>CXCL8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>IL32</td>\n",
       "      <td>IFNL1</td>\n",
       "      <td>IL32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4449620</td>\n",
       "      <td>4440147</td>\n",
       "      <td>9606.ENSP00000432218</td>\n",
       "      <td>9606.ENSP00000329991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.421</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>TXLNA</td>\n",
       "      <td>IL5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL5</td>\n",
       "      <td>4444224</td>\n",
       "      <td>4433534</td>\n",
       "      <td>9606.ENSP00000362711</td>\n",
       "      <td>9606.ENSP00000231454</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.420</td>\n",
       "      <td>Error?</td>\n",
       "      <td>IL5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>HP</td>\n",
       "      <td>IL2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL2</td>\n",
       "      <td>4441808</td>\n",
       "      <td>4433376</td>\n",
       "      <td>9606.ENSP00000348170</td>\n",
       "      <td>9606.ENSP00000226730</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.419</td>\n",
       "      <td>0.419</td>\n",
       "      <td>AKI</td>\n",
       "      <td>IL2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>TF</td>\n",
       "      <td>CA2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4447279</td>\n",
       "      <td>4436628</td>\n",
       "      <td>9606.ENSP00000385834</td>\n",
       "      <td>9606.ENSP00000285379</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.406</td>\n",
       "      <td>0.419</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>DSG1</td>\n",
       "      <td>KRT6B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4434533</td>\n",
       "      <td>4434219</td>\n",
       "      <td>9606.ENSP00000257192</td>\n",
       "      <td>9606.ENSP00000252252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.172</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.326</td>\n",
       "      <td>0.418</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>CCL14</td>\n",
       "      <td>PF4</td>\n",
       "      <td>CCL14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4451355</td>\n",
       "      <td>4437224</td>\n",
       "      <td>9606.ENSP00000479097</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.405</td>\n",
       "      <td>0.418</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>CA2</td>\n",
       "      <td>HBA2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4436628</td>\n",
       "      <td>4434183</td>\n",
       "      <td>9606.ENSP00000285379</td>\n",
       "      <td>9606.ENSP00000251595</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.385</td>\n",
       "      <td>0.417</td>\n",
       "      <td>AKI</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>HP</td>\n",
       "      <td>CXCL16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CXCL16</td>\n",
       "      <td>4441808</td>\n",
       "      <td>4437032</td>\n",
       "      <td>9606.ENSP00000348170</td>\n",
       "      <td>9606.ENSP00000293778</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.061</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.404</td>\n",
       "      <td>0.417</td>\n",
       "      <td>AKI</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>CCL26</td>\n",
       "      <td>DSG1</td>\n",
       "      <td>CCL26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4446345</td>\n",
       "      <td>4434533</td>\n",
       "      <td>9606.ENSP00000378365</td>\n",
       "      <td>9606.ENSP00000257192</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.414</td>\n",
       "      <td>0.414</td>\n",
       "      <td>Error?</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>IL6</td>\n",
       "      <td>FASN</td>\n",
       "      <td>IL6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4447254</td>\n",
       "      <td>4438061</td>\n",
       "      <td>9606.ENSP00000385675</td>\n",
       "      <td>9606.ENSP00000304592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.415</td>\n",
       "      <td>0.414</td>\n",
       "      <td>IL6</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>IL6</td>\n",
       "      <td>TXLNA</td>\n",
       "      <td>IL6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4447254</td>\n",
       "      <td>4444224</td>\n",
       "      <td>9606.ENSP00000385675</td>\n",
       "      <td>9606.ENSP00000362711</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.414</td>\n",
       "      <td>0.414</td>\n",
       "      <td>IL6</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>CCL11</td>\n",
       "      <td>PPBP</td>\n",
       "      <td>CCL11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4437839</td>\n",
       "      <td>4437223</td>\n",
       "      <td>9606.ENSP00000302234</td>\n",
       "      <td>9606.ENSP00000296028</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.064</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.399</td>\n",
       "      <td>0.413</td>\n",
       "      <td>CCL11</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>COL1A2</td>\n",
       "      <td>CCL2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCL2</td>\n",
       "      <td>4437383</td>\n",
       "      <td>4433339</td>\n",
       "      <td>9606.ENSP00000297268</td>\n",
       "      <td>9606.ENSP00000225831</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.098</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.372</td>\n",
       "      <td>0.409</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>CCL2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>CCL23</td>\n",
       "      <td>PF4</td>\n",
       "      <td>CCL23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4451581</td>\n",
       "      <td>4437224</td>\n",
       "      <td>9606.ENSP00000481357</td>\n",
       "      <td>9606.ENSP00000296029</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.380</td>\n",
       "      <td>0.409</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>TNF</td>\n",
       "      <td>COL1A2</td>\n",
       "      <td>TNF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4448041</td>\n",
       "      <td>4437383</td>\n",
       "      <td>9606.ENSP00000398698</td>\n",
       "      <td>9606.ENSP00000297268</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.347</td>\n",
       "      <td>0.407</td>\n",
       "      <td>TNF</td>\n",
       "      <td>CNTRL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>IL10RB</td>\n",
       "      <td>IL18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL18</td>\n",
       "      <td>4436842</td>\n",
       "      <td>4436375</td>\n",
       "      <td>9606.ENSP00000290200</td>\n",
       "      <td>9606.ENSP00000280357</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.407</td>\n",
       "      <td>Error?</td>\n",
       "      <td>IL18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>GIG25</td>\n",
       "      <td>FGG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4446103</td>\n",
       "      <td>4440740</td>\n",
       "      <td>9606.ENSP00000376793</td>\n",
       "      <td>9606.ENSP00000336829</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.153</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.327</td>\n",
       "      <td>0.406</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>ALDOB</td>\n",
       "      <td>FGA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4444463</td>\n",
       "      <td>4438214</td>\n",
       "      <td>9606.ENSP00000363988</td>\n",
       "      <td>9606.ENSP00000306361</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.256</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.231</td>\n",
       "      <td>0.404</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>IL17A</td>\n",
       "      <td>IFNL1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441397</td>\n",
       "      <td>4440147</td>\n",
       "      <td>9606.ENSP00000344192</td>\n",
       "      <td>9606.ENSP00000329991</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.403</td>\n",
       "      <td>0.403</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>TF</td>\n",
       "      <td>GIG25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4447279</td>\n",
       "      <td>4446103</td>\n",
       "      <td>9606.ENSP00000385834</td>\n",
       "      <td>9606.ENSP00000376793</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.108</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.359</td>\n",
       "      <td>0.403</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>FGB</td>\n",
       "      <td>C3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4438190</td>\n",
       "      <td>4433951</td>\n",
       "      <td>9606.ENSP00000306099</td>\n",
       "      <td>9606.ENSP00000245907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.195</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.286</td>\n",
       "      <td>0.401</td>\n",
       "      <td>AKI</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>IL1A</td>\n",
       "      <td>CCL1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCL1</td>\n",
       "      <td>4435240</td>\n",
       "      <td>4433340</td>\n",
       "      <td>9606.ENSP00000263339</td>\n",
       "      <td>9606.ENSP00000225842</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.069</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.383</td>\n",
       "      <td>0.401</td>\n",
       "      <td>Error?</td>\n",
       "      <td>CCL1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>PEF1</td>\n",
       "      <td>FASN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4444250</td>\n",
       "      <td>4438061</td>\n",
       "      <td>9606.ENSP00000362807</td>\n",
       "      <td>9606.ENSP00000304592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.400</td>\n",
       "      <td>CNTRL</td>\n",
       "      <td>AKI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>C4B</td>\n",
       "      <td>IL10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL10</td>\n",
       "      <td>4448805</td>\n",
       "      <td>4448642</td>\n",
       "      <td>9606.ENSP00000415941</td>\n",
       "      <td>9606.ENSP00000412237</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.400</td>\n",
       "      <td>0.400</td>\n",
       "      <td>AKI</td>\n",
       "      <td>IL10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>IL27</td>\n",
       "      <td>IL23R</td>\n",
       "      <td>IL27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4441919</td>\n",
       "      <td>4439435</td>\n",
       "      <td>9606.ENSP00000349365</td>\n",
       "      <td>9606.ENSP00000321345</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.401</td>\n",
       "      <td>0.400</td>\n",
       "      <td>Error?</td>\n",
       "      <td>Error?</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>593 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       #node1   node2 Node1 Cytokine? Node2 Cytokine?  \\\n",
       "0       KRT10    KRT1             NaN             NaN   \n",
       "1         FGA     FGB             NaN             NaN   \n",
       "2         FGG     FGA             NaN             NaN   \n",
       "3      COL1A2  COL1A1             NaN             NaN   \n",
       "4        KRT5   KRT14             NaN             NaN   \n",
       "5         FGG     FGB             NaN             NaN   \n",
       "6        KRT1    KRT5             NaN             NaN   \n",
       "7        KRT2    KRT1             NaN             NaN   \n",
       "8       KRT16    KRT5             NaN             NaN   \n",
       "9       KRT77   KRT10             NaN             NaN   \n",
       "10       KRT2    KRT5             NaN             NaN   \n",
       "11      KRT10    KRT5             NaN             NaN   \n",
       "12       KRT2   KRT10             NaN             NaN   \n",
       "13        HBB    HBA2             NaN             NaN   \n",
       "14      KRT77    KRT1             NaN             NaN   \n",
       "15      KRT77    KRT2             NaN             NaN   \n",
       "16        JUP     DSP             NaN             NaN   \n",
       "17         HP     HBB             NaN             NaN   \n",
       "18   SERPINA1     A2M             NaN             NaN   \n",
       "19        DSP    DSG1             NaN             NaN   \n",
       "20       CCL5     PF4            CCL5             NaN   \n",
       "21      KRT16   KRT10             NaN             NaN   \n",
       "22        JUP    DSG1             NaN             NaN   \n",
       "23      CXCL9     PF4           CXCL9             NaN   \n",
       "24      IL17A     IL2             NaN             IL2   \n",
       "25       IL10  IL10RB            IL10             NaN   \n",
       "26        PF4    PPBP             NaN             NaN   \n",
       "27    IL12RB1   IL23R             NaN             NaN   \n",
       "28      KRT6A   KRT6B             NaN             NaN   \n",
       "29     CXCL11     PF4          CXCL11             NaN   \n",
       "..        ...     ...             ...             ...   \n",
       "563      IL22   IFNL1            IL22             NaN   \n",
       "564      IL1A   CCL22             NaN           CCL22   \n",
       "565      IL31   IFNL1            IL31             NaN   \n",
       "566      IL25   IL23R            IL25             NaN   \n",
       "567     TXLNA   CXCL8             NaN           CXCL8   \n",
       "568      IL32   IFNL1            IL32             NaN   \n",
       "569     TXLNA     IL5             NaN             IL5   \n",
       "570        HP     IL2             NaN             IL2   \n",
       "571        TF     CA2             NaN             NaN   \n",
       "572      DSG1   KRT6B             NaN             NaN   \n",
       "573     CCL14     PF4           CCL14             NaN   \n",
       "574       CA2    HBA2             NaN             NaN   \n",
       "575        HP  CXCL16             NaN          CXCL16   \n",
       "576     CCL26    DSG1           CCL26             NaN   \n",
       "577       IL6    FASN             IL6             NaN   \n",
       "578       IL6   TXLNA             IL6             NaN   \n",
       "579     CCL11    PPBP           CCL11             NaN   \n",
       "580    COL1A2    CCL2             NaN            CCL2   \n",
       "581     CCL23     PF4           CCL23             NaN   \n",
       "582       TNF  COL1A2             TNF             NaN   \n",
       "583    IL10RB    IL18             NaN            IL18   \n",
       "584     GIG25     FGG             NaN             NaN   \n",
       "585     ALDOB     FGA             NaN             NaN   \n",
       "586     IL17A   IFNL1             NaN             NaN   \n",
       "587        TF   GIG25             NaN             NaN   \n",
       "588       FGB      C3             NaN             NaN   \n",
       "589      IL1A    CCL1             NaN            CCL1   \n",
       "590      PEF1    FASN             NaN             NaN   \n",
       "591       C4B    IL10             NaN            IL10   \n",
       "592      IL27   IL23R            IL27             NaN   \n",
       "\n",
       "     node1_string_internal_id  node2_string_internal_id     node1_external_id  \\\n",
       "0                     4435898                   4434216  9606.ENSP00000269576   \n",
       "1                     4438214                   4438190  9606.ENSP00000306361   \n",
       "2                     4440740                   4438214  9606.ENSP00000336829   \n",
       "3                     4437383                   4433346  9606.ENSP00000297268   \n",
       "4                     4434215                   4432701  9606.ENSP00000252242   \n",
       "5                     4440740                   4438190  9606.ENSP00000336829   \n",
       "6                     4434216                   4434215  9606.ENSP00000252244   \n",
       "7                     4438640                   4434216  9606.ENSP00000310861   \n",
       "8                     4437781                   4434215  9606.ENSP00000301653   \n",
       "9                     4441276                   4435898  9606.ENSP00000342710   \n",
       "10                    4438640                   4434215  9606.ENSP00000310861   \n",
       "11                    4435898                   4434215  9606.ENSP00000269576   \n",
       "12                    4438640                   4435898  9606.ENSP00000310861   \n",
       "13                    4440511                   4434183  9606.ENSP00000333994   \n",
       "14                    4441276                   4434216  9606.ENSP00000342710   \n",
       "15                    4441276                   4438640  9606.ENSP00000342710   \n",
       "16                    4446205                   4445274  9606.ENSP00000377508   \n",
       "17                    4441808                   4440511  9606.ENSP00000348170   \n",
       "18                    4448813                   4439653  9606.ENSP00000416066   \n",
       "19                    4445274                   4434533  9606.ENSP00000369129   \n",
       "20                    4451102                   4437224  9606.ENSP00000474412   \n",
       "21                    4437781                   4435898  9606.ENSP00000301653   \n",
       "22                    4446205                   4434533  9606.ENSP00000377508   \n",
       "23                    4442567                   4437224  9606.ENSP00000354901   \n",
       "24                    4441397                   4433376  9606.ENSP00000344192   \n",
       "25                    4448642                   4436842  9606.ENSP00000412237   \n",
       "26                    4437224                   4437223  9606.ENSP00000296029   \n",
       "27                    4450970                   4439435  9606.ENSP00000470788   \n",
       "28                    4445298                   4434219  9606.ENSP00000369317   \n",
       "29                    4438264                   4437224  9606.ENSP00000306884   \n",
       "..                        ...                       ...                   ...   \n",
       "563                   4450035                   4440147  9606.ENSP00000442424   \n",
       "564                   4435240                   4433070  9606.ENSP00000263339   \n",
       "565                   4444812                   4440147  9606.ENSP00000366234   \n",
       "566                   4439984                   4439435  9606.ENSP00000328111   \n",
       "567                   4444224                   4438229  9606.ENSP00000362711   \n",
       "568                   4449620                   4440147  9606.ENSP00000432218   \n",
       "569                   4444224                   4433534  9606.ENSP00000362711   \n",
       "570                   4441808                   4433376  9606.ENSP00000348170   \n",
       "571                   4447279                   4436628  9606.ENSP00000385834   \n",
       "572                   4434533                   4434219  9606.ENSP00000257192   \n",
       "573                   4451355                   4437224  9606.ENSP00000479097   \n",
       "574                   4436628                   4434183  9606.ENSP00000285379   \n",
       "575                   4441808                   4437032  9606.ENSP00000348170   \n",
       "576                   4446345                   4434533  9606.ENSP00000378365   \n",
       "577                   4447254                   4438061  9606.ENSP00000385675   \n",
       "578                   4447254                   4444224  9606.ENSP00000385675   \n",
       "579                   4437839                   4437223  9606.ENSP00000302234   \n",
       "580                   4437383                   4433339  9606.ENSP00000297268   \n",
       "581                   4451581                   4437224  9606.ENSP00000481357   \n",
       "582                   4448041                   4437383  9606.ENSP00000398698   \n",
       "583                   4436842                   4436375  9606.ENSP00000290200   \n",
       "584                   4446103                   4440740  9606.ENSP00000376793   \n",
       "585                   4444463                   4438214  9606.ENSP00000363988   \n",
       "586                   4441397                   4440147  9606.ENSP00000344192   \n",
       "587                   4447279                   4446103  9606.ENSP00000385834   \n",
       "588                   4438190                   4433951  9606.ENSP00000306099   \n",
       "589                   4435240                   4433340  9606.ENSP00000263339   \n",
       "590                   4444250                   4438061  9606.ENSP00000362807   \n",
       "591                   4448805                   4448642  9606.ENSP00000415941   \n",
       "592                   4441919                   4439435  9606.ENSP00000349365   \n",
       "\n",
       "        node2_external_id  neighborhood_on_chromosome  gene_fusion  \\\n",
       "0    9606.ENSP00000252244                           0            0   \n",
       "1    9606.ENSP00000306099                           0            0   \n",
       "2    9606.ENSP00000306361                           0            0   \n",
       "3    9606.ENSP00000225964                           0            0   \n",
       "4    9606.ENSP00000167586                           0            0   \n",
       "5    9606.ENSP00000306099                           0            0   \n",
       "6    9606.ENSP00000252242                           0            0   \n",
       "7    9606.ENSP00000252244                           0            0   \n",
       "8    9606.ENSP00000252242                           0            0   \n",
       "9    9606.ENSP00000269576                           0            0   \n",
       "10   9606.ENSP00000252242                           0            0   \n",
       "11   9606.ENSP00000252242                           0            0   \n",
       "12   9606.ENSP00000269576                           0            0   \n",
       "13   9606.ENSP00000251595                           0            0   \n",
       "14   9606.ENSP00000252244                           0            0   \n",
       "15   9606.ENSP00000310861                           0            0   \n",
       "16   9606.ENSP00000369129                           0            0   \n",
       "17   9606.ENSP00000333994                           0            0   \n",
       "18   9606.ENSP00000323929                           0            0   \n",
       "19   9606.ENSP00000257192                           0            0   \n",
       "20   9606.ENSP00000296029                           0            0   \n",
       "21   9606.ENSP00000269576                           0            0   \n",
       "22   9606.ENSP00000257192                           0            0   \n",
       "23   9606.ENSP00000296029                           0            0   \n",
       "24   9606.ENSP00000226730                           0            0   \n",
       "25   9606.ENSP00000290200                           0            0   \n",
       "26   9606.ENSP00000296028                           0            0   \n",
       "27   9606.ENSP00000321345                           0            0   \n",
       "28   9606.ENSP00000252252                           0            0   \n",
       "29   9606.ENSP00000296029                           0            0   \n",
       "..                    ...                         ...          ...   \n",
       "563  9606.ENSP00000329991                           0            0   \n",
       "564  9606.ENSP00000219235                           0            0   \n",
       "565  9606.ENSP00000329991                           0            0   \n",
       "566  9606.ENSP00000321345                           0            0   \n",
       "567  9606.ENSP00000306512                           0            0   \n",
       "568  9606.ENSP00000329991                           0            0   \n",
       "569  9606.ENSP00000231454                           0            0   \n",
       "570  9606.ENSP00000226730                           0            0   \n",
       "571  9606.ENSP00000285379                           0            0   \n",
       "572  9606.ENSP00000252252                           0            0   \n",
       "573  9606.ENSP00000296029                           0            0   \n",
       "574  9606.ENSP00000251595                           0            0   \n",
       "575  9606.ENSP00000293778                           0            0   \n",
       "576  9606.ENSP00000257192                           0            0   \n",
       "577  9606.ENSP00000304592                           0            0   \n",
       "578  9606.ENSP00000362711                           0            0   \n",
       "579  9606.ENSP00000296028                           0            0   \n",
       "580  9606.ENSP00000225831                           0            0   \n",
       "581  9606.ENSP00000296029                           0            0   \n",
       "582  9606.ENSP00000297268                           0            0   \n",
       "583  9606.ENSP00000280357                           0            0   \n",
       "584  9606.ENSP00000336829                           0            0   \n",
       "585  9606.ENSP00000306361                           0            0   \n",
       "586  9606.ENSP00000329991                           0            0   \n",
       "587  9606.ENSP00000376793                           0            0   \n",
       "588  9606.ENSP00000245907                           0            0   \n",
       "589  9606.ENSP00000225842                           0            0   \n",
       "590  9606.ENSP00000304592                           0            0   \n",
       "591  9606.ENSP00000412237                           0            0   \n",
       "592  9606.ENSP00000321345                           0            0   \n",
       "\n",
       "     phylogenetic_cooccurrence  homology  coexpression  \\\n",
       "0                        0.000     0.880         0.147   \n",
       "1                        0.000     0.744         0.992   \n",
       "2                        0.000     0.764         0.993   \n",
       "3                        0.443     0.958         0.991   \n",
       "4                        0.000     0.781         0.742   \n",
       "5                        0.000     0.803         0.992   \n",
       "6                        0.000     0.963         0.131   \n",
       "7                        0.000     0.965         0.309   \n",
       "8                        0.000     0.780         0.533   \n",
       "9                        0.000     0.786         0.147   \n",
       "10                       0.000     0.958         0.090   \n",
       "11                       0.000     0.795         0.084   \n",
       "12                       0.000     0.853         0.081   \n",
       "13                       0.000     0.900         0.570   \n",
       "14                       0.000     0.963         0.153   \n",
       "15                       0.000     0.957         0.182   \n",
       "16                       0.000     0.000         0.248   \n",
       "17                       0.000     0.000         0.060   \n",
       "18                       0.000     0.000         0.119   \n",
       "19                       0.000     0.000         0.063   \n",
       "20                       0.000     0.000         0.095   \n",
       "21                       0.000     0.952         0.082   \n",
       "22                       0.000     0.000         0.062   \n",
       "23                       0.000     0.000         0.061   \n",
       "24                       0.000     0.000         0.077   \n",
       "25                       0.000     0.000         0.000   \n",
       "26                       0.000     0.886         0.786   \n",
       "27                       0.000     0.000         0.061   \n",
       "28                       0.000     0.987         0.805   \n",
       "29                       0.000     0.000         0.062   \n",
       "..                         ...       ...           ...   \n",
       "563                      0.000     0.000         0.000   \n",
       "564                      0.000     0.000         0.062   \n",
       "565                      0.000     0.000         0.000   \n",
       "566                      0.000     0.000         0.000   \n",
       "567                      0.000     0.000         0.000   \n",
       "568                      0.000     0.000         0.000   \n",
       "569                      0.000     0.000         0.000   \n",
       "570                      0.000     0.000         0.000   \n",
       "571                      0.000     0.000         0.061   \n",
       "572                      0.000     0.000         0.172   \n",
       "573                      0.000     0.000         0.061   \n",
       "574                      0.000     0.000         0.090   \n",
       "575                      0.000     0.000         0.061   \n",
       "576                      0.000     0.000         0.000   \n",
       "577                      0.000     0.000         0.000   \n",
       "578                      0.000     0.000         0.000   \n",
       "579                      0.000     0.000         0.064   \n",
       "580                      0.000     0.000         0.098   \n",
       "581                      0.000     0.000         0.085   \n",
       "582                      0.000     0.000         0.000   \n",
       "583                      0.000     0.000         0.000   \n",
       "584                      0.000     0.000         0.153   \n",
       "585                      0.000     0.000         0.256   \n",
       "586                      0.000     0.000         0.000   \n",
       "587                      0.000     0.000         0.108   \n",
       "588                      0.000     0.000         0.195   \n",
       "589                      0.000     0.000         0.069   \n",
       "590                      0.000     0.000         0.000   \n",
       "591                      0.000     0.000         0.000   \n",
       "592                      0.000     0.000         0.000   \n",
       "\n",
       "     experimentally_determined_interaction  database_annotated  \\\n",
       "0                                    0.990                0.90   \n",
       "1                                    0.961                0.90   \n",
       "2                                    0.966                0.90   \n",
       "3                                    0.454                0.90   \n",
       "4                                    0.991                0.90   \n",
       "5                                    0.962                0.90   \n",
       "6                                    0.976                0.90   \n",
       "7                                    0.953                0.90   \n",
       "8                                    0.910                0.90   \n",
       "9                                    0.955                0.90   \n",
       "10                                   0.965                0.90   \n",
       "11                                   0.945                0.90   \n",
       "12                                   0.945                0.90   \n",
       "13                                   0.965                0.72   \n",
       "14                                   0.948                0.90   \n",
       "15                                   0.941                0.90   \n",
       "16                                   0.389                0.90   \n",
       "17                                   0.889                0.90   \n",
       "18                                   0.000                0.90   \n",
       "19                                   0.056                0.90   \n",
       "20                                   0.461                0.90   \n",
       "21                                   0.885                0.90   \n",
       "22                                   0.478                0.90   \n",
       "23                                   0.230                0.90   \n",
       "24                                   0.689                0.00   \n",
       "25                                   0.379                0.90   \n",
       "26                                   0.000                0.90   \n",
       "27                                   0.320                0.90   \n",
       "28                                   0.000                0.90   \n",
       "29                                   0.203                0.90   \n",
       "..                                     ...                 ...   \n",
       "563                                  0.000                0.00   \n",
       "564                                  0.000                0.00   \n",
       "565                                  0.000                0.00   \n",
       "566                                  0.000                0.00   \n",
       "567                                  0.000                0.00   \n",
       "568                                  0.000                0.00   \n",
       "569                                  0.000                0.00   \n",
       "570                                  0.000                0.00   \n",
       "571                                  0.000                0.00   \n",
       "572                                  0.000                0.00   \n",
       "573                                  0.000                0.00   \n",
       "574                                  0.000                0.00   \n",
       "575                                  0.000                0.00   \n",
       "576                                  0.000                0.00   \n",
       "577                                  0.000                0.00   \n",
       "578                                  0.000                0.00   \n",
       "579                                  0.000                0.00   \n",
       "580                                  0.000                0.00   \n",
       "581                                  0.000                0.00   \n",
       "582                                  0.130                0.00   \n",
       "583                                  0.000                0.00   \n",
       "584                                  0.000                0.00   \n",
       "585                                  0.000                0.00   \n",
       "586                                  0.000                0.00   \n",
       "587                                  0.000                0.00   \n",
       "588                                  0.000                0.00   \n",
       "589                                  0.000                0.00   \n",
       "590                                  0.400                0.00   \n",
       "591                                  0.000                0.00   \n",
       "592                                  0.000                0.00   \n",
       "\n",
       "     automated_textmining  combined_score node1_cat node2_cat  \n",
       "0                   0.890           0.999     CNTRL     CNTRL  \n",
       "1                   0.955           0.999       AKI       AKI  \n",
       "2                   0.940           0.999       AKI       AKI  \n",
       "3                   0.948           0.999     CNTRL     CNTRL  \n",
       "4                   0.950           0.999     CNTRL     CNTRL  \n",
       "5                   0.938           0.999       AKI       AKI  \n",
       "6                   0.670           0.997     CNTRL     CNTRL  \n",
       "7                   0.800           0.996     CNTRL     CNTRL  \n",
       "8                   0.673           0.996     CNTRL     CNTRL  \n",
       "9                   0.455           0.996     CNTRL     CNTRL  \n",
       "10                  0.539           0.996     CNTRL     CNTRL  \n",
       "11                  0.745           0.995     CNTRL     CNTRL  \n",
       "12                  0.712           0.995     CNTRL     CNTRL  \n",
       "13                  0.906           0.995     CNTRL     CNTRL  \n",
       "14                  0.529           0.995     CNTRL     CNTRL  \n",
       "15                  0.584           0.994     CNTRL     CNTRL  \n",
       "16                  0.874           0.993     CNTRL     CNTRL  \n",
       "17                  0.448           0.993       AKI     CNTRL  \n",
       "18                  0.920           0.992       AKI       AKI  \n",
       "19                  0.924           0.992     CNTRL     CNTRL  \n",
       "20                  0.828           0.990      CCL5    Error?  \n",
       "21                  0.740           0.988     CNTRL     CNTRL  \n",
       "22                  0.732           0.985     CNTRL     CNTRL  \n",
       "23                  0.800           0.983     CXCL9    Error?  \n",
       "24                  0.944           0.982    Error?       IL2  \n",
       "25                  0.732           0.981      IL10    Error?  \n",
       "26                  0.922           0.980    Error?    Error?  \n",
       "27                  0.731           0.980    Error?    Error?  \n",
       "28                  0.902           0.979     CNTRL     CNTRL  \n",
       "29                  0.758           0.979    CXCL11    Error?  \n",
       "..                    ...             ...       ...       ...  \n",
       "563                 0.423           0.422      IL22    Error?  \n",
       "564                 0.409           0.421    Error?    Error?  \n",
       "565                 0.421           0.420    Error?    Error?  \n",
       "566                 0.421           0.420    Error?    Error?  \n",
       "567                 0.420           0.420    Error?     CXCL8  \n",
       "568                 0.421           0.420    Error?    Error?  \n",
       "569                 0.420           0.420    Error?       IL5  \n",
       "570                 0.419           0.419       AKI       IL2  \n",
       "571                 0.406           0.419       AKI       AKI  \n",
       "572                 0.326           0.418     CNTRL     CNTRL  \n",
       "573                 0.405           0.418    Error?    Error?  \n",
       "574                 0.385           0.417       AKI     CNTRL  \n",
       "575                 0.404           0.417       AKI    Error?  \n",
       "576                 0.414           0.414    Error?     CNTRL  \n",
       "577                 0.415           0.414       IL6       AKI  \n",
       "578                 0.414           0.414       IL6    Error?  \n",
       "579                 0.399           0.413     CCL11    Error?  \n",
       "580                 0.372           0.409     CNTRL      CCL2  \n",
       "581                 0.380           0.409    Error?    Error?  \n",
       "582                 0.347           0.407       TNF     CNTRL  \n",
       "583                 0.407           0.407    Error?      IL18  \n",
       "584                 0.327           0.406       AKI       AKI  \n",
       "585                 0.231           0.404       AKI       AKI  \n",
       "586                 0.403           0.403    Error?    Error?  \n",
       "587                 0.359           0.403       AKI       AKI  \n",
       "588                 0.286           0.401       AKI       AKI  \n",
       "589                 0.383           0.401    Error?      CCL1  \n",
       "590                 0.000           0.400     CNTRL       AKI  \n",
       "591                 0.400           0.400       AKI      IL10  \n",
       "592                 0.401           0.400    Error?    Error?  \n",
       "\n",
       "[593 rows x 19 columns]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Edges_df['node1_cat']=node1\n",
    "Edges_df['node2_cat']=node2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove edges with errors:\n",
    "Edges_df2 = Edges_df[Edges_df['node1_cat']!='Error?']\n",
    "Edges_df2 = Edges_df2[Edges_df2['node2_cat']!='Error?']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Count the number of connections of each cytokine to each category (AKI or CNTRL). Then divide by the total number of connections within the category. Then compare this ratio to the ratio of connections this cytokine has in the entire dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "Node1_AKI=Edges_df2[Edges_df2['node1_cat']==\"AKI\"]\n",
    "Node1_cytokine_counts=pd.DataFrame.from_dict(Counter(Node1_AKI[Node1_AKI['node2_cat'].isin(cytokines_filtered)]['node2_cat']),orient = 'index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "Node2_AKI=Edges_df2[Edges_df2['node2_cat']==\"AKI\"]\n",
    "Node2_cytokine_counts=pd.DataFrame.from_dict(Counter(Node2_AKI[Node2_AKI['node1_cat'].isin(cytokines_filtered)]['node1_cat']),orient = 'index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0_x</th>\n",
       "      <th>0_y</th>\n",
       "      <th>AKI_Connections</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCL1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL19</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL20</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL27</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL4</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL12</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL10</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL6</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNF</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0_x  0_y  AKI_Connections\n",
       "CCL1    NaN  1.0              1.0\n",
       "CCL11   1.0  1.0              2.0\n",
       "CCL19   1.0  NaN              1.0\n",
       "CCL2    NaN  2.0              2.0\n",
       "CCL20   1.0  NaN              1.0\n",
       "CCL21   1.0  1.0              2.0\n",
       "CCL27   1.0  NaN              1.0\n",
       "CCL4    3.0  NaN              3.0\n",
       "CCL5    1.0  NaN              1.0\n",
       "CXCL1   2.0  NaN              2.0\n",
       "CXCL10  1.0  NaN              1.0\n",
       "CXCL11  1.0  NaN              1.0\n",
       "CXCL12  3.0  NaN              3.0\n",
       "CXCL2   1.0  NaN              1.0\n",
       "CXCL3   1.0  NaN              1.0\n",
       "CXCL5   1.0  NaN              1.0\n",
       "CXCL6   NaN  1.0              1.0\n",
       "CXCL8   1.0  2.0              3.0\n",
       "CXCL9   1.0  NaN              1.0\n",
       "IL10    3.0  1.0              4.0\n",
       "IL2     NaN  2.0              2.0\n",
       "IL24    1.0  NaN              1.0\n",
       "IL4     NaN  3.0              3.0\n",
       "IL6     9.0  3.0             12.0\n",
       "TNF     4.0  2.0              6.0"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3=Node2_cytokine_counts.merge(Node1_cytokine_counts,left_index=True,right_index=True,how='outer')\n",
    "df3['AKI_Connections'] = df3.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0_x</th>\n",
       "      <th>0_y</th>\n",
       "      <th>CNTRL_Connections</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCL19</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL20</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL12</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL13</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL6</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNF</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0_x  0_y  CNTRL_Connections\n",
       "CCL19   2.0  NaN                2.0\n",
       "CCL2    NaN  2.0                2.0\n",
       "CCL20   2.0  NaN                2.0\n",
       "CXCL1   3.0  NaN                3.0\n",
       "CXCL12  2.0  NaN                2.0\n",
       "IL13    2.0  NaN                2.0\n",
       "IL24    1.0  NaN                1.0\n",
       "IL4     NaN  1.0                1.0\n",
       "IL6     3.0  NaN                3.0\n",
       "TNF     2.0  NaN                2.0"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Node1_CNTRL=Edges_df2[Edges_df2['node1_cat']==\"CNTRL\"]\n",
    "Node1_cytokine_counts=pd.DataFrame.from_dict(Counter(Node1_CNTRL[Node1_CNTRL['node2_cat'].isin(cytokines_filtered)]['node2_cat']),orient = 'index')\n",
    "\n",
    "Node2_CNTRL=Edges_df2[Edges_df2['node2_cat']==\"CNTRL\"]\n",
    "Node2_cytokine_counts=pd.DataFrame.from_dict(Counter(Node2_CNTRL[Node2_CNTRL['node1_cat'].isin(cytokines_filtered)]['node1_cat']),orient = 'index')\n",
    "\n",
    "df4=Node2_cytokine_counts.merge(Node1_cytokine_counts,left_index=True,right_index=True,how='outer')\n",
    "df4['CNTRL_Connections'] = df4.sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0_x</th>\n",
       "      <th>0_y</th>\n",
       "      <th>Edge_Counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AKI</th>\n",
       "      <td>95.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL2</th>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNTRL</th>\n",
       "      <td>126.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>239.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL8</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL2</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL4</th>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL6</th>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNF</th>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          0_x    0_y  Edge_Counts\n",
       "AKI      95.0   75.0        170.0\n",
       "CCL1      1.0    NaN          1.0\n",
       "CCL11     1.0    1.0          2.0\n",
       "CCL19     NaN    3.0          3.0\n",
       "CCL2      4.0    NaN          4.0\n",
       "CCL20     NaN    3.0          3.0\n",
       "CCL21     1.0    1.0          2.0\n",
       "CCL27     NaN    1.0          1.0\n",
       "CCL4      NaN    3.0          3.0\n",
       "CCL5      NaN    1.0          1.0\n",
       "CNTRL   126.0  113.0        239.0\n",
       "CXCL1     NaN    5.0          5.0\n",
       "CXCL10    NaN    1.0          1.0\n",
       "CXCL11    NaN    1.0          1.0\n",
       "CXCL12    NaN    5.0          5.0\n",
       "CXCL2     NaN    1.0          1.0\n",
       "CXCL3     NaN    1.0          1.0\n",
       "CXCL5     NaN    1.0          1.0\n",
       "CXCL6     1.0    NaN          1.0\n",
       "CXCL8     2.0    1.0          3.0\n",
       "CXCL9     NaN    1.0          1.0\n",
       "IL10      1.0    3.0          4.0\n",
       "IL13      NaN    2.0          2.0\n",
       "IL2       2.0    NaN          2.0\n",
       "IL24      NaN    2.0          2.0\n",
       "IL4       4.0    NaN          4.0\n",
       "IL6       3.0   12.0         15.0\n",
       "TNF       2.0    6.0          8.0"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Number of times AKI is connected:\n",
    "Node1_counts=pd.DataFrame.from_dict(Counter(Edges_df2['node1_cat']),orient = 'index')\n",
    "Node2_counts=pd.DataFrame.from_dict(Counter(Edges_df2['node2_cat']),orient = 'index')\n",
    "\n",
    "df5=Node2_counts.merge(Node1_counts,left_index=True,right_index=True,how='outer')\n",
    "df5['Edge_Counts'] = df5.sum(axis=1)\n",
    "df5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "df5['Prcnt_total']=df5['Edge_Counts']/df5['Edge_Counts'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0_x_x</th>\n",
       "      <th>0_y_x</th>\n",
       "      <th>AKI_Connections</th>\n",
       "      <th>AKI_Connects_div_edges</th>\n",
       "      <th>0_x_y</th>\n",
       "      <th>0_y_y</th>\n",
       "      <th>CNTRL_Connections</th>\n",
       "      <th>CNTRL_Connects_div_edges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCL1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL19</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL20</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL27</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL4</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.012552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL12</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL10</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL6</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.070588</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.012552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNF</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.035294</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0_x_x  0_y_x  AKI_Connections  AKI_Connects_div_edges  0_x_y  0_y_y  \\\n",
       "CCL1      NaN    1.0              1.0                0.005882    NaN    NaN   \n",
       "CCL11     1.0    1.0              2.0                0.011765    NaN    NaN   \n",
       "CCL19     1.0    NaN              1.0                0.005882    2.0    NaN   \n",
       "CCL2      NaN    2.0              2.0                0.011765    NaN    2.0   \n",
       "CCL20     1.0    NaN              1.0                0.005882    2.0    NaN   \n",
       "CCL21     1.0    1.0              2.0                0.011765    NaN    NaN   \n",
       "CCL27     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CCL4      3.0    NaN              3.0                0.017647    NaN    NaN   \n",
       "CCL5      1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL1     2.0    NaN              2.0                0.011765    3.0    NaN   \n",
       "CXCL10    1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL11    1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL12    3.0    NaN              3.0                0.017647    2.0    NaN   \n",
       "CXCL2     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL3     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL5     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL6     NaN    1.0              1.0                0.005882    NaN    NaN   \n",
       "CXCL8     1.0    2.0              3.0                0.017647    NaN    NaN   \n",
       "CXCL9     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "IL10      3.0    1.0              4.0                0.023529    NaN    NaN   \n",
       "IL13      NaN    NaN              NaN                     NaN    2.0    NaN   \n",
       "IL2       NaN    2.0              2.0                0.011765    NaN    NaN   \n",
       "IL24      1.0    NaN              1.0                0.005882    1.0    NaN   \n",
       "IL4       NaN    3.0              3.0                0.017647    NaN    1.0   \n",
       "IL6       9.0    3.0             12.0                0.070588    3.0    NaN   \n",
       "TNF       4.0    2.0              6.0                0.035294    2.0    NaN   \n",
       "\n",
       "        CNTRL_Connections  CNTRL_Connects_div_edges  \n",
       "CCL1                  NaN                       NaN  \n",
       "CCL11                 NaN                       NaN  \n",
       "CCL19                 2.0                  0.008368  \n",
       "CCL2                  2.0                  0.008368  \n",
       "CCL20                 2.0                  0.008368  \n",
       "CCL21                 NaN                       NaN  \n",
       "CCL27                 NaN                       NaN  \n",
       "CCL4                  NaN                       NaN  \n",
       "CCL5                  NaN                       NaN  \n",
       "CXCL1                 3.0                  0.012552  \n",
       "CXCL10                NaN                       NaN  \n",
       "CXCL11                NaN                       NaN  \n",
       "CXCL12                2.0                  0.008368  \n",
       "CXCL2                 NaN                       NaN  \n",
       "CXCL3                 NaN                       NaN  \n",
       "CXCL5                 NaN                       NaN  \n",
       "CXCL6                 NaN                       NaN  \n",
       "CXCL8                 NaN                       NaN  \n",
       "CXCL9                 NaN                       NaN  \n",
       "IL10                  NaN                       NaN  \n",
       "IL13                  2.0                  0.008368  \n",
       "IL2                   NaN                       NaN  \n",
       "IL24                  1.0                  0.004184  \n",
       "IL4                   1.0                  0.004184  \n",
       "IL6                   3.0                  0.012552  \n",
       "TNF                   2.0                  0.008368  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4['CNTRL_Connects_div_edges'] = df4['CNTRL_Connections']/239\n",
    "df3['AKI_Connects_div_edges'] = df3['AKI_Connections']/170\n",
    "df6 = df3.merge(df4,left_index=True,right_index=True,how='outer')\n",
    "df6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>CCL2</th>\n",
       "      <td>NaN</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.006173</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.006173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.012552</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.010288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL10</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL12</th>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.010288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.006173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CXCL9</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.002058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL10</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.023529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.008230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.004115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.011765</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.004115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL24</th>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.005882</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.004115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.017647</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.004184</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.008230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL6</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.070588</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.012552</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.030864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TNF</th>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.035294</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.008368</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.016461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0_x_x  0_y_x  AKI_Connections  AKI_Connects_div_edges  0_x_y  0_y_y  \\\n",
       "CCL1      NaN    1.0              1.0                0.005882    NaN    NaN   \n",
       "CCL11     1.0    1.0              2.0                0.011765    NaN    NaN   \n",
       "CCL19     1.0    NaN              1.0                0.005882    2.0    NaN   \n",
       "CCL2      NaN    2.0              2.0                0.011765    NaN    2.0   \n",
       "CCL20     1.0    NaN              1.0                0.005882    2.0    NaN   \n",
       "CCL21     1.0    1.0              2.0                0.011765    NaN    NaN   \n",
       "CCL27     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CCL4      3.0    NaN              3.0                0.017647    NaN    NaN   \n",
       "CCL5      1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL1     2.0    NaN              2.0                0.011765    3.0    NaN   \n",
       "CXCL10    1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL11    1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL12    3.0    NaN              3.0                0.017647    2.0    NaN   \n",
       "CXCL2     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL3     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL5     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "CXCL6     NaN    1.0              1.0                0.005882    NaN    NaN   \n",
       "CXCL8     1.0    2.0              3.0                0.017647    NaN    NaN   \n",
       "CXCL9     1.0    NaN              1.0                0.005882    NaN    NaN   \n",
       "IL10      3.0    1.0              4.0                0.023529    NaN    NaN   \n",
       "IL13      NaN    NaN              NaN                     NaN    2.0    NaN   \n",
       "IL2       NaN    2.0              2.0                0.011765    NaN    NaN   \n",
       "IL24      1.0    NaN              1.0                0.005882    1.0    NaN   \n",
       "IL4       NaN    3.0              3.0                0.017647    NaN    1.0   \n",
       "IL6       9.0    3.0             12.0                0.070588    3.0    NaN   \n",
       "TNF       4.0    2.0              6.0                0.035294    2.0    NaN   \n",
       "\n",
       "        CNTRL_Connections  CNTRL_Connects_div_edges  0_x   0_y  Edge_Counts  \\\n",
       "CCL1                  NaN                       NaN  1.0   NaN          1.0   \n",
       "CCL11                 NaN                       NaN  1.0   1.0          2.0   \n",
       "CCL19                 2.0                  0.008368  NaN   3.0          3.0   \n",
       "CCL2                  2.0                  0.008368  4.0   NaN          4.0   \n",
       "CCL20                 2.0                  0.008368  NaN   3.0          3.0   \n",
       "CCL21                 NaN                       NaN  1.0   1.0          2.0   \n",
       "CCL27                 NaN                       NaN  NaN   1.0          1.0   \n",
       "CCL4                  NaN                       NaN  NaN   3.0          3.0   \n",
       "CCL5                  NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL1                 3.0                  0.012552  NaN   5.0          5.0   \n",
       "CXCL10                NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL11                NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL12                2.0                  0.008368  NaN   5.0          5.0   \n",
       "CXCL2                 NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL3                 NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL5                 NaN                       NaN  NaN   1.0          1.0   \n",
       "CXCL6                 NaN                       NaN  1.0   NaN          1.0   \n",
       "CXCL8                 NaN                       NaN  2.0   1.0          3.0   \n",
       "CXCL9                 NaN                       NaN  NaN   1.0          1.0   \n",
       "IL10                  NaN                       NaN  1.0   3.0          4.0   \n",
       "IL13                  2.0                  0.008368  NaN   2.0          2.0   \n",
       "IL2                   NaN                       NaN  2.0   NaN          2.0   \n",
       "IL24                  1.0                  0.004184  NaN   2.0          2.0   \n",
       "IL4                   1.0                  0.004184  4.0   NaN          4.0   \n",
       "IL6                   3.0                  0.012552  3.0  12.0         15.0   \n",
       "TNF                   2.0                  0.008368  2.0   6.0          8.0   \n",
       "\n",
       "        Prcnt_total  \n",
       "CCL1       0.002058  \n",
       "CCL11      0.004115  \n",
       "CCL19      0.006173  \n",
       "CCL2       0.008230  \n",
       "CCL20      0.006173  \n",
       "CCL21      0.004115  \n",
       "CCL27      0.002058  \n",
       "CCL4       0.006173  \n",
       "CCL5       0.002058  \n",
       "CXCL1      0.010288  \n",
       "CXCL10     0.002058  \n",
       "CXCL11     0.002058  \n",
       "CXCL12     0.010288  \n",
       "CXCL2      0.002058  \n",
       "CXCL3      0.002058  \n",
       "CXCL5      0.002058  \n",
       "CXCL6      0.002058  \n",
       "CXCL8      0.006173  \n",
       "CXCL9      0.002058  \n",
       "IL10       0.008230  \n",
       "IL13       0.004115  \n",
       "IL2        0.004115  \n",
       "IL24       0.004115  \n",
       "IL4        0.008230  \n",
       "IL6        0.030864  \n",
       "TNF        0.016461  "
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df7 = df6.merge(df5,left_index=True,right_index=True)\n",
    "df7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "df7['Prct_AKI_Edges_div_Prct_Total_Edges']= df7['AKI_Connects_div_edges']/df7['Prcnt_total']\n",
    "df7['Prct_CNTRL_Edges_div_Prct_Total_Edges']= df7['CNTRL_Connects_div_edges']/df7['Prcnt_total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "df7.to_csv('./Cytokine_inferences.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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