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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Biocham 4.1.22\n",
    "Copyright (C) 2003-2019 Inria, EPI Lifeware, Saclay-Île de France, France,\n",
    "license GNU GPL 2, http://lifeware.inria.fr/biocham4/\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Protein kinase switch \n",
    "* basic component of Mitogen Activated Protein Kinase (MAPK) signaling networks in cells\n",
    "* here just one level of double phosphorylation (same kinase MAPKK for the phosporylations, same phosphatase MKP for the dephosphorylations)\n",
    "* **input MAPKK**\n",
    "* **output MPP**\n",
    "\n",
    "### Model 26 of BioModels\n",
    "Markevich, N.I., Hoek, J.B., Kholodenko, B.N., 2004. Signaling switches and bistability arising from multisite phosphorylation in protein kinase cascades. Journal of Cell Biology 164, 353–359.\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "k1*M*MAPKK for M+MAPKK=>M_MAPKK.\r\n",
       "k_1*M_MAPKK for M_MAPKK=>M+MAPKK.\r\n",
       "k2*M_MAPKK for M_MAPKK=>Mp+MAPKK.\r\n",
       "k3*Mp*MAPKK for Mp+MAPKK=>Mp_MAPKK.\r\n",
       "k_3*Mp_MAPKK for Mp_MAPKK=>Mp+MAPKK.\r\n",
       "k4*Mp_MAPKK for Mp_MAPKK=>Mpp+MAPKK.\r\n",
       "h1*Mpp*MKP3 for Mpp+MKP3=>Mpp_MKP3.\r\n",
       "h_1*Mpp_MKP3 for Mpp_MKP3=>Mpp+MKP3.\r\n",
       "h2*Mpp_MKP3 for Mpp_MKP3=>Mp_MKP3_dep.\r\n",
       "h3*Mp_MKP3_dep/uVol for Mp_MKP3_dep=>Mp+MKP3.\r\n",
       "h_3*Mp*MKP3/uVol for Mp+MKP3=>Mp_MKP3_dep.\r\n",
       "h4*Mp*MKP3 for Mp+MKP3=>Mp_MKP3.\r\n",
       "h_4*Mp_MKP3 for Mp_MKP3=>Mp+MKP3.\r\n",
       "h5*Mp_MKP3 for Mp_MKP3=>M_MKP3.\r\n",
       "h6*M_MKP3 for M_MKP3=>M+MKP3.\r\n",
       "h_6*M*MKP3 for M+MKP3=>M_MKP3.\r\n",
       "present(M,500.0).\r\n",
       "present(Mp,0.0).\r\n",
       "present(Mpp,0.0).\r\n",
       "present(MAPKK,50.0).\r\n",
       "present(MKP3,100.0).\r\n",
       "present(M_MAPKK,0.0).\r\n",
       "present(Mp_MAPKK,0.0).\r\n",
       "present(Mpp_MKP3,0.0).\r\n",
       "present(Mp_MKP3_dep,0.0).\r\n",
       "present(Mp_MKP3,0.0).\r\n",
       "present(M_MKP3,0.0).\r\n",
       "parameter(\r\n",
       "  uVol = 1.0,\r\n",
       "  k1 = 0.02,\r\n",
       "  k_1 = 1.0,\r\n",
       "  k2 = 0.01,\r\n",
       "  k3 = 0.032,\r\n",
       "  k_3 = 1.0,\r\n",
       "  k4 = 15.0,\r\n",
       "  h1 = 0.045,\r\n",
       "  h_1 = 1.0,\r\n",
       "  h2 = 0.092,\r\n",
       "  h3 = 1.0,\r\n",
       "  h_3 = 0.01,\r\n",
       "  h4 = 0.01,\r\n",
       "  h_4 = 1.0,\r\n",
       "  h5 = 0.5,\r\n",
       "  h6 = 0.086,\r\n",
       "  h_6 = 0.0011\r\n",
       ").\r\n"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load('library:biomodels/BIOMD0000000026.xml').\n",
    "list_model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### conservation laws for M, MAPKK and MKP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "M+M_MAPKK+M_MKP3+Mp+Mp_MAPKK+Mp_MKP3+Mp_MKP3_dep+Mpp+Mpp_MKP3\r\n",
       "MAPKK+M_MAPKK+Mp_MAPKK\r\n",
       "MKP3+M_MKP3+Mp_MKP3+Mp_MKP3_dep+Mpp_MKP3\r\n",
       "3 complex invariant(s)\r\n"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "search_conservations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "\\begin{align*}\n",
       "M_MKP3_0 &= 0\\\\\n",
       "MKP3_0 &= 100.0\\\\\n",
       "M_0 &= 500.0\\\\\n",
       "Mp_MKP3_0 &= 0\\\\\n",
       "Mp_0 &= 0\\\\\n",
       "Mp_MKP3_dep_0 &= 0\\\\\n",
       "Mpp_MKP3_0 &= 0\\\\\n",
       "Mpp_0 &= 0\\\\\n",
       "MAPKK_0 &= 50.0\\\\\n",
       "Mp_MAPKK_0 &= 0\\\\\n",
       "M_MAPKK_0 &= 0\\\\\n",
       "uVol &= 1.0\\\\\n",
       "k1 &= 0.02\\\\\n",
       "k_1 &= 1.0\\\\\n",
       "k2 &= 0.01\\\\\n",
       "k3 &= 0.032\\\\\n",
       "k_3 &= 1.0\\\\\n",
       "k4 &= 15.0\\\\\n",
       "h1 &= 0.045\\\\\n",
       "h_1 &= 1.0\\\\\n",
       "h2 &= 0.092\\\\\n",
       "h3 &= 1.0\\\\\n",
       "h_3 &= 0.01\\\\\n",
       "h4 &= 0.01\\\\\n",
       "h_4 &= 1.0\\\\\n",
       "h5 &= 0.5\\\\\n",
       "h6 &= 0.086\\\\\n",
       "h_6 &= 0.0011\\\\\n",
       "\\frac{dM_MKP3}{dt} &= h5*Mp_MKP3-h6*M_MKP3+h_6*M*MKP3\\\\\n",
       "\\frac{dMKP3}{dt} &= h_1*Mpp_MKP3-h1*Mpp*MKP3+h3*Mp_MKP3_dep/uVol+ -1*h_3*Mp*MKP3/uVol-h4*Mp*MKP3+h_4*Mp_MKP3+h6*M_MKP3-h_6*M*MKP3\\\\\n",
       "\\frac{dM}{dt} &= k_1*M_MAPKK-k1*M*MAPKK+h6*M_MKP3-h_6*M*MKP3\\\\\n",
       "\\frac{dMp_MKP3}{dt} &= h4*Mp*MKP3-h_4*Mp_MKP3-h5*Mp_MKP3\\\\\n",
       "\\frac{dMp}{dt} &= k2*M_MAPKK-k3*Mp*MAPKK+k_3*Mp_MAPKK+h3*Mp_MKP3_dep/uVol+ -1*h_3*Mp*MKP3/uVol-h4*Mp*MKP3+h_4*Mp_MKP3\\\\\n",
       "\\frac{dMp_MKP3_dep}{dt} &= h2*Mpp_MKP3+ -1*h3*Mp_MKP3_dep/uVol+h_3*Mp*MKP3/uVol\\\\\n",
       "\\frac{dMpp_MKP3}{dt} &= h1*Mpp*MKP3-h_1*Mpp_MKP3-h2*Mpp_MKP3\\\\\n",
       "\\frac{dMpp}{dt} &= k4*Mp_MAPKK-h1*Mpp*MKP3+h_1*Mpp_MKP3\\\\\n",
       "\\frac{dMAPKK}{dt} &= k_1*M_MAPKK-k1*M*MAPKK+k2*M_MAPKK-k3*Mp*MAPKK+k_3*Mp_MAPKK+k4*Mp_MAPKK\\\\\n",
       "\\frac{dMp_MAPKK}{dt} &= k3*Mp*MAPKK-k_3*Mp_MAPKK-k4*Mp_MAPKK\\\\\n",
       "\\frac{dM_MAPKK}{dt} &= k1*M*MAPKK-k_1*M_MAPKK-k2*M_MAPKK\\\\\n",
       "\\end{align*}\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "list_ode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\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",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[0].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[0].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[0]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\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(null);\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",
       "  };\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.14.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-0.12.14.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.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",
       "      }} 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(null)).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(null);\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  };\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.14.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-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.14.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.14.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.14.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      }} 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(null)).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"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"508f00d1-e995-4e77-ab4e-ce905fee948f\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
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      "application/vnd.bokehjs_exec.v0+json": ""
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     "output_type": "display_data"
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   ],
   "source": [
    "numerical_simulation. plot."
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### similar behavior with the stochastic semantics \n",
    "(because high number of molecules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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     "data": {
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       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"2f55fdc5-3f7c-426e-b947-d42ca35be2c1\"></div>\n",
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       "  var render_items = [{\"docid\":\"fe826cdc-c752-467b-9cad-9044633ce4b4\",\"elementid\":\"2f55fdc5-3f7c-426e-b947-d42ca35be2c1\",\"modelid\":\"968680c0-6b07-4b7e-8b78-5775b2b6815a\",\"notebook_comms_target\":\"f30f98e7-cf86-42fa-b2bf-441d65f8e829\"}];\n",
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   "source": [
    "numerical_simulation(method:ssa, stochastic_conversion:10). plot."
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    "### Dose-response diagrams\n",
    "\n",
    "* Dose response diagrams are obtained in Biocham by simulation by slowly varying the input and drawing the output value after *sufficient time for stabilization*\n",
    "\n",
    "* The steady state is not computed symbolically, but assumed to be reached over that time horizon for all values of the input.\n",
    "\n",
    "\n",
    "\n",
    "### Switch-like response\n",
    "* (a stiffer response is obtained at the third level in the complete three level MAPK cascade network)"
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       "  var render_items = [{\"docid\":\"204714a1-494c-4cfe-9376-83ba74a21722\",\"elementid\":\"d5e907fb-8b4d-4d11-83f0-f07b7f003740\",\"modelid\":\"97f8f010-4a0c-4e30-821c-a6918d586972\",\"notebook_comms_target\":\"2f3c44c0-1e93-4041-90c6-cfcd692fb208\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\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 run BokehJS code because BokehJS library is missing\")\n",
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    "dose_response(MAPKK, 0, 100, time:1e4, show:Mpp)."
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   "source": [
    "### Bistability\n",
    "* bistability is shown by a bifurcation diagram obtained here by first slowly increasing the input and then decreasing it\n",
    "* the *hysteresis* shows a memory effect which corresponds to the existence of two stable states in the rate equation"
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   "execution_count": 9,
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   "source": [
    "bifurcations(MAPKK, 0, 100, time:1e4, show:Mpp)."
   ]
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   "source": [
    "# Questions\n",
    "### 1) does multistability arise on the first phosphorylation Mp ?\n",
    "\n",
    "*write your answer here*\n",
    "\n",
    "*...*\n"
   ]
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    "### 2) does multistability arise in absence of the second phosphorylation reactions ? \n",
    "try by setting kinetic parameters to 0"
   ]
  },
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