ctcf_chip_seq_cross_cell_type_correlation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![encodelogo](images/encodelogo.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploration of ENCODE cell types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook will explore ENCODE [CTCF](https://www.ncbi.nlm.nih.gov/gene/10664) ChIP-seq data across different cell types. We will first narrow down the ENCODE data to explore by querying the [ENCODE Portal](https://www.encodeproject.org) using its [REST API](https://www.encodeproject.org/help/rest-api/). Then, we will process the data into a more manageable format before visualizing cross-cell-type Spearman correlations.\n",
    "\n",
    "This notebook has been tested using Python 3.7. If you are using the Anaconda distribution, you should only need to install *deepTools* via `pip install deeptools`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import deeptools.getScorePerBigWigBin as score_bw\n",
    "from deeptools.correlation import Correlation\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import pandas as pd\n",
    "import requests\n",
    "from urllib.parse import urlparse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Obtain ENCODE metadata\n",
    "Here is a [link](https://www.encodeproject.org/search/?type=Experiment&status=released&assay_title=ChIP-seq&biosample_ontology.classification=cell+line&replicates.library.biosample.donor.organism.scientific_name=Homo+sapiens&target.investigated_as=transcription+factor&replicates.library.biosample.treatments%21=%2A&award.project=ENCODE&award.rfa=ENCODE3&target.label=CTCF) to a small search set of ENCODE CTCF ChIP-seq experiments on untreated samples in various cell lines. Using the REST API and the [ENCODE experiment search](https://www.encodeproject.org/search/?type=Experiment) we can obtain the metadata for these experiments programatically, including more information about the cell lines that were used. The *frame=embedded* query parameter allows us to obtain a full expansion of the embedded *biosample_ontology* objects containing biosample metadata of interest. Searches from the website appear in the URL of the browser, which can be copy-pasted into the script below (don't forget to add *frame=embedded* and *format=json*)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cell_slims</th>\n",
       "      <th>dataset</th>\n",
       "      <th>developmental_slims</th>\n",
       "      <th>organ_slims</th>\n",
       "      <th>system_slims</th>\n",
       "      <th>term_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>/experiments/ENCSR265ARE/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>VCaP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[epithelial cell]</td>\n",
       "      <td>/experiments/ENCSR303GFI/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>RWPE1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR315NAC/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>LNCAP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR460LGH/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>C4-2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[epithelial cell]</td>\n",
       "      <td>/experiments/ENCSR856JJB/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>RWPE2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR857PBV/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>22Rv1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>/experiments/ENCSR203QEB/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[epithelium, pancreas]</td>\n",
       "      <td>[endocrine system]</td>\n",
       "      <td>Panc1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[stem cell, induced pluripotent stem cell]</td>\n",
       "      <td>/experiments/ENCSR932ZMX/</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[skin of body]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>GM23338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[stem cell, induced pluripotent stem cell]</td>\n",
       "      <td>/experiments/ENCSR987GXT/</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[skin of body]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>GM23338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[lymphoblast, hematopoietic cell]</td>\n",
       "      <td>/experiments/ENCSR430YRJ/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone element]</td>\n",
       "      <td>[immune system, circulatory system]</td>\n",
       "      <td>KMS-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR611JJS/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>A673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[hematopoietic cell, B cell, leukocyte, cancer...</td>\n",
       "      <td>/experiments/ENCSR634OAQ/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>NCI-H929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[neuroblastoma cell]</td>\n",
       "      <td>/experiments/ENCSR541AMF/</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[brain]</td>\n",
       "      <td>[central nervous system]</td>\n",
       "      <td>SK-N-SH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR243INX/</td>\n",
       "      <td>[endoderm]</td>\n",
       "      <td>[lung]</td>\n",
       "      <td>[respiratory system]</td>\n",
       "      <td>PC-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR402IDP/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, bodily fluid]</td>\n",
       "      <td>[circulatory system]</td>\n",
       "      <td>MM.1S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR125DKL/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>SU-DHL-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR756ZKG/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[lymph node, bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>OCI-LY3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>/experiments/ENCSR240PRQ/</td>\n",
       "      <td>[endoderm]</td>\n",
       "      <td>[colon, epithelium, intestine, large intestine]</td>\n",
       "      <td>[digestive system]</td>\n",
       "      <td>HCT116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>/experiments/ENCSR560BUE/</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[epithelium, mammary gland]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>MCF-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR027HML/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, lymph node, bodily fluid]</td>\n",
       "      <td>[immune system]</td>\n",
       "      <td>OCI-LY7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[hematopoietic cell, T cell, leukocyte, cancer...</td>\n",
       "      <td>/experiments/ENCSR464DKE/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, bodily fluid]</td>\n",
       "      <td>[immune system, circulatory system]</td>\n",
       "      <td>Loucy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>/experiments/ENCSR072EUE/</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>OCI-LY1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[]</td>\n",
       "      <td>/experiments/ENCSR359LOD/</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>PC-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[hematopoietic cell, B cell, leukocyte, cancer...</td>\n",
       "      <td>/experiments/ENCSR084RDK/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[immune system]</td>\n",
       "      <td>DOHH2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           cell_slims  \\\n",
       "0                      [epithelial cell, cancer cell]   \n",
       "1                                   [epithelial cell]   \n",
       "2                                       [cancer cell]   \n",
       "3                                       [cancer cell]   \n",
       "4                                   [epithelial cell]   \n",
       "5                                       [cancer cell]   \n",
       "6                      [epithelial cell, cancer cell]   \n",
       "7          [stem cell, induced pluripotent stem cell]   \n",
       "8          [stem cell, induced pluripotent stem cell]   \n",
       "9                   [lymphoblast, hematopoietic cell]   \n",
       "10                                      [cancer cell]   \n",
       "11  [hematopoietic cell, B cell, leukocyte, cancer...   \n",
       "12                               [neuroblastoma cell]   \n",
       "13                                      [cancer cell]   \n",
       "14                                      [cancer cell]   \n",
       "15                                      [cancer cell]   \n",
       "16                                      [cancer cell]   \n",
       "17                     [epithelial cell, cancer cell]   \n",
       "18                     [epithelial cell, cancer cell]   \n",
       "19                                      [cancer cell]   \n",
       "20  [hematopoietic cell, T cell, leukocyte, cancer...   \n",
       "21                                      [cancer cell]   \n",
       "22                                                 []   \n",
       "23  [hematopoietic cell, B cell, leukocyte, cancer...   \n",
       "\n",
       "                      dataset             developmental_slims  \\\n",
       "0   /experiments/ENCSR265ARE/  [mesoderm, endoderm, ectoderm]   \n",
       "1   /experiments/ENCSR303GFI/  [mesoderm, endoderm, ectoderm]   \n",
       "2   /experiments/ENCSR315NAC/  [mesoderm, endoderm, ectoderm]   \n",
       "3   /experiments/ENCSR460LGH/  [mesoderm, endoderm, ectoderm]   \n",
       "4   /experiments/ENCSR856JJB/  [mesoderm, endoderm, ectoderm]   \n",
       "5   /experiments/ENCSR857PBV/  [mesoderm, endoderm, ectoderm]   \n",
       "6   /experiments/ENCSR203QEB/                              []   \n",
       "7   /experiments/ENCSR932ZMX/                      [ectoderm]   \n",
       "8   /experiments/ENCSR987GXT/                      [ectoderm]   \n",
       "9   /experiments/ENCSR430YRJ/                      [mesoderm]   \n",
       "10  /experiments/ENCSR611JJS/                              []   \n",
       "11  /experiments/ENCSR634OAQ/                      [mesoderm]   \n",
       "12  /experiments/ENCSR541AMF/                      [ectoderm]   \n",
       "13  /experiments/ENCSR243INX/                      [endoderm]   \n",
       "14  /experiments/ENCSR402IDP/                      [mesoderm]   \n",
       "15  /experiments/ENCSR125DKL/                              []   \n",
       "16  /experiments/ENCSR756ZKG/                      [mesoderm]   \n",
       "17  /experiments/ENCSR240PRQ/                      [endoderm]   \n",
       "18  /experiments/ENCSR560BUE/                      [ectoderm]   \n",
       "19  /experiments/ENCSR027HML/                      [mesoderm]   \n",
       "20  /experiments/ENCSR464DKE/                      [mesoderm]   \n",
       "21  /experiments/ENCSR072EUE/                      [mesoderm]   \n",
       "22  /experiments/ENCSR359LOD/  [mesoderm, endoderm, ectoderm]   \n",
       "23  /experiments/ENCSR084RDK/                              []   \n",
       "\n",
       "                                        organ_slims  \\\n",
       "0                      [epithelium, prostate gland]   \n",
       "1                      [epithelium, prostate gland]   \n",
       "2                                  [prostate gland]   \n",
       "3                                  [prostate gland]   \n",
       "4                      [epithelium, prostate gland]   \n",
       "5                                  [prostate gland]   \n",
       "6                            [epithelium, pancreas]   \n",
       "7                                    [skin of body]   \n",
       "8                                    [skin of body]   \n",
       "9                                    [bone element]   \n",
       "10                            [musculature of body]   \n",
       "11                      [bone marrow, bone element]   \n",
       "12                                          [brain]   \n",
       "13                                           [lung]   \n",
       "14                            [blood, bodily fluid]   \n",
       "15                                               []   \n",
       "16          [lymph node, bone marrow, bone element]   \n",
       "17  [colon, epithelium, intestine, large intestine]   \n",
       "18                      [epithelium, mammary gland]   \n",
       "19                [blood, lymph node, bodily fluid]   \n",
       "20                            [blood, bodily fluid]   \n",
       "21                      [bone marrow, bone element]   \n",
       "22                                 [prostate gland]   \n",
       "23                                               []   \n",
       "\n",
       "                           system_slims term_name  \n",
       "0                 [reproductive system]      VCaP  \n",
       "1                 [reproductive system]     RWPE1  \n",
       "2                 [reproductive system]     LNCAP  \n",
       "3                 [reproductive system]     C4-2B  \n",
       "4                 [reproductive system]     RWPE2  \n",
       "5                 [reproductive system]     22Rv1  \n",
       "6                    [endocrine system]     Panc1  \n",
       "7                 [integumental system]   GM23338  \n",
       "8                 [integumental system]   GM23338  \n",
       "9   [immune system, circulatory system]    KMS-11  \n",
       "10                [musculature of body]      A673  \n",
       "11     [skeletal system, immune system]  NCI-H929  \n",
       "12             [central nervous system]   SK-N-SH  \n",
       "13                 [respiratory system]      PC-9  \n",
       "14                 [circulatory system]     MM.1S  \n",
       "15                                   []  SU-DHL-6  \n",
       "16     [skeletal system, immune system]   OCI-LY3  \n",
       "17                   [digestive system]    HCT116  \n",
       "18                [integumental system]     MCF-7  \n",
       "19                      [immune system]   OCI-LY7  \n",
       "20  [immune system, circulatory system]     Loucy  \n",
       "21     [skeletal system, immune system]   OCI-LY1  \n",
       "22                [reproductive system]      PC-3  \n",
       "23                      [immune system]     DOHH2  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = (\n",
    "    'https://www.encodeproject.org/search/?type=Experiment'\n",
    "    '&status=released'\n",
    "    '&assay_title=ChIP-seq'\n",
    "    '&biosample_ontology.classification=cell+line'\n",
    "    '&replicates.library.biosample.donor.organism.scientific_name=Homo+sapiens'\n",
    "    '&target.investigated_as=transcription+factor'\n",
    "    '&replicates.library.biosample.treatments!=*'\n",
    "    '&award.project=ENCODE'\n",
    "    '&award.rfa=ENCODE3'\n",
    "    '&target.label=CTCF'\n",
    "    '&frame=embedded'\n",
    "    '&format=json'\n",
    ")\n",
    "r = requests.get(url)\n",
    "experiments = r.json()['@graph']\n",
    "# Obtain a subset of the biosample metadata.\n",
    "biosample_ontologies = []\n",
    "for e in experiments:\n",
    "    # Get the name of the cell line, as well as more\n",
    "    # general categorical information.\n",
    "    biosample_ontology_condensed = {\n",
    "        k: v\n",
    "        for k, v in e.get('biosample_ontology', {}).items()\n",
    "        if k == 'term_name' or k.endswith('_slims')\n",
    "    }\n",
    "    biosample_ontology_condensed.update(\n",
    "        {'dataset': e.get('@id')}\n",
    "    )\n",
    "    biosample_ontologies.append(biosample_ontology_condensed)\n",
    "biosample_metadata = pd.DataFrame(biosample_ontologies)\n",
    "biosample_metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The information we have gathered here will hopefully give us some biological intuition as we explore the data. Next, we will use this list of experiments to gather a set of bigWig files that we will use for our analysis, again using the REST API. Here, we are interested in released signal p-value files from pooled replicates processed on GRCh38. We need to pass the query parameter `limit=all` to return the full list of results, otherwise it will be truncated to the first 25 results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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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>file</th>\n",
       "      <th>dataset</th>\n",
       "      <th>cell_slims</th>\n",
       "      <th>developmental_slims</th>\n",
       "      <th>organ_slims</th>\n",
       "      <th>system_slims</th>\n",
       "      <th>term_name</th>\n",
       "      <th>biological_replicates</th>\n",
       "      <th>cloud_metadata</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/files/ENCFF345AEO/</td>\n",
       "      <td>/experiments/ENCSR402IDP/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, bodily fluid]</td>\n",
       "      <td>[circulatory system]</td>\n",
       "      <td>MM.1S</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2016/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/files/ENCFF166JWH/</td>\n",
       "      <td>/experiments/ENCSR240PRQ/</td>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>[endoderm]</td>\n",
       "      <td>[colon, epithelium, intestine, large intestine]</td>\n",
       "      <td>[digestive system]</td>\n",
       "      <td>HCT116</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2016/12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/files/ENCFF677UYW/</td>\n",
       "      <td>/experiments/ENCSR072EUE/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>OCI-LY1</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2016/11...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/files/ENCFF488ISB/</td>\n",
       "      <td>/experiments/ENCSR084RDK/</td>\n",
       "      <td>[hematopoietic cell, B cell, leukocyte, cancer...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[immune system]</td>\n",
       "      <td>DOHH2</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2016/08...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/files/ENCFF831DQC/</td>\n",
       "      <td>/experiments/ENCSR932ZMX/</td>\n",
       "      <td>[stem cell, induced pluripotent stem cell]</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[skin of body]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>GM23338</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/01...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>/files/ENCFF059EPZ/</td>\n",
       "      <td>/experiments/ENCSR243INX/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[endoderm]</td>\n",
       "      <td>[lung]</td>\n",
       "      <td>[respiratory system]</td>\n",
       "      <td>PC-9</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/01...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/files/ENCFF799SEU/</td>\n",
       "      <td>/experiments/ENCSR464DKE/</td>\n",
       "      <td>[hematopoietic cell, T cell, leukocyte, cancer...</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, bodily fluid]</td>\n",
       "      <td>[immune system, circulatory system]</td>\n",
       "      <td>Loucy</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>/files/ENCFF016FKV/</td>\n",
       "      <td>/experiments/ENCSR359LOD/</td>\n",
       "      <td>[]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>PC-3</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/01...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>/files/ENCFF543QNU/</td>\n",
       "      <td>/experiments/ENCSR265ARE/</td>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>VCaP</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2018/02...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>/files/ENCFF019UDG/</td>\n",
       "      <td>/experiments/ENCSR027HML/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, lymph node, bodily fluid]</td>\n",
       "      <td>[immune system]</td>\n",
       "      <td>OCI-LY7</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>/files/ENCFF632AHW/</td>\n",
       "      <td>/experiments/ENCSR987GXT/</td>\n",
       "      <td>[stem cell, induced pluripotent stem cell]</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[skin of body]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>GM23338</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/01...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/files/ENCFF289MVP/</td>\n",
       "      <td>/experiments/ENCSR460LGH/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>C4-2B</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>/files/ENCFF004TQX/</td>\n",
       "      <td>/experiments/ENCSR634OAQ/</td>\n",
       "      <td>[hematopoietic cell, B cell, leukocyte, cancer...</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>NCI-H929</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/files/ENCFF325GYQ/</td>\n",
       "      <td>/experiments/ENCSR315NAC/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>LNCAP</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>/files/ENCFF539QXW/</td>\n",
       "      <td>/experiments/ENCSR857PBV/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>22Rv1</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/02...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>/files/ENCFF727WHR/</td>\n",
       "      <td>/experiments/ENCSR203QEB/</td>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[epithelium, pancreas]</td>\n",
       "      <td>[endocrine system]</td>\n",
       "      <td>Panc1</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>/files/ENCFF769KKD/</td>\n",
       "      <td>/experiments/ENCSR560BUE/</td>\n",
       "      <td>[epithelial cell, cancer cell]</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[epithelium, mammary gland]</td>\n",
       "      <td>[integumental system]</td>\n",
       "      <td>MCF-7</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/files/ENCFF494OPQ/</td>\n",
       "      <td>/experiments/ENCSR303GFI/</td>\n",
       "      <td>[epithelial cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>RWPE1</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>/files/ENCFF436WYT/</td>\n",
       "      <td>/experiments/ENCSR756ZKG/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[lymph node, bone marrow, bone element]</td>\n",
       "      <td>[skeletal system, immune system]</td>\n",
       "      <td>OCI-LY3</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>/files/ENCFF733AOC/</td>\n",
       "      <td>/experiments/ENCSR541AMF/</td>\n",
       "      <td>[neuroblastoma cell]</td>\n",
       "      <td>[ectoderm]</td>\n",
       "      <td>[brain]</td>\n",
       "      <td>[central nervous system]</td>\n",
       "      <td>SK-N-SH</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/files/ENCFF915YAY/</td>\n",
       "      <td>/experiments/ENCSR611JJS/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>A673</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>/files/ENCFF111QNV/</td>\n",
       "      <td>/experiments/ENCSR430YRJ/</td>\n",
       "      <td>[lymphoblast, hematopoietic cell]</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[bone element]</td>\n",
       "      <td>[immune system, circulatory system]</td>\n",
       "      <td>KMS-11</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>/files/ENCFF651PRW/</td>\n",
       "      <td>/experiments/ENCSR856JJB/</td>\n",
       "      <td>[epithelial cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>RWPE2</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/files/ENCFF318ASK/</td>\n",
       "      <td>/experiments/ENCSR125DKL/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>SU-DHL-6</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2018/03...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   file                    dataset  \\\n",
       "0   /files/ENCFF345AEO/  /experiments/ENCSR402IDP/   \n",
       "1   /files/ENCFF166JWH/  /experiments/ENCSR240PRQ/   \n",
       "2   /files/ENCFF677UYW/  /experiments/ENCSR072EUE/   \n",
       "3   /files/ENCFF488ISB/  /experiments/ENCSR084RDK/   \n",
       "4   /files/ENCFF831DQC/  /experiments/ENCSR932ZMX/   \n",
       "5   /files/ENCFF059EPZ/  /experiments/ENCSR243INX/   \n",
       "6   /files/ENCFF799SEU/  /experiments/ENCSR464DKE/   \n",
       "7   /files/ENCFF016FKV/  /experiments/ENCSR359LOD/   \n",
       "8   /files/ENCFF543QNU/  /experiments/ENCSR265ARE/   \n",
       "9   /files/ENCFF019UDG/  /experiments/ENCSR027HML/   \n",
       "10  /files/ENCFF632AHW/  /experiments/ENCSR987GXT/   \n",
       "11  /files/ENCFF289MVP/  /experiments/ENCSR460LGH/   \n",
       "12  /files/ENCFF004TQX/  /experiments/ENCSR634OAQ/   \n",
       "13  /files/ENCFF325GYQ/  /experiments/ENCSR315NAC/   \n",
       "14  /files/ENCFF539QXW/  /experiments/ENCSR857PBV/   \n",
       "15  /files/ENCFF727WHR/  /experiments/ENCSR203QEB/   \n",
       "16  /files/ENCFF769KKD/  /experiments/ENCSR560BUE/   \n",
       "17  /files/ENCFF494OPQ/  /experiments/ENCSR303GFI/   \n",
       "18  /files/ENCFF436WYT/  /experiments/ENCSR756ZKG/   \n",
       "19  /files/ENCFF733AOC/  /experiments/ENCSR541AMF/   \n",
       "20  /files/ENCFF915YAY/  /experiments/ENCSR611JJS/   \n",
       "21  /files/ENCFF111QNV/  /experiments/ENCSR430YRJ/   \n",
       "22  /files/ENCFF651PRW/  /experiments/ENCSR856JJB/   \n",
       "23  /files/ENCFF318ASK/  /experiments/ENCSR125DKL/   \n",
       "\n",
       "                                           cell_slims  \\\n",
       "0                                       [cancer cell]   \n",
       "1                      [epithelial cell, cancer cell]   \n",
       "2                                       [cancer cell]   \n",
       "3   [hematopoietic cell, B cell, leukocyte, cancer...   \n",
       "4          [stem cell, induced pluripotent stem cell]   \n",
       "5                                       [cancer cell]   \n",
       "6   [hematopoietic cell, T cell, leukocyte, cancer...   \n",
       "7                                                  []   \n",
       "8                      [epithelial cell, cancer cell]   \n",
       "9                                       [cancer cell]   \n",
       "10         [stem cell, induced pluripotent stem cell]   \n",
       "11                                      [cancer cell]   \n",
       "12  [hematopoietic cell, B cell, leukocyte, cancer...   \n",
       "13                                      [cancer cell]   \n",
       "14                                      [cancer cell]   \n",
       "15                     [epithelial cell, cancer cell]   \n",
       "16                     [epithelial cell, cancer cell]   \n",
       "17                                  [epithelial cell]   \n",
       "18                                      [cancer cell]   \n",
       "19                               [neuroblastoma cell]   \n",
       "20                                      [cancer cell]   \n",
       "21                  [lymphoblast, hematopoietic cell]   \n",
       "22                                  [epithelial cell]   \n",
       "23                                      [cancer cell]   \n",
       "\n",
       "               developmental_slims  \\\n",
       "0                       [mesoderm]   \n",
       "1                       [endoderm]   \n",
       "2                       [mesoderm]   \n",
       "3                               []   \n",
       "4                       [ectoderm]   \n",
       "5                       [endoderm]   \n",
       "6                       [mesoderm]   \n",
       "7   [mesoderm, endoderm, ectoderm]   \n",
       "8   [mesoderm, endoderm, ectoderm]   \n",
       "9                       [mesoderm]   \n",
       "10                      [ectoderm]   \n",
       "11  [mesoderm, endoderm, ectoderm]   \n",
       "12                      [mesoderm]   \n",
       "13  [mesoderm, endoderm, ectoderm]   \n",
       "14  [mesoderm, endoderm, ectoderm]   \n",
       "15                              []   \n",
       "16                      [ectoderm]   \n",
       "17  [mesoderm, endoderm, ectoderm]   \n",
       "18                      [mesoderm]   \n",
       "19                      [ectoderm]   \n",
       "20                              []   \n",
       "21                      [mesoderm]   \n",
       "22  [mesoderm, endoderm, ectoderm]   \n",
       "23                              []   \n",
       "\n",
       "                                        organ_slims  \\\n",
       "0                             [blood, bodily fluid]   \n",
       "1   [colon, epithelium, intestine, large intestine]   \n",
       "2                       [bone marrow, bone element]   \n",
       "3                                                []   \n",
       "4                                    [skin of body]   \n",
       "5                                            [lung]   \n",
       "6                             [blood, bodily fluid]   \n",
       "7                                  [prostate gland]   \n",
       "8                      [epithelium, prostate gland]   \n",
       "9                 [blood, lymph node, bodily fluid]   \n",
       "10                                   [skin of body]   \n",
       "11                                 [prostate gland]   \n",
       "12                      [bone marrow, bone element]   \n",
       "13                                 [prostate gland]   \n",
       "14                                 [prostate gland]   \n",
       "15                           [epithelium, pancreas]   \n",
       "16                      [epithelium, mammary gland]   \n",
       "17                     [epithelium, prostate gland]   \n",
       "18          [lymph node, bone marrow, bone element]   \n",
       "19                                          [brain]   \n",
       "20                            [musculature of body]   \n",
       "21                                   [bone element]   \n",
       "22                     [epithelium, prostate gland]   \n",
       "23                                               []   \n",
       "\n",
       "                           system_slims term_name biological_replicates  \\\n",
       "0                  [circulatory system]     MM.1S                [1, 2]   \n",
       "1                    [digestive system]    HCT116                [1, 2]   \n",
       "2      [skeletal system, immune system]   OCI-LY1                [1, 2]   \n",
       "3                       [immune system]     DOHH2                [1, 2]   \n",
       "4                 [integumental system]   GM23338                [1, 2]   \n",
       "5                  [respiratory system]      PC-9                [1, 2]   \n",
       "6   [immune system, circulatory system]     Loucy                [1, 2]   \n",
       "7                 [reproductive system]      PC-3                [1, 2]   \n",
       "8                 [reproductive system]      VCaP                [1, 2]   \n",
       "9                       [immune system]   OCI-LY7                [1, 2]   \n",
       "10                [integumental system]   GM23338                [1, 2]   \n",
       "11                [reproductive system]     C4-2B                [1, 2]   \n",
       "12     [skeletal system, immune system]  NCI-H929                [1, 2]   \n",
       "13                [reproductive system]     LNCAP                [1, 2]   \n",
       "14                [reproductive system]     22Rv1                [1, 2]   \n",
       "15                   [endocrine system]     Panc1                [1, 2]   \n",
       "16                [integumental system]     MCF-7                [1, 2]   \n",
       "17                [reproductive system]     RWPE1                [1, 2]   \n",
       "18     [skeletal system, immune system]   OCI-LY3                [1, 2]   \n",
       "19             [central nervous system]   SK-N-SH                [1, 2]   \n",
       "20                [musculature of body]      A673                [1, 2]   \n",
       "21  [immune system, circulatory system]    KMS-11                [1, 2]   \n",
       "22                [reproductive system]     RWPE2                [1, 2]   \n",
       "23                                   []  SU-DHL-6                [1, 2]   \n",
       "\n",
       "                                       cloud_metadata  \n",
       "0   https://encode-public.s3.amazonaws.com/2016/10...  \n",
       "1   https://encode-public.s3.amazonaws.com/2016/12...  \n",
       "2   https://encode-public.s3.amazonaws.com/2016/11...  \n",
       "3   https://encode-public.s3.amazonaws.com/2016/08...  \n",
       "4   https://encode-public.s3.amazonaws.com/2017/01...  \n",
       "5   https://encode-public.s3.amazonaws.com/2017/01...  \n",
       "6   https://encode-public.s3.amazonaws.com/2017/03...  \n",
       "7   https://encode-public.s3.amazonaws.com/2017/01...  \n",
       "8   https://encode-public.s3.amazonaws.com/2018/02...  \n",
       "9   https://encode-public.s3.amazonaws.com/2017/03...  \n",
       "10  https://encode-public.s3.amazonaws.com/2017/01...  \n",
       "11  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "12  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "13  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "14  https://encode-public.s3.amazonaws.com/2017/02...  \n",
       "15  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "16  https://encode-public.s3.amazonaws.com/2017/03...  \n",
       "17  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "18  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "19  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "20  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "21  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "22  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "23  https://encode-public.s3.amazonaws.com/2018/03...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Parse the experiments into query parameters.\n",
    "datasets = [\n",
    "    '&dataset={}'.format(e.get('@id'))\n",
    "    for e in experiments\n",
    "]\n",
    "url = (\n",
    "    'https://www.encodeproject.org/search/?type=File'\n",
    "    '&status=released'\n",
    "    '&output_type=signal p-value'\n",
    "    '&assembly=GRCh38'\n",
    "    '&field=dataset'\n",
    "    '&field=biological_replicates'\n",
    "    '&field=cloud_metadata.url'\n",
    "    '&frame=object'\n",
    "    '&format=json'\n",
    "    '&limit=all'\n",
    "    '&{}'.format(''.join(datasets))\n",
    ")\n",
    "r = requests.get(url)\n",
    "# Filter the files to only those belonging to multiple replicates.\n",
    "files = [\n",
    "    f\n",
    "    for f in r.json()['@graph']\n",
    "    if len(f['biological_replicates']) > 1\n",
    "]\n",
    "file_metadata = pd.DataFrame(files)\n",
    "# Flatten JSON.\n",
    "file_metadata['cloud_metadata'] = file_metadata.cloud_metadata.apply(lambda x: x.get('url'))\n",
    "# Rename column.\n",
    "file_metadata = file_metadata.rename(columns={'@id': 'file'})\n",
    "# Join with biosample_metadata.\n",
    "merged_df = file_metadata.merge(biosample_metadata, how='outer', on='dataset')\n",
    "merged_df = merged_df[[\n",
    "    'file',\n",
    "    'dataset',\n",
    "    'cell_slims',\n",
    "    'developmental_slims',\n",
    "    'organ_slims',\n",
    "    'system_slims',\n",
    "    'term_name',\n",
    "    'biological_replicates',\n",
    "    'cloud_metadata'\n",
    "]]\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download files\n",
    "Note that in the `cloud_metadata.url` field is a direct HTTPS link to the file object in *s3://encode-public*. Here we will use `wget`, but it is also possible to obtain the files via `aws s3 cp` or by using `boto3` in Python. As a cloud alternative to downloading the files see [how to mount *s3://encode-public* on an EC2 instance](https://github.com/ENCODE-DCC/encode-data-usage-examples/blob/master/mount_s3_bucket_and_run_jupyter_on_ec2.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Uncomment to download files to data/.\n",
    "# os.system('mkdir data')\n",
    "# for url in merged_df.cloud_metadata.values:\n",
    "#     os.system('cd data && wget {}'.format(url))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze the data\n",
    "Now that we have the files, we can compute correlations across all of the datasets, which in this case will result in a 24 by 24 symmetric matric. Using the *deepTools* library, we will first compute average scores across 10kb regions, then compute and plot correlations on the averaged data. This workflow has been adapted from the *deepTools* *plotCorrelation* and *multiBigwigSummary* Python scripts using components of the [deepTools API](https://deeptools.readthedocs.io/en/develop/content/api.html). There is nothing significant about the 10kb regions (try changing this parameter and see what happens)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_corr_plot(\n",
    "        bw_files,\n",
    "        chrs_to_skip,\n",
    "        bin_size=10000,\n",
    "        method='pearson',\n",
    "        fileset_name='result',\n",
    "        blacklist=None,\n",
    "        labels=None,\n",
    "        output_dir=''\n",
    "    ):\n",
    "    \"\"\" \n",
    "    A two-step workflow approximating the sequential usage of deepTools\n",
    "    command line tools multiBigWigSummary and plotCorrelation. The bigWig\n",
    "    files are binned (10kb regions by default) and saved as .npz files\n",
    "    before correlation matrices are computed and plots saved as png images.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    bw_files : list\n",
    "        A list of paths to bigWig files\n",
    "    chrs_to_skip : list\n",
    "        A list of chromosomes to skip during correlation computation\n",
    "    bin_size : int (optional)\n",
    "        Size of bins (in base pairs) in which to bin the bigWig files before\n",
    "        correlations are computed\n",
    "    method : str (optional)\n",
    "        Name of the correlation function to use, must be one of 'pearson'\n",
    "        or 'spearman'\n",
    "    fileset_name : str (optional)\n",
    "        Name describing the analysis. This will appear in the plot title\n",
    "    blacklist : str (optional):\n",
    "        Path to a .bed file of blacklisted regions to exclude from\n",
    "        correlations\n",
    "    labels : list (optional)\n",
    "        List of meaningful descriptions for each file, these will be used\n",
    "        to label the rows and columns of the output matrix plot\n",
    "    output_dir : str (optional)\n",
    "        Directory where the .npz file and output plot will be saved\n",
    "    \"\"\"\n",
    "    assert method in ('pearson', 'spearman'), 'Invalid correlation method'\n",
    "    # Autogenerate labels from filename if not provided\n",
    "    if not labels:\n",
    "        labels = [filename.split('/')[-1].split('.')[0] for filename in bw_files]\n",
    "    # Generate a name for the unique combination\n",
    "    test_name = fileset_name + '_' + method\n",
    "    if blacklist:\n",
    "        blacklist_title = 'Blacklisted '\n",
    "        test_name += '_blacklisted'\n",
    "    else:\n",
    "        blacklist_title = ''\n",
    "    image_name = test_name + '.png'\n",
    "    # Bin the bigwig data in 10kb increments\n",
    "    num_reads_per_bin = score_bw.getScorePerBin(\n",
    "        bw_files,\n",
    "        bin_size,\n",
    "        chrsToSkip=chrs_to_skip,\n",
    "        blackListFileName=blacklist\n",
    "    )\n",
    "    # Write to npz file\n",
    "    filename = output_dir + test_name + '.npz'\n",
    "    with open(filename, \"wb\") as f:\n",
    "        np.savez_compressed(f, matrix=num_reads_per_bin, labels=labels)\n",
    "    # Compute the correlations\n",
    "    corr = Correlation(filename, method, labels=labels)\n",
    "    plot_title = '{}{} Correlation of {}'.format(\n",
    "        blacklist_title,\n",
    "        method.capitalize(),\n",
    "        fileset_name\n",
    "    )\n",
    "    # Create a png file of correlation heatmap\n",
    "    image_path = output_dir + image_name\n",
    "    corr.plot_correlation(image_path, plot_title=plot_title)\n",
    "    return image_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to prepare arguments to this function. We will compute correlations only on chromosome 1 (chr1). In order to do so, we need to pass a list of chromosomes to skip. We can use the [GRCh38 chrom.sizes file](https://www.encodeproject.org/files/GRCh38_EBV.chrom.sizes/), to find the names of chromosomes and scaffolds that we would like to skip. It is available on S3 [here](https://encode-public.s3.amazonaws.com/2016/01/06/89effdbe-9e3f-48c6-9781-81e565ac45a3/GRCh38_EBV.chrom.sizes.tsv). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ENCFF004TQX.bigWig\n",
      "ENCFF016FKV.bigWig\n",
      "ENCFF019UDG.bigWig\n",
      "ENCFF059EPZ.bigWig\n",
      "ENCFF111QNV.bigWig\n",
      "ENCFF166JWH.bigWig\n",
      "ENCFF289MVP.bigWig\n",
      "ENCFF318ASK.bigWig\n",
      "ENCFF325GYQ.bigWig\n",
      "ENCFF345AEO.bigWig\n",
      "ENCFF436WYT.bigWig\n",
      "ENCFF488ISB.bigWig\n",
      "ENCFF494OPQ.bigWig\n",
      "ENCFF539QXW.bigWig\n",
      "ENCFF543QNU.bigWig\n",
      "ENCFF632AHW.bigWig\n",
      "ENCFF651PRW.bigWig\n",
      "ENCFF677UYW.bigWig\n",
      "ENCFF727WHR.bigWig\n",
      "ENCFF733AOC.bigWig\n",
      "ENCFF769KKD.bigWig\n",
      "ENCFF799SEU.bigWig\n",
      "ENCFF831DQC.bigWig\n",
      "ENCFF915YAY.bigWig\n",
      "GRCh38_EBV.chrom.sizes.tsv\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "--2019-04-08 21:47:12--  https://encode-public.s3.amazonaws.com/2016/01/06/89effdbe-9e3f-48c6-9781-81e565ac45a3/GRCh38_EBV.chrom.sizes.tsv\n",
      "Resolving encode-public.s3.amazonaws.com (encode-public.s3.amazonaws.com)... 52.218.232.195\n",
      "Connecting to encode-public.s3.amazonaws.com (encode-public.s3.amazonaws.com)|52.218.232.195|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 11686 (11K) [binary/octet-stream]\n",
      "Saving to: ‘GRCh38_EBV.chrom.sizes.tsv’\n",
      "\n",
      "     0K .......... .                                          100%  193M=0s\n",
      "\n",
      "2019-04-08 21:47:12 (193 MB/s) - ‘GRCh38_EBV.chrom.sizes.tsv’ saved [11686/11686]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "# Uncomment to download GRCh38 chrom.sizes to data/.\n",
    "# cd data\n",
    "# wget https://encode-public.s3.amazonaws.com/2016/01/06/89effdbe-9e3f-48c6-9781-81e565ac45a3/GRCh38_EBV.chrom.sizes.tsv\n",
    "# ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr1</td>\n",
       "      <td>248956422</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr2</td>\n",
       "      <td>242193529</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr3</td>\n",
       "      <td>198295559</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr4</td>\n",
       "      <td>190214555</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr5</td>\n",
       "      <td>181538259</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr6</td>\n",
       "      <td>170805979</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr7</td>\n",
       "      <td>159345973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr8</td>\n",
       "      <td>145138636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr9</td>\n",
       "      <td>138394717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr10</td>\n",
       "      <td>133797422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr11</td>\n",
       "      <td>135086622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr12</td>\n",
       "      <td>133275309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr13</td>\n",
       "      <td>114364328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr14</td>\n",
       "      <td>107043718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr15</td>\n",
       "      <td>101991189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr16</td>\n",
       "      <td>90338345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr17</td>\n",
       "      <td>83257441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr18</td>\n",
       "      <td>80373285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr19</td>\n",
       "      <td>58617616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr20</td>\n",
       "      <td>64444167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr21</td>\n",
       "      <td>46709983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr22</td>\n",
       "      <td>50818468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chrX</td>\n",
       "      <td>156040895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chrY</td>\n",
       "      <td>57227415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chrM</td>\n",
       "      <td>16569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr1_GL383518v1_alt</td>\n",
       "      <td>182439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr1_GL383519v1_alt</td>\n",
       "      <td>110268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr1_GL383520v2_alt</td>\n",
       "      <td>366580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr1_KI270706v1_random</td>\n",
       "      <td>175055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr1_KI270707v1_random</td>\n",
       "      <td>32032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>chrUn_KI270579v1</td>\n",
       "      <td>31033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>chrUn_KI270580v1</td>\n",
       "      <td>1553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>chrUn_KI270581v1</td>\n",
       "      <td>7046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>chrUn_KI270582v1</td>\n",
       "      <td>6504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>chrUn_KI270583v1</td>\n",
       "      <td>1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>chrUn_KI270584v1</td>\n",
       "      <td>4513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>chrUn_KI270587v1</td>\n",
       "      <td>2969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>chrUn_KI270588v1</td>\n",
       "      <td>6158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>chrUn_KI270589v1</td>\n",
       "      <td>44474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>chrUn_KI270590v1</td>\n",
       "      <td>4685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>chrUn_KI270591v1</td>\n",
       "      <td>5796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>chrUn_KI270593v1</td>\n",
       "      <td>3041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>chrUn_KI270741v1</td>\n",
       "      <td>157432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>chrUn_KI270742v1</td>\n",
       "      <td>186739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>chrUn_KI270743v1</td>\n",
       "      <td>210658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>chrUn_KI270744v1</td>\n",
       "      <td>168472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>chrUn_KI270745v1</td>\n",
       "      <td>41891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>chrUn_KI270746v1</td>\n",
       "      <td>66486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>chrUn_KI270747v1</td>\n",
       "      <td>198735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>chrUn_KI270748v1</td>\n",
       "      <td>93321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>chrUn_KI270749v1</td>\n",
       "      <td>158759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>chrUn_KI270750v1</td>\n",
       "      <td>148850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>chrUn_KI270751v1</td>\n",
       "      <td>150742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>chrUn_KI270752v1</td>\n",
       "      <td>27745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>chrUn_KI270753v1</td>\n",
       "      <td>62944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>chrUn_KI270754v1</td>\n",
       "      <td>40191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>chrUn_KI270755v1</td>\n",
       "      <td>36723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>chrUn_KI270756v1</td>\n",
       "      <td>79590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>chrUn_KI270757v1</td>\n",
       "      <td>71251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>chrEBV</td>\n",
       "      <td>171823</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          0          1\n",
       "0                      chr1  248956422\n",
       "1                      chr2  242193529\n",
       "2                      chr3  198295559\n",
       "3                      chr4  190214555\n",
       "4                      chr5  181538259\n",
       "5                      chr6  170805979\n",
       "6                      chr7  159345973\n",
       "7                      chr8  145138636\n",
       "8                      chr9  138394717\n",
       "9                     chr10  133797422\n",
       "10                    chr11  135086622\n",
       "11                    chr12  133275309\n",
       "12                    chr13  114364328\n",
       "13                    chr14  107043718\n",
       "14                    chr15  101991189\n",
       "15                    chr16   90338345\n",
       "16                    chr17   83257441\n",
       "17                    chr18   80373285\n",
       "18                    chr19   58617616\n",
       "19                    chr20   64444167\n",
       "20                    chr21   46709983\n",
       "21                    chr22   50818468\n",
       "22                     chrX  156040895\n",
       "23                     chrY   57227415\n",
       "24                     chrM      16569\n",
       "25      chr1_GL383518v1_alt     182439\n",
       "26      chr1_GL383519v1_alt     110268\n",
       "27      chr1_GL383520v2_alt     366580\n",
       "28   chr1_KI270706v1_random     175055\n",
       "29   chr1_KI270707v1_random      32032\n",
       "..                      ...        ...\n",
       "426        chrUn_KI270579v1      31033\n",
       "427        chrUn_KI270580v1       1553\n",
       "428        chrUn_KI270581v1       7046\n",
       "429        chrUn_KI270582v1       6504\n",
       "430        chrUn_KI270583v1       1400\n",
       "431        chrUn_KI270584v1       4513\n",
       "432        chrUn_KI270587v1       2969\n",
       "433        chrUn_KI270588v1       6158\n",
       "434        chrUn_KI270589v1      44474\n",
       "435        chrUn_KI270590v1       4685\n",
       "436        chrUn_KI270591v1       5796\n",
       "437        chrUn_KI270593v1       3041\n",
       "438        chrUn_KI270741v1     157432\n",
       "439        chrUn_KI270742v1     186739\n",
       "440        chrUn_KI270743v1     210658\n",
       "441        chrUn_KI270744v1     168472\n",
       "442        chrUn_KI270745v1      41891\n",
       "443        chrUn_KI270746v1      66486\n",
       "444        chrUn_KI270747v1     198735\n",
       "445        chrUn_KI270748v1      93321\n",
       "446        chrUn_KI270749v1     158759\n",
       "447        chrUn_KI270750v1     148850\n",
       "448        chrUn_KI270751v1     150742\n",
       "449        chrUn_KI270752v1      27745\n",
       "450        chrUn_KI270753v1      62944\n",
       "451        chrUn_KI270754v1      40191\n",
       "452        chrUn_KI270755v1      36723\n",
       "453        chrUn_KI270756v1      79590\n",
       "454        chrUn_KI270757v1      71251\n",
       "455                  chrEBV     171823\n",
       "\n",
       "[456 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chrom_sizes = pd.read_csv('data/GRCh38_EBV.chrom.sizes.tsv', sep='\\t', header=None)\n",
    "chrom_sizes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the huge number of scaffolds that don't pertain to a particular chromosome. We will leave these out of our analysis by adding them to the list of chromosomes to skip."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "The following chromosome names did not match between the the bigwig files\n",
      "chromosome\tlength\n",
      "chrUn_KI270391v1\t      1484\n",
      "chrUn_KI270363v1\t      1803\n",
      "chrUn_KI270587v1\t      2969\n",
      "chrUn_KI270322v1\t     21476\n",
      "chrUn_KI270382v1\t      4215\n",
      "chrUn_KI270582v1\t      6504\n",
      "chrY_KI270740v1_random\t     37240\n",
      "chr2_KI270715v1_random\t    161471\n",
      "chrUn_KI270423v1\t       981\n",
      "chrUn_KI270393v1\t      1308\n",
      "chrUn_KI270316v1\t      1444\n",
      "chrUn_KI270422v1\t      1445\n",
      "chrUn_KI270412v1\t      1179\n",
      "chrUn_KI270580v1\t      1553\n",
      "chrUn_KI270510v1\t      2415\n",
      "chrUn_KI270508v1\t      1951\n",
      "chrUn_KI270302v1\t      2274\n",
      "chrUn_KI270392v1\t       971\n",
      "chrUn_KI270320v1\t      4416\n",
      "chrUn_KI270303v1\t      1942\n",
      "chrUn_KI270420v1\t      2321\n",
      "chrUn_KI270310v1\t      1201\n",
      "chrUn_KI270312v1\t       998\n",
      "chrUn_KI270386v1\t      1788\n",
      "chrUn_KI270315v1\t      2276\n",
      "chrUn_KI270583v1\t      1400\n",
      "chrUn_KI270411v1\t      2646\n",
      "chrUn_KI270465v1\t      1774\n",
      "chrUn_GL000213v1\t    164239\n",
      "chrUn_KI270317v1\t     37690\n",
      "chrUn_KI270539v1\t       993\n",
      "chrUn_KI270528v1\t      2983\n",
      "chrUn_KI270419v1\t      1029\n",
      "chr11_KI270721v1_random\t    100316\n",
      "chrUn_KI270366v1\t      8320\n",
      "chrUn_KI270311v1\t     12399\n",
      "chrUn_KI270530v1\t      2168\n",
      "chrUn_KI270362v1\t      3530\n",
      "chrUn_KI270330v1\t      1652\n",
      "chrUn_KI270581v1\t      7046\n",
      "chrUn_KI270304v1\t      2165\n",
      "chrUn_KI270529v1\t      1899\n",
      "chr1_KI270710v1_random\t     40176\n",
      "chr14_KI270726v1_random\t     43739\n",
      "         chrEBV\t    171823\n",
      "chrUn_KI270305v1\t      1472\n",
      "chr1_KI270714v1_random\t     41717\n",
      "chrUn_KI270591v1\t      5796\n",
      "chrUn_KI270424v1\t      2140\n",
      "chrUn_KI270745v1\t     41891\n",
      "chrUn_KI270378v1\t      1048\n",
      "chrUn_KI270752v1\t     27745\n",
      "chrUn_KI270418v1\t      2145\n",
      "chrUn_KI270425v1\t      1884\n",
      "chrUn_KI270336v1\t      1026\n",
      "chrUn_KI270748v1\t     93321\n",
      "chr22_KI270731v1_random\t    150754\n",
      "chr22_KI270739v1_random\t     73985\n",
      "chrUn_KI270390v1\t      2387\n",
      "chrUn_KI270414v1\t      2489\n",
      "chrUn_KI270579v1\t     31033\n",
      "*Warning*. 25 NaN values were found. They will be removed along with the corresponding bins in other samples for the computation and plotting\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "output_images/CTCF_ChIP-seq_spearman.png\n"
     ]
    }
   ],
   "source": [
    "data_dir = 'data/'\n",
    "output_dir = 'output_images'\n",
    "os.system('mkdir {}'.format(output_dir))\n",
    "# Create set of all chromosomes in GRCh38\n",
    "chr_labels = set(chrom_sizes[0].tolist())\n",
    "# Create set with desired label\n",
    "desired_chrs = {'chr1'}\n",
    "# Use set difference to create a list of chromosomes to skip\n",
    "chrs_to_skip = list(chr_labels - desired_chrs)\n",
    "# Use the Spearman correlation for comparison, it is less susceptible to\n",
    "# outliers than Pearson correlation\n",
    "method = 'spearman'\n",
    "# Generate the local bigWig file paths and cell line labels\n",
    "bw_files = []\n",
    "bw_labels = []\n",
    "for f in merged_df.to_dict('record'):\n",
    "    bw_file = data_dir + os.path.basename(f.get('cloud_metadata'))\n",
    "    bw_label = f.get('term_name')\n",
    "    bw_files.append(bw_file)\n",
    "    bw_labels.append(bw_label)\n",
    "imagename = make_corr_plot(\n",
    "    bw_files,\n",
    "    chrs_to_skip,\n",
    "    method=method,\n",
    "    fileset_name='CTCF_ChIP-seq',\n",
    "    labels=bw_labels,\n",
    "    output_dir=output_dir\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the results\n",
    "Now that we have our correlation plot, let's display it. Conveniently, the *deepTools* *plot_correlation* method plots hierarchical clustering results along one end of the matrix. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 17280x11520 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "scale = 40\n",
    "img = plt.imread(imagename)\n",
    "imgplot = ax.imshow(img)\n",
    "fig.set_size_inches(tuple([scale*i for i in fig.get_size_inches()]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most correlated cell types here are RWPE1, C4-2B, and LNCAP. What do these cell lines have in common?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "        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>file</th>\n",
       "      <th>dataset</th>\n",
       "      <th>cell_slims</th>\n",
       "      <th>developmental_slims</th>\n",
       "      <th>organ_slims</th>\n",
       "      <th>system_slims</th>\n",
       "      <th>term_name</th>\n",
       "      <th>biological_replicates</th>\n",
       "      <th>cloud_metadata</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>/files/ENCFF289MVP/</td>\n",
       "      <td>/experiments/ENCSR460LGH/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>C4-2B</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>/files/ENCFF325GYQ/</td>\n",
       "      <td>/experiments/ENCSR315NAC/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>LNCAP</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>/files/ENCFF494OPQ/</td>\n",
       "      <td>/experiments/ENCSR303GFI/</td>\n",
       "      <td>[epithelial cell]</td>\n",
       "      <td>[mesoderm, endoderm, ectoderm]</td>\n",
       "      <td>[epithelium, prostate gland]</td>\n",
       "      <td>[reproductive system]</td>\n",
       "      <td>RWPE1</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/07...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   file                    dataset         cell_slims  \\\n",
       "11  /files/ENCFF289MVP/  /experiments/ENCSR460LGH/      [cancer cell]   \n",
       "13  /files/ENCFF325GYQ/  /experiments/ENCSR315NAC/      [cancer cell]   \n",
       "17  /files/ENCFF494OPQ/  /experiments/ENCSR303GFI/  [epithelial cell]   \n",
       "\n",
       "               developmental_slims                   organ_slims  \\\n",
       "11  [mesoderm, endoderm, ectoderm]              [prostate gland]   \n",
       "13  [mesoderm, endoderm, ectoderm]              [prostate gland]   \n",
       "17  [mesoderm, endoderm, ectoderm]  [epithelium, prostate gland]   \n",
       "\n",
       "             system_slims term_name biological_replicates  \\\n",
       "11  [reproductive system]     C4-2B                [1, 2]   \n",
       "13  [reproductive system]     LNCAP                [1, 2]   \n",
       "17  [reproductive system]     RWPE1                [1, 2]   \n",
       "\n",
       "                                       cloud_metadata  \n",
       "11  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "13  https://encode-public.s3.amazonaws.com/2017/07...  \n",
       "17  https://encode-public.s3.amazonaws.com/2017/07...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interesting_lines = ['RWPE1', 'C4-2B', 'LNCAP']\n",
    "merged_df[merged_df.term_name.isin(interesting_lines)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cool! These all appear to be prostate cell lines, which could explain their high correlation. Interestingly though, other prostate cell lines, like 22rv1 and RWPE2, don't appear as part of this cluster. We also see a broad and loosely defined cluster around *Loucy* (darker red than other clusters). Let's look at a few cell lines there as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file</th>\n",
       "      <th>dataset</th>\n",
       "      <th>cell_slims</th>\n",
       "      <th>developmental_slims</th>\n",
       "      <th>organ_slims</th>\n",
       "      <th>system_slims</th>\n",
       "      <th>term_name</th>\n",
       "      <th>biological_replicates</th>\n",
       "      <th>cloud_metadata</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>/files/ENCFF799SEU/</td>\n",
       "      <td>/experiments/ENCSR464DKE/</td>\n",
       "      <td>[hematopoietic cell, T cell, leukocyte, cancer...</td>\n",
       "      <td>[mesoderm]</td>\n",
       "      <td>[blood, bodily fluid]</td>\n",
       "      <td>[immune system, circulatory system]</td>\n",
       "      <td>Loucy</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/03...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>/files/ENCFF915YAY/</td>\n",
       "      <td>/experiments/ENCSR611JJS/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>[musculature of body]</td>\n",
       "      <td>A673</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2017/10...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>/files/ENCFF318ASK/</td>\n",
       "      <td>/experiments/ENCSR125DKL/</td>\n",
       "      <td>[cancer cell]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>SU-DHL-6</td>\n",
       "      <td>[1, 2]</td>\n",
       "      <td>https://encode-public.s3.amazonaws.com/2018/03...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   file                    dataset  \\\n",
       "6   /files/ENCFF799SEU/  /experiments/ENCSR464DKE/   \n",
       "20  /files/ENCFF915YAY/  /experiments/ENCSR611JJS/   \n",
       "23  /files/ENCFF318ASK/  /experiments/ENCSR125DKL/   \n",
       "\n",
       "                                           cell_slims developmental_slims  \\\n",
       "6   [hematopoietic cell, T cell, leukocyte, cancer...          [mesoderm]   \n",
       "20                                      [cancer cell]                  []   \n",
       "23                                      [cancer cell]                  []   \n",
       "\n",
       "              organ_slims                         system_slims term_name  \\\n",
       "6   [blood, bodily fluid]  [immune system, circulatory system]     Loucy   \n",
       "20  [musculature of body]                [musculature of body]      A673   \n",
       "23                     []                                   []  SU-DHL-6   \n",
       "\n",
       "   biological_replicates                                     cloud_metadata  \n",
       "6                 [1, 2]  https://encode-public.s3.amazonaws.com/2017/03...  \n",
       "20                [1, 2]  https://encode-public.s3.amazonaws.com/2017/10...  \n",
       "23                [1, 2]  https://encode-public.s3.amazonaws.com/2018/03...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interesting_lines = ['Loucy', 'SU-DHL-6', 'A673']\n",
    "merged_df[merged_df.term_name.isin(interesting_lines)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that these are all cancer cells. We can see numerous other cancer cell lines in this cluster as well, such as OCI-LY7 and PC-9."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions\n",
    "Here are some exercises left to the reader:\n",
    "\n",
    "1. How would this analysis look on a different chromosome? Does it change meaningfully? How would it look if we performed it genome-wide?\n",
    "\n",
    "2. How would this analysis look if we used ENCODE ChIP-seq data for a different transcription factor? Would we expect similar clusters to form?  What about a histone mark like H3K4me3?\n",
    "\n",
    "3. Did the results here match our expectations for CTCF? What biological knowledge about CTCF could help explain these results?"
   ]
  }
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