notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# pyGATB: presentation and usage\n",
    "\n",
    "```bash\n",
    "git clone --recursive https://github.com/GATB/pyGATB\n",
    "cd pyGATB\n",
    "mkdir build && cd build\n",
    "cmake . .. -DCMAKE_BUILD_TYPE=Release\n",
    "make -j8\n",
    "python3 setup.py install --user\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from gatb import Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Graph k31 INIT_DONE>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = Graph('-in ../../DiscoSnp/test/large_test/discoRes_k_31_c_auto.h5') # chr1 with simulated variants\n",
    "graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on Graph object:\n",
      "\n",
      "class Graph(builtins.object)\n",
      " |  A classic GATB graph.\n",
      " |  Nodes objects obtained by iteration contain the actual API\n",
      " |  \n",
      " |  Methods defined here:\n",
      " |  \n",
      " |  __contains__(...)\n",
      " |      Checks if the neighbor of a real node is in the graph\n",
      " |      eg: ``graph[bytes(node)[1:] + b'A'] in graph`` tests if the\n",
      " |      right extension with 'A' is present in the graph.\n",
      " |      False positives happen when the made up Node is further appart than\n",
      " |      one edge to a real Node.\n",
      " |  \n",
      " |  __getitem__(...)\n",
      " |      Construct a Node from a k-mer in bytes\n",
      " |      Warning: as usual, don't get off track !\n",
      " |  \n",
      " |  __iter__(...)\n",
      " |      Iterates over branching nodes.\n",
      " |  \n",
      " |  __new__(*args, **kwargs) from builtins.type\n",
      " |      Create and return a new object.  See help(type) for accurate signature.\n",
      " |  \n",
      " |  __repr__(self, /)\n",
      " |      Return repr(self).\n",
      " |  \n",
      " |  kmers(self, s)\n",
      " |      Graph.kmers(signatures, args, kwargs, defaults)\n",
      " |  \n",
      " |  nodes(...)\n",
      " |      Graph.nodes(self)\n",
      " |      Iterates over all nodes.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors defined here:\n",
      " |  \n",
      " |  kmerSize\n",
      " |  \n",
      " |  state\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes defined here:\n",
      " |  \n",
      " |  __pyx_vtable__ = <capsule object NULL>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Iterate over branching nodes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAC F>\n",
      "1: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAT F>\n",
      "2: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAG F>\n",
      "3: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAACA F>\n",
      "4: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAACC F>\n",
      "5: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAACT F>\n",
      "6: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAACG F>\n",
      "7: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAATA F>\n",
      "8: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAATC F>\n",
      "9: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAATT F>\n",
      "10: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAGA F>\n",
      "11: <Node k31 AAAAAAAAAAAAAAAAAAAAAAAAAAAAAGC F>\n"
     ]
    }
   ],
   "source": [
    "for i, node in enumerate(graph):\n",
    "    print('{}: {!r}'.format(i, node))\n",
    "    if i > 10: break   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Graph is a factory for Nodes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Node k31 AACGAGCACCAAAGACTTAGCATGAAAACCC F>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmer = b'AACGAGCACCAAAGACTTAGCATGAAAACCC'\n",
    "node = graph[kmer] # Either a real graph node or one of their neighbors\n",
    "node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on Node object:\n",
      "\n",
      "class Node(builtins.object)\n",
      " |  Methods defined here:\n",
      " |  \n",
      " |  __bytes__(...)\n",
      " |      Node.__bytes__(self)\n",
      " |  \n",
      " |  __copy__(...)\n",
      " |      Node.__copy__(self)\n",
      " |  \n",
      " |  __eq__(self, value, /)\n",
      " |      Return self==value.\n",
      " |  \n",
      " |  __ge__(self, value, /)\n",
      " |      Return self>=value.\n",
      " |  \n",
      " |  __getitem__(self, key, /)\n",
      " |      Return self[key].\n",
      " |  \n",
      " |  __gt__(self, value, /)\n",
      " |      Return self>value.\n",
      " |  \n",
      " |  __hash__(self, /)\n",
      " |      Return hash(self).\n",
      " |  \n",
      " |  __iter__(...)\n",
      " |      iterates nucleotides\n",
      " |  \n",
      " |  __le__(self, value, /)\n",
      " |      Return self<=value.\n",
      " |  \n",
      " |  __len__(self, /)\n",
      " |      Return len(self).\n",
      " |  \n",
      " |  __lt__(self, value, /)\n",
      " |      Return self<value.\n",
      " |  \n",
      " |  __ne__(self, value, /)\n",
      " |      Return self!=value.\n",
      " |  \n",
      " |  __new__(*args, **kwargs) from builtins.type\n",
      " |      Create and return a new object.  See help(type) for accurate signature.\n",
      " |  \n",
      " |  __repr__(self, /)\n",
      " |      Return repr(self).\n",
      " |  \n",
      " |  __str__(self, /)\n",
      " |      Return str(self).\n",
      " |  \n",
      " |  reverse(...)\n",
      " |      Node.reverse(self) -> void\n",
      " |      In-place reverse complement\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors defined here:\n",
      " |  \n",
      " |  abundance\n",
      " |  \n",
      " |  degree\n",
      " |  \n",
      " |  in_degree\n",
      " |  \n",
      " |  neighbors\n",
      " |  \n",
      " |  out_degree\n",
      " |  \n",
      " |  paths\n",
      " |      Simple paths from this node\n",
      " |  \n",
      " |  paths_backward\n",
      " |      Simple path to this node in backward direction\n",
      " |  \n",
      " |  preds\n",
      " |      Predecessors\n",
      " |  \n",
      " |  reversed\n",
      " |      Returns the reverse complement (as a copy)\n",
      " |  \n",
      " |  state\n",
      " |  \n",
      " |  strand\n",
      " |  \n",
      " |  succs\n",
      " |      Succesors\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes defined here:\n",
      " |  \n",
      " |  __pyx_vtable__ = <capsule object NULL>\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "b'AACGAGCACCAAAGACTTAGCATGAAAACCC'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bytes(node) # Conversion to bytestring encoded kmer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Node k31 GGGTTTTCATGCTAAGTCTTTGGTGCTCGTT R>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assert node.reversed == node\n",
    "node.reversed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Query neighbors and degrees:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(<Node k31 ACGAGCACCAAAGACTTAGCATGAAAACCCA F>, <Node k31 ACGAGCACCAAAGACTTAGCATGAAAACCCT F>) 2\n",
      "(<Node k31 CAACGAGCACCAAAGACTTAGCATGAAAACC F>,) 1\n"
     ]
    }
   ],
   "source": [
    "print(node.succs, node.out_degree)\n",
    "print(node.preds, node.in_degree)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Query neighbors by manually doing the extension:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ACGAGCACCAAAGACTTAGCATGAAAACCCA\n",
      "ACGAGCACCAAAGACTTAGCATGAAAACCCT\n"
     ]
    }
   ],
   "source": [
    "node_kmer = bytes(node)\n",
    "for ext in b'ATGC':# NB: iterating over bytes produces character codes\n",
    "    ext = bytes((ext,)) # So this line reconstruct a single character bytes object\n",
    "    ext_kmer = node_kmer[1:] + ext \n",
    "    \n",
    "    ext_node = graph[ext_kmer] # Construct the Node from the bytes encoded kmer\n",
    "    if ext_node in graph: # Checks if the node belong to the graph\n",
    "        print(ext_node)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Simple paths from neighbors are obtained as list of (path, end node, end reason):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((b'AGCGTCCCCTCTTCCACACTGCCCTGATCCCC',\n",
       "  <Node k31 GCGTCCCCTCTTCCACACTGCCCTGATCCCC F>,\n",
       "  2),\n",
       " (b'TGCGTCCCCTCTTCCACACTGCCCTGATCCCC',\n",
       "  <Node k31 GCGTCCCCTCTTCCACACTGCCCTGATCCCC F>,\n",
       "  2))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node.paths"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Both paths ends at the same k-mer : this is a bubble induced by A/T on the first nucleotide in the path.\n",
    "\n",
    "This code tests the forward paths results for all branching nodes and their RCs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def check_paths(origin_node):\n",
    "    origin_node_kmer = bytes(origin_node)\n",
    "    for path, end_node, end_reason in origin_node.paths:\n",
    "        assert (origin_node_kmer + path).endswith(bytes(end_node))\n",
    "        if end_reason == 2: # In-branching end reason prioritized over out-branching\n",
    "            assert end_node.in_degree > 1\n",
    "        elif end_reason == 1:\n",
    "            assert end_node.out_degree > 1 # Out-branching\n",
    "        elif end_reason == 3: # Dead-end\n",
    "            assert end_node.out_degree == 0\n",
    "\n",
    "for origin_node in graph:\n",
    "    check_paths(origin_node)\n",
    "    origin_node.reverse() # in-place reverse\n",
    "    check_paths(origin_node)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Example: forward simple paths graph\n",
    "\n",
    "A graph (branching node, simple path) is constructed by a bounded breadth first seach over forward simple paths.\n",
    "The start node is the running example (`AACGAGCACCAAAGACTTAGCATGAAAACCC`) of a node preceding a bubble.\n",
    "\n",
    "The edges (paths) visited by the BFS are then displayed with `igraph :\n",
    "* Red node : root node (start point of the BFS)\n",
    "* yellow node: node with in-branching (predecesors are not fetched by the forward seach),\n",
    "* blue node: node with out-branching,\n",
    "* green node: in and out-branching,\n",
    "* Red circle: nodes with unexplored descendants.\n",
    "\n",
    "The numbers on the edges are the simple path lengths."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "260 nodes, 268 edges.\n"
     ]
    },
    {
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       "  <use xlink:href=\"#glyph0-1\" x=\"554.246094\" y=\"188.136719\"/>\n",
       "  <use xlink:href=\"#glyph0-12\" x=\"558.350586\" y=\"188.136719\"/>\n",
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       "</g>\n",
       "<g style=\"fill:rgb(0%,0%,0%);fill-opacity:1;\">\n",
       "  <use xlink:href=\"#glyph0-15\" x=\"404.160156\" y=\"33.128906\"/>\n",
       "  <use xlink:href=\"#glyph0-14\" x=\"407.977539\" y=\"33.128906\"/>\n",
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       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<igraph.drawing.Plot at 0x7fa5d1a90d68>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from plot_graph import bfs_igraph\n",
    "bfs_igraph(node, max_depth=20)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
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