{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Building a gene network from the IDR and STRINGdb\n",
    "This notebook exemplifies how to build Figure 1 of the paper\n",
    "using the IDR API."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dependencies\n",
    " * [Matplotlib](http://matplotlib.org/)\n",
    " * [NumPy](http://www.numpy.org/)\n",
    " * [Pandas](http://pandas.pydata.org/)\n",
    " * [NetworkX](https://networkx.github.io/)\n",
    " * [Py2Cytoscape](https://pypi.python.org/pypi/py2cytoscape)\n",
    " * [Requests](http://docs.python-requests.org/)\n",
    " \n",
    "The cell below will install dependencies if you choose to run the notebook in [Google Colab](https://colab.research.google.com/notebooks/intro.ipynb#recent=true)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: packaging in /srv/conda/envs/notebook/lib/python3.7/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->idr-py) (20.9)\n",
      "Requirement already satisfied: pytz>=2017.3 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from pandas->idr-py) (2021.1)\n",
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      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install idr-py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
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       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '3d862e3f-cde7-434d-a7ef-52ef6254ff6e' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.11.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '3d862e3f-cde7-434d-a7ef-52ef6254ff6e' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.11.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.11.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.11.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.11.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"3d862e3f-cde7-434d-a7ef-52ef6254ff6e\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython import get_ipython\n",
    "import warnings\n",
    "import omero\n",
    "from idr import connection\n",
    "\n",
    "import requests\n",
    "from pandas import DataFrame\n",
    "from pandas import read_csv\n",
    "from pandas import concat\n",
    "from io import StringIO\n",
    "\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "from bokeh.models import ColumnDataSource\n",
    "from bokeh.plotting import figure, output_notebook, show\n",
    "from bokeh.models import HoverTool\n",
    "from bokeh.palettes import brewer\n",
    "\n",
    "output_notebook()\n",
    "get_ipython().run_line_magic('matplotlib', 'inline')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Method definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getBulkAnnotationAsDf(screenID, conn):\n",
    "    sc = conn.getObject('Screen', screenID)\n",
    "    for ann in sc.listAnnotations():\n",
    "        if isinstance(ann, omero.gateway.FileAnnotationWrapper):\n",
    "            if (ann.getFile().getName() == 'bulk_annotations'):\n",
    "                if (ann.getFile().getSize() > 147625090):\n",
    "                    print(\"that's a big file...\")\n",
    "                    return None\n",
    "                ofId = ann.getFile().getId()\n",
    "                break\n",
    "\n",
    "    print(ofId)\n",
    "    original_file = omero.model.OriginalFileI(ofId, False)\n",
    "\n",
    "    table = conn.c.sf.sharedResources().openTable(original_file)\n",
    "    try:\n",
    "        rowCount = table.getNumberOfRows()\n",
    "\n",
    "        column_names = [col.name for col in table.getHeaders()]\n",
    "\n",
    "        black_list = []\n",
    "        column_indices = []\n",
    "        for column_name in column_names:\n",
    "            if column_name in black_list:\n",
    "                continue\n",
    "            column_indices.append(column_names.index(column_name))\n",
    "\n",
    "        table_data = table.slice(column_indices, None)\n",
    "    finally:\n",
    "        table.close()\n",
    "\n",
    "    data = []\n",
    "    for index in range(rowCount):\n",
    "        row_values = [column.values[index] for column in table_data.columns]\n",
    "        data.append(row_values)\n",
    "\n",
    "    dfAnn = DataFrame(data)\n",
    "    dfAnn.columns = column_names\n",
    "    return dfAnn\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getGenesFromPhenotype(df, phTerm):\n",
    "    # all gene from bulk_annotation 'df' annotated with CMPO term 'phTerm'\n",
    "    colElong = []\n",
    "    for col in df.columns:\n",
    "        if 'Term Accession' in col:\n",
    "            if phTerm in df[col].unique():\n",
    "                colElong.append(col)\n",
    "\n",
    "    dfElong = concat([df[df[col] != ''] for col in colElong])\n",
    "    return dfElong['Gene Identifier'].unique()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Connect to the IDR server"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connected to IDR...\n"
     ]
    }
   ],
   "source": [
    "conn = connection('idr.openmicroscopy.org')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Querying the IDR\n",
    "We will download the annotations for the three screens under study\n",
    "as panda DataFrames, and sub-select the genes from each which are\n",
    "annotated with the phenotype we are looking for, CMPO_0000077 a.k.a.\n",
    "'elongated cell phenotype'.\n",
    "The next step is to build, from that list, a list of IDs we can\n",
    "query the STRING database with. The translation table was built offline\n",
    "using biomart and pombase."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading 3\n",
      "14209154\n",
      "got 39 genes\n",
      "loading 206\n",
      "15026339\n",
      "got 72 genes\n",
      "loading 1202\n",
      "14516716\n",
      "got 99 genes\n"
     ]
    }
   ],
   "source": [
    "# CMPO term to look for\n",
    "ph_term = 'CMPO_0000077'\n",
    "\n",
    "# ids of screens:\n",
    "# sc_id = 3  # Graml et al.\n",
    "# sc_id = 206  # Rohn et al., B\n",
    "# sc_id = 1202  # Fuchs et al., B\n",
    "\n",
    "screens = [3, 206, 1202]\n",
    "\n",
    "genes = []\n",
    "for sc_id in screens:\n",
    "    print('loading ' + str(sc_id))\n",
    "\n",
    "    # loading bulk_annotations of screens as dataframes\n",
    "    df = getBulkAnnotationAsDf(sc_id, conn)\n",
    "    # unique genes with CPMO term\n",
    "    cur = getGenesFromPhenotype(df, ph_term)\n",
    "    print('got ' + str(len(cur)) + ' genes')\n",
    "    genes.extend(cur)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Disconnect when done loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Translation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['SPAC3G9.08', 'SPCC970.10c', 'SPCC553.08c', 'SPAC16C9.05', 'SPAC30.02c', 'SPAC3H8.05c', 'SPCC306.04c', 'SPCC338.16', 'SPCP1E11.06', 'SPAC1556.01c']\n",
      "15    ENSG00000071243\n",
      "16    ENSG00000111653\n",
      "17    ENSG00000168395\n",
      "18    ENSG00000168556\n",
      "47    ENSG00000103549\n",
      "48    ENSG00000155827\n",
      "44    ENSG00000140598\n",
      "2     ENSG00000109118\n",
      "11    ENSG00000198841\n",
      "40    ENSG00000099381\n",
      "Name: Human Ortholog Ensembl 84, dtype: object\n"
     ]
    }
   ],
   "source": [
    "# The table was built offline using biomart\n",
    "dfTrans = read_csv('https://raw.githubusercontent.com/IDR/idr-notebooks/master/includes/TableOfGenesWithElongatedCellPhenotype.csv')\n",
    "\n",
    "# extract IDs\n",
    "key = 'Human Ortholog Ensembl 84'\n",
    "genesE84 = concat([dfTrans[dfTrans['Screen GeneID'] == x][key] for x in genes])\n",
    "genesE84 = genesE84[genesE84 != '(null)']\n",
    "\n",
    "print(genes[:10])\n",
    "print(genesE84.head(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### REST query of STRINGdb\n",
    "We use the STRINGdb REST API to get all the known interactions\n",
    "of all of our genes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Building STRINGdb REST api query\n",
    "url = 'http://string-db.org/api/psi-mi-tab/interaction_partners?species=9606&limit=5&identifiers='\n",
    "# genesE84 = genesE84[:10]\n",
    "for g in genesE84:\n",
    "    url = url + g + '%0d'\n",
    "res = requests.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
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       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.999|ascore:0.088|escore:0.962|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>string:9606.ENSP00000340896</td>\n",
       "      <td>string:9606.ENSP00000264515</td>\n",
       "      <td>ASH2L</td>\n",
       "      <td>RBBP5</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.999|ascore:0.201|escore:0.975|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>string:9606.ENSP00000369810</td>\n",
       "      <td>string:9606.ENSP00000220509</td>\n",
       "      <td>VPS16</td>\n",
       "      <td>VPS18</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.999|ascore:0.18|escore:0.943|dscore:0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>string:9606.ENSP00000267197</td>\n",
       "      <td>string:9606.ENSP00000264515</td>\n",
       "      <td>SETD1B</td>\n",
       "      <td>RBBP5</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.999|ascore:0.067|escore:0.962|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>string:9606.ENSP00000325863</td>\n",
       "      <td>string:9606.ENSP00000265335</td>\n",
       "      <td>MRE11A</td>\n",
       "      <td>RAD50</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.999|nscore:0.309|ascore:0.46|escore:0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>string:9606.ENSP00000390475</td>\n",
       "      <td>string:9606.ENSP00000264515</td>\n",
       "      <td>CXXC1</td>\n",
       "      <td>RBBP5</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.998|ascore:0.054|escore:0.931|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>string:9606.ENSP00000390475</td>\n",
       "      <td>string:9606.ENSP00000340896</td>\n",
       "      <td>CXXC1</td>\n",
       "      <td>ASH2L</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.998|ascore:0.058|escore:0.953|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>string:9606.ENSP00000390475</td>\n",
       "      <td>string:9606.ENSP00000262519</td>\n",
       "      <td>CXXC1</td>\n",
       "      <td>SETD1A</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.998|ascore:0.181|escore:0.933|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>string:9606.ENSP00000264515</td>\n",
       "      <td>string:9606.ENSP00000262519</td>\n",
       "      <td>RBBP5</td>\n",
       "      <td>SETD1A</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.998|ascore:0.067|escore:0.916|dscore:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>string:9606.ENSP00000362948</td>\n",
       "      <td>string:9606.ENSP00000265350</td>\n",
       "      <td>MED18</td>\n",
       "      <td>MED20</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>taxid:9606</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>score:0.998|ascore:0.074|escore:0.833|dscore:0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            0                            1       2       3   \\\n",
       "0  string:9606.ENSP00000340896  string:9606.ENSP00000267197   ASH2L  SETD1B   \n",
       "1  string:9606.ENSP00000340896  string:9606.ENSP00000264515   ASH2L   RBBP5   \n",
       "2  string:9606.ENSP00000369810  string:9606.ENSP00000220509   VPS16   VPS18   \n",
       "3  string:9606.ENSP00000267197  string:9606.ENSP00000264515  SETD1B   RBBP5   \n",
       "4  string:9606.ENSP00000325863  string:9606.ENSP00000265335  MRE11A   RAD50   \n",
       "5  string:9606.ENSP00000390475  string:9606.ENSP00000264515   CXXC1   RBBP5   \n",
       "6  string:9606.ENSP00000390475  string:9606.ENSP00000340896   CXXC1   ASH2L   \n",
       "7  string:9606.ENSP00000390475  string:9606.ENSP00000262519   CXXC1  SETD1A   \n",
       "8  string:9606.ENSP00000264515  string:9606.ENSP00000262519   RBBP5  SETD1A   \n",
       "9  string:9606.ENSP00000362948  string:9606.ENSP00000265350   MED18   MED20   \n",
       "\n",
       "  4  5  6  7  8           9           10 11 12 13  \\\n",
       "0  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "1  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "2  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "3  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "4  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "5  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "6  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "7  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "8  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "9  -  -  -  -  -  taxid:9606  taxid:9606  -  -  -   \n",
       "\n",
       "                                                  14  \n",
       "0  score:0.999|ascore:0.088|escore:0.962|dscore:0...  \n",
       "1  score:0.999|ascore:0.201|escore:0.975|dscore:0...  \n",
       "2  score:0.999|ascore:0.18|escore:0.943|dscore:0....  \n",
       "3  score:0.999|ascore:0.067|escore:0.962|dscore:0...  \n",
       "4  score:0.999|nscore:0.309|ascore:0.46|escore:0....  \n",
       "5  score:0.998|ascore:0.054|escore:0.931|dscore:0...  \n",
       "6  score:0.998|ascore:0.058|escore:0.953|dscore:0...  \n",
       "7  score:0.998|ascore:0.181|escore:0.933|dscore:0...  \n",
       "8  score:0.998|ascore:0.067|escore:0.916|dscore:0...  \n",
       "9  score:0.998|ascore:0.074|escore:0.833|dscore:0...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_original = read_csv(StringIO(res.text), sep='\\t', header=None)\n",
    "df_full = df_original.replace(to_replace ='string:', value = '', regex = True)\n",
    "df = df_full[:int(len(df_full.index)/5)]\n",
    "df_full.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some displays"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### A. NetworkX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1c6c28ec90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "g = nx.from_pandas_edgelist(df, 2, 3)\n",
    "plt.figure(figsize=(12, 12))\n",
    "nx.draw_spring(g, with_labels=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### B. Bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"ea7dc35f-52b7-4651-aed8-655ab40c156e\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
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       "    var render_items = [{\"docid\":\"4585ece6-e819-490e-a6b1-ac4c1a2f22af\",\"elementid\":\"ea7dc35f-52b7-4651-aed8-655ab40c156e\",\"modelid\":\"3c5f59c1-176d-46c9-ad1f-20bd1312723c\"}];\n",
       "    root.Bokeh.embed.embed_items(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to embed document because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3c5f59c1-176d-46c9-ad1f-20bd1312723c"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use spring layout from networkx for display\n",
    "pts = nx.spring_layout(g)\n",
    "\n",
    "TOOLS = \"tap,pan,wheel_zoom,reset\"\n",
    "p = figure(plot_width=800, plot_height=800, title=\"My chart\", tools=TOOLS)\n",
    "\n",
    "# color certain genes of interest\n",
    "# comment out this section if not needed\n",
    "colors = np.ones(len(g.nodes()))\n",
    "colors[[x == 'ASH2L' for x in pts.keys()]] = 4\n",
    "colors[[x == 'SETD1A' for x in pts.keys()]] = 2\n",
    "colors[[x == 'SETD1B' for x in pts.keys()]] = 2\n",
    "cm = brewer['Set1'][5]\n",
    "colors = [cm[int(x)] for x in colors]\n",
    "names = list(pts.keys())\n",
    "cntr = 0\n",
    "for x in pts.values():\n",
    "    cir = p.circle(x=x[0], y=x[1], radius=.01,\n",
    "                   color=colors[cntr], name=names[cntr])\n",
    "    cntr = cntr + 1\n",
    "\n",
    "# uncomment next line if not\n",
    "# coloring genes of interest\n",
    "# cir=p.circle('x','y',source=sourceNode,radius=.01)\n",
    "sourceEdges = ColumnDataSource(\n",
    "    data=dict(\n",
    "        x1=[pts[x[0]][0] for x in g.edges()],\n",
    "        y1=[pts[x[0]][1] for x in g.edges()],\n",
    "        x2=[pts[x[1]][0] for x in g.edges()],\n",
    "        y2=[pts[x[1]][1] for x in g.edges()]\n",
    "    ))\n",
    "seg = p.segment('x1', 'y1', 'x2', 'y2', source=sourceEdges)\n",
    "hover = HoverTool(\n",
    "        tooltips=[\n",
    "            (\"Name\", \"@names\"),\n",
    "        ]\n",
    "    )\n",
    "p.add_tools(hover)\n",
    "\n",
    "show(p)\n"
   ]
  },
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   "source": [
    "### License (BSD 2-Clause)¶ \n",
    "Copyright (C) 2016-2021 University of Dundee. All Rights Reserved.\n",
    "\n",
    "Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:\n",
    "\n",
    "Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE."
   ]
  }
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