Spontaneous calcium oscillations in single astrocytes (Riera et al. 2011) (Manninen et al 2017)

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Accession:223273
We tested the reproducibility and comparability of four astrocyte models (Manninen, Havela, Linne, 2017). Model by Riera et al. (2011) was one of them. We implemented and ran the model by Riera et al. (2011) using Jupyter Notebook. Model codes produce results of Figures 1 and 2 in Manninen, Havela, Linne (2017).
References:
1 . Manninen T, Havela R, Linne ML (2017) Reproducibility and comparability of computational models for astrocyte calcium excitability Front. Neuroinform.
2 . Riera J, Hatanaka R, Ozaki T, Kawashima R (2011) Modeling the spontaneous Ca2+ oscillations in astrocytes: Inconsistencies and usefulness. J Integr Neurosci 10:439-73 [PubMed]
3 . Riera J, Hatanaka R, Uchida T, Ozaki T, Kawashima R (2011) Quantifying the uncertainty of spontaneous Ca2+ oscillations in astrocytes: particulars of Alzheimer's disease. Biophys J 101:554-64 [PubMed]
Model Information (Click on a link to find other models with that property)
Model Type: Glia;
Brain Region(s)/Organism: Hippocampus;
Cell Type(s): Astrocyte;
Channel(s):
Gap Junctions:
Receptor(s): IP3;
Gene(s):
Transmitter(s):
Simulation Environment: Python;
Model Concept(s): Calcium dynamics; Oscillations; Signaling pathways;
Implementer(s): Manninen, Tiina [tiina.h.manninen at gmail.com];
Search NeuronDB for information about:  IP3;
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Riera2011
readme.html
Riera2011.ipynb
Riera2011_Ca_free_constant.ipynb
screenshot.png
                            
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Tiina Manninen\n",
    "# Ca_free is a constant\n",
    "# Implementation of astrocyte model by Riera et al. (2011)\n",
    "# Riera, J., Hatanaka, R., Ozaki, T., and Kawashima, R. (2011a). Modeling the spontaneous Ca2+ oscillations\n",
    "# in astrocytes: Inconsistencies and usefulness. J. Integr. Neurosci. 10, 439–473.\n",
    "# Riera, J., Hatanaka, R., Uchida, T., Ozaki, T., and Kawashima, R. (2011b). Quantifying the uncertainty\n",
    "# of spontaneous Ca2+ oscillations in astrocytes: Particulars of Alzheimer’s disease. Biophys. J. 101, 554–564.\n",
    "\n",
    "# Model implemented and ran using Jupyter Notebook.\n",
    "\n",
    "# Model code used in publication: Manninen, T., Havela, R., and Linne, M.-L. (2017). \n",
    "# Reproducibility and comparability of computational models for astrocyte calcium excitability.\n",
    "# Front. Neuroinform.\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "class ModelSystem:\n",
    "    def __init__(self, params, rate):\n",
    "        self.params = params\n",
    "        self.rate = rate\n",
    "        \n",
    "    def computeDeriv(self, state, t):\n",
    "        Ca, h, IP3 = state\n",
    "        modelPar = self.params\n",
    "        X_IP3 = self.rate\n",
    "        \n",
    "        # Intermediate variables\n",
    "        alpha_h = modelPar.a * modelPar.d_2 * (IP3 + modelPar.d_1) / (IP3 + modelPar.d_3)\n",
    "        beta_h = modelPar.a * Ca\n",
    "        Ca_ER = (modelPar.Ca_free - Ca) / modelPar.c_1\n",
    "        m_infty = IP3 * Ca / ((IP3 + modelPar.d_1)*(Ca + modelPar.d_5))\n",
    "        PLC_delta1 = modelPar.v_delta * Ca ** 2 / (Ca ** 2 + modelPar.K_deltaCa ** 2)\n",
    "        v_CCE = modelPar.x_CCE * modelPar.H_CCE ** 2 / (modelPar.H_CCE ** 2 + Ca_ER ** 2)\n",
    "        v_out = modelPar.k_out * Ca\n",
    "        v_Rel = modelPar.c_1 * (modelPar.v_1 * m_infty ** 3 * h ** 3 + modelPar.v_2)\\\n",
    "                * (Ca_ER - Ca)     \n",
    "        v_SERCA = modelPar.V_SERCA * Ca ** 2 / (Ca ** 2 + modelPar.K_p ** 2)\n",
    "        \n",
    "        # dx/dt \n",
    "        dCa_per_dt = v_Rel - v_SERCA + modelPar.epsilon * (modelPar.j_in + v_CCE - v_out)\n",
    "        dh_per_dt = alpha_h * (1 - h) - beta_h * h # This equation corrected\n",
    "        dIP3_per_dt = X_IP3(t) + PLC_delta1 - modelPar.K_IP3 * IP3\n",
    "        \n",
    "        deriv = [dCa_per_dt, dh_per_dt, dIP3_per_dt]\n",
    "        return deriv  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class ModelParameters:\n",
    "    a = 0.2            # 1/(uM s)\n",
    "    c_1 = 0.185        # 1\n",
    "    Ca_free = 2        # uM\n",
    "    d_1 = 0.13         # uM\n",
    "    d_2 = 1.049        # uM\n",
    "    d_3 = 0.9434       # uM\n",
    "    d_5 = 0.082        # uM\n",
    "    epsilon = 0.01     # uM\n",
    "    H_CCE = 10         # uM\n",
    "    j_in = 0.065       # uM/s\n",
    "    K_IP3 = 1.25       # 1/s\n",
    "    K_deltaCa = 0.55   # uM \n",
    "    k_out = 0.5        # 1/s\n",
    "    K_p = 0.1          # uM\n",
    "    v_1 = 6            # 1/s\n",
    "    v_2 = 0.11         # 1/s\n",
    "    v_delta = 0.152    # uM/s\n",
    "    V_SERCA = 0.9      # uM/s\n",
    "    x_CCE = 0.01       # uM/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def baseRate(t, minRate = 0, maxRate = 0.43, duration = 800, startTime = 100):\n",
    "    if (t < startTime):\n",
    "        return minRate\n",
    "    if (t >= startTime + duration):\n",
    "        return minRate\n",
    "    if (startTime <= t < startTime + duration):\n",
    "        return maxRate\n",
    "    \n",
    "    return minRate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "params = ModelParameters()\n",
    "modelRate_1 = baseRate                             # uM/s\n",
    "modelRate_2 = lambda t: baseRate(t, minRate = 0.2) # uM/s\n",
    "modelRate_3 = lambda t: 0                          # uM/s\n",
    "\n",
    "mySys_1 = ModelSystem(params, modelRate_1)\n",
    "mySys_2 = ModelSystem(params, modelRate_2)\n",
    "mySys_3 = ModelSystem(params, modelRate_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.integrate import odeint\n",
    "initial = [0.09, 0.79, 0.14] # uM, 1, uM\n",
    "\n",
    "Tmax = 1200\n",
    "dt = 0.1\n",
    "t = np.arange(0,Tmax,dt)\n",
    "\n",
    "data_1 = odeint(mySys_1.computeDeriv, initial, t, hmax=0.0005)\n",
    "data_2 = odeint(mySys_2.computeDeriv, initial, t, hmax=0.0005)\n",
    "data_3 = odeint(mySys_3.computeDeriv, initial, t, hmax=0.0005)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
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/fWOiM2VInBfOb9+ifPn14eKG6cfqxh2XMpyx9vX7s99O/vlcHD/fKU+kOy5W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\nWR+FuffewdnHhg3+e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pcdpgbspUurO84iIRn3WXjgWty/RUIj7oe+OP+8KAlv\nks73WXt79hyQ/LEwfnyW7557ZmukwB93mzdX1jc+7sLxEN7VU01k90UMjx9fHiVMRWBSx8KwYb79\nagmYsAYp7Gvbtux1APk6BDEdp8ULrIuO8XyfpSId8XmWF7Nh6jkvooLYyUc0g23qPNm5s7wOcZ/F\nQq4eATNnDsybB7ffnt2wIEQ1FIFpMfICZsSIcoe+dm32wDoon9eOBxqodIax44uvWDduzJ7ZEF9h\n13L++TUhqchOKkpQbQ1MvH/wziE8ZyRfhqL6phxfnLZ5c+Z0UoItX9+UYKsWgQnTCMF27drKK/RU\nVCZVh9jpxLbOZc+YSbVN0RqJ1JTZ84nApOqwdGlxueJ9xfWtJ0oYl2v4cD+dU49tkSiJj9G8+M9P\nY6WOu/Ad6lsUrQlpeecfjrvQP6koY6of8udvapF3XIfUxUq+z7q6sjVSIT1um9h2yZLa9Q3ndHj2\nT08PXHYZnHIKvPKVCFEXEjAtRixgtm7NHpwVBEyIMowrPaO4miOpxznknU7KEcS2W7aUO/8998zu\nbsiXIWwf35YM2SCcGiyLHFw9zr9oYA13clTLN77qrebQw2/VQu7Px6GHOuQjMPWInWrOPxaS9Qi2\nPfbwn/DbqlXZtEG+berts3qOu/b2dORg27bspYXVBFtcrrBwdcwYf4ym+qeoz7q6sqmeItvwXU1I\nFvVvreMuHzUbOTK77btIsIXoZWiLZcu8gAhjR16wpcqVuoCpdZ4V5dvTk70/6kc/gsWL4ZJLEKJu\nJGBajHwEJjxxNgxC4Smh4f+Ugwvf9To4qE/ABNt4AIsX/BWFwUNauCNl5cpyZ1gtApMSGkViJz8I\nx04ntFcY3FNiJzUIB8E2erTviyDYUtGp1LqHuA59EZIpIVivM0ytgVm7NnPoRf2TSgsP6cuXK9UP\n+T6rRyiEfOP+qRWtyfdZvr55hx4iK2vXZgtr8/1Qrxiudoz2R8CkxHtbm486rlyZrWur1Wfx9uE8\nK2qv2DacD/VcKBSdO0UXO5BFYb74RTj5ZDjhBISoGwmYFmP48LSACYNIEDCpCEwtx1k0AMa29Q7u\nIaoS2+bLEKamQloQO2FfqavmovB8f6eQiiIwTz+d3cUV8q8mFPJ1WLas8go970xHjy52JLXqkLoS\nDk6+lpMtEkbBoYf0tWuz25JD2qZN/uV6oW/C9GWqXEXTEX1x6ME2rlu1Y7Qehx4EW0gL+RaJ9Pi4\nDcd1SgyH113UK2BSgu3pp/13atFx6qIiTG2FPIIIS5078TEa1zcfgemLYNuwofi4q6d/u7v9nUcL\nFvjbp4XoCxIwLUZ4yzKkIzD5KaTUvHYqUhK+iwbLZ55JO/SiSEcYQINt3qHH4fXwd8ijaPomP18f\nypWvQ0osFdW32iAcO/S2Nu+48w492MbOMBZh+ZB5V1elIyly0vn6mqVtq/XD8OH+iju2jadU4v7N\n1yE19QHe8RXVt9pVd3hOT1+FVbjzLN82KaHQ3l7u0NesqYyqhHzzx12qXEGw1bKNn/OTP5bqXQMD\nWZ/FIqzaVFxKhIW7BcP2RYKtmhgOtuFxCvVEnIrOs1oRmG9+07+NXk/cFX1FAqbFyK+BKZpCqrYG\nJtyRUnRlGC8CjAfLtrZyh566Qg+29Ti4lG2RIwlrHMJ2YQ1GtavmYBsevLVkSXZbcrANV80pAVPr\nCr2abUpY9cU273TCY+HzDr1ojUTctnmHHvdZNQFT1GfV2qaaMwzRqaKoWdxnsUAN4i227YtDh9qC\nrb09i37UI3aqLQhPCatwF1OtOoS2DfVta0tPqca2gba2tHiA9IVCPgITi+EiwZbvs/jcCf20ZEl2\n51nYpkjsrFoFP/sZnH12NrYIUS86ZFqM/BqY4Iz32MP/lhcwqTUwkA1K4VkiIa0oPL9kSfEAmB+E\nn366tjOsFr0oGoTzjqQo0hGmakJacJyhDrEz7OryV6ypaY58uVKON9QhH3GqVt+iOsS24S6ilNjJ\nO/T81EV4gF89YqmvQjLUoah/47bZutWvD0o5/9ihT5hQKdiCyM73+YQJsGKFXwOSqkOtSEl8LBXV\nN3Us1BOtcc4fT8Ghx2tN8sdd6g6gVNsOVJ+lbFMRmDCtWyTYUlHCYBtEdqoOqbuYAP7nf/w+3/pW\nhOgzTSNgzOwiM3vSzLaY2d1mdnwV2+vNrNfMekrf4XN/zu5dZra4lOdCMztl8GsyuBQt4g0LMOtZ\nAwP+75UrywfWMICFF/XF+aSmDYoc+urV5Q69miNJOen4VtL4+7nn0o4kv96mt9fXI28brz8JaeGp\npGFgju/mKKpvvg6rVtUv2GJxGNLDAtr4Ch3SjmTr1koBlJ/qCYItNW0Q7tTJR9hSoiTkm6/D8uWV\n+T73XHkZqjnZIC5jh17UNhs3Zn0T0uJH6Mf7SomSUN96nH98J1Zsmzqew2MFwvkRtokfYRCv6cr3\nY3h1Q0gPt32vWlUshvNtW+3cqSfiFO4ASk155cu7dm32LqaQ1tPjx6B8/6TOnfyxFNptwQL/feSR\nCNFnmkLAmNkZwFeBS4DjgIXALWY2sWCTi4HJwJTS9zRgDTAnyvMVwE3At4CXAD8DfmpmRw1SNYaE\nIgEDfqDo6vIDZ4iqtLVlD9OKB5r8YAiVAxxkA2v8wLui7cJL/PJ5hTL0Zb9Ftvm/t24t3j7+O++w\ni/YVp9fKt9rv4TUP9eaVcuhFf+cdRlgTVZRvrf2C75+idq6VVzw1GU/PQXH/1NP/9drmBWw121ho\nPJ/+hUqHHsj3T/ywt76UEbJjvNrvqb/zbVfUD6NGVd4IUFTe/p47qd+HD/ft9OCDMHFi+TgmRL00\nhYABZgPXOududM49BFwAbAbOSxk75zY451aGD/AyYAJwQ2R2MfAr59wVzrmHnXOfAeYDHxjMigw2\nRWtgwA8IK1f6K/kwnxwG0507K68iIXvfUJyW/zsMQLFtPCil8igawOL3G6W2D7bhDdfV8qpVrtTA\nWVTfvNOplm9ID+twoPKqGbJBOv97rfYqapuUQ+9LfVO/hyvhon3F6X0RYUXHRy0BmypDqm+K8i2q\nQz4ikbcNv4cIXH771N9F+0r1SV/qW+vciS8Uap2/tc7ToratVd843/6cO8F27VrYf3+E6BcNFzBm\nNhKYCdwW0pxzDrgVOLHObM4DbnXOPROlnVjKI+aWPuTZlBStgYFsIImdUq0rv5SoAdh778r0Wg4u\nTo+3j6/QwzRJeEdKURlS2xf9XVSHVN37Yls0CNcSgnG5Qh2LhMLzdej9FWyhfeOnOKfKtcce2TEW\n1nTE2xfVoVZ79Vew9VfAhPS4H1Llivus1rnTFzHcl/5NnXt522r1HT26fF1bIFXfvojhgTjPUukS\nMKK/NFzAABOB4cCKXPoK/PRQVcxsCnAKfqooZnJ/82xmip4DA2kBEw+mRQN2Pg3SDqrW1Xz8d5EA\nCs4hvPG6KN+iQbxWBKa/oiTlcIvyjdu8muCK2zbUO59ey6H3xbYvTrbeaFy+DiEqluqfvgiYouMn\nFckqyqtWeeN8w7E2bFh2ftSKfgQRUJRvX6KXfRFsReI9JYxS7RXnXyvC1t9oXtF5ljp3akWBJGBE\nf9kVXuZ4DrAWv8ZlQJg9ezbt8RkKdHR00NHRMVC76DfV1sDUisDUEjC1wv5Fg1JwanEZUrZxuSB7\n8WEt5xDXsZbT6kt9a0WcivKNCWsgUuWK02JqOc4whVFkOzFaGdbfCFv8srwQFUv1Wdy3kK236c/0\nTWxbVK5UHvvum7YN5a6nDDFBTKZs43aJRWetto3LEpe3loCpN5oH5bcZB3GV2n7EiPQ2qSmzffbp\nX7li21T/FNUhFoUSMK1NZ2cnnZ2dZWnd4f0WQ0QzCJjVQA8wKZc+CVhex/bnAjc653bm0pf3N88r\nr7ySGTNm1LHroSd+kF1+DUxKKNSa4y5yJKnITZFtitRgGV7cFghCLCUeihb1TYp6NAy+8fZxuffb\nrzLfokE4HuiDgEjZ5p9VEeqQqm9RHVKDe1yvWtGa2GEU1b0vDr1aufJvBU4JmJBv7AxjR5WynTw5\nbZuqb6ofobydQlvXU99wHKb2VfQsklQZisqS6p+4vvF28RRwqs+KRHC1fiiqQ9F0UyAWYanyxtvH\nx1ot8V/UTuE8mzo1XV7R3KQu6ufPn8/MmTOHrAwNn0Jyzu0A5gGzQpqZWen/O6tta2YnAQcD1yV+\nvivOs8QbSuktS1/XwMSDS+pKuMiRxANNyHfatCwtdlYx4VbU2PaFL/Tf27eX2wZHEtuGwS6OQsTE\njuSggyrLEg/eYdog/ju1rzzhNt3p07O0sI8ROclfrb4785Ka4jLEziMmrlvoh7gN4sE/7rMdO4r3\nlSeIlNg2RHmKIjCxbTiuiqIXcRlTUaTYNu6zsO+4vrHjjAl36sTlitfxxIRjJNU2RZG2OEpQyzY+\n/8IxFAvU+JyNCbc1p46lPKG+8TEayhWfxzGp+sZtUyTCUqIz7uv4nAt/x+WaWHAvaaivIjCivzRc\nwJS4AjjfzM42syOAa4AxlO4qMrPLzew7ie3eC9zjnFuc+O0q4E1m9hEzO9zMPotfLPz1wajAUFHP\nFFIsWoqubsMgO2VKlhYPYDEvepH/PuKILC04pVNPLbc96ST/fdhhWdrBB/vvM84otz3nHP8dD2DH\nHee/jz223DY8Zjyuz+GH+++jj64s76Rc7C3Yxs+bCG334heX24b/4/oecoj/fve7y21D/Q88sHJf\nb3lLue073+m/434I+zrmmHLbV77SO5G4T8I+4nINH+4dzMteVr59CCAeFT00IBwXoY8CoW0PPTRL\nC33+xjeW2552mv+ORUnYV77P3vhGX9dYlIS+io+PsL9wnARCm8R9FhznK15RuS/I2h6y4yrfD297\nm/+OxcEBB/jv/OPs3/Uu/x0Lp3AshGM1cPDB/piK+yz0VdwPZr5s+e3DhWtsG0RDfvY6lCvus7Dd\nq15VbhvqHwuQIP5f+cpy25e/3I8NsVBPHXfgj7v8hUywjeuwzz7+guTkk8ttwzmqCIzoN865pvgA\nFwJPAVvwUZKXRr9dD/wmZ98GbATOq5LnO4CHSnkuAk6uUYYZgJs3b55rVk491bnTTvN/H3SQc5/4\nRPbbF7/oHDj3wQ+WbzNpkk+PWbvWuYsvdm7duvL0++5z7uGHy9N27HBu4cLKsjz8sM8nZts25x54\noNL2iSec2769PG39euceeaTS9oEHnNu5s7K8XV3lab29vrw9PeXpy5c7t3JlpW2qDk895dyaNeVp\nO3em6/Dww85t2FCetnlzug6PPVZZh+5uv788f/5zZR1WrHDu2WcrbR99tDKtq6uyDj09zi1aVGn7\nxBO+HDHbtzv35JOVtosX+/rFbNjg80iVa8eO8rTVq4vr29tbnrZsma9zTG+vcwsWVG6/ZEllfbdu\n9fmmyrVpU6Xt009X2j78sP8tZu1av788CxdW1mHNGl/nfB0WL660Xbq00ranx7n776/c1zPPVPbD\n5s3OPfhgfXXYtMnnkeexxyqPu3Xr0sfdggX191mqDk88UTlWrF7t3CWXVJ4nonWZN2+eAxwwww2B\nbjCXX5iwG2NmM4B58+bNa9o1MKed5iMwv/iFv4o7/3z47Gf9b9/8Jlx4IXzmM/C5z2XbLFzoQ/9N\nWiUhhBC7ANEamJnOufmDvb9mWMQr+sCIEdlTbfNrYOI32MbkQ/tCCCFEq9Msa2BEnVRbAxPWU5xw\nwtCXSwghhBhKFIFpMaoJmOOO83fFFN2pIYQQQuwqKALTYgQB09vrb5XN3yIq8SKEEGJ3QAKmxQgC\nJqyDKXqmhBBCCLErIwHTYuQFjF5DL4QQYndEAqbFkIARQgghJGBajiBgwqPEJWCEEELsjkjAtBha\nAyOEEEJIwLQcmkISQgghJGBaDgkYIYQQQgKm5dAaGCGEEEICpuXQGhghhBBCAqbl0BSSEEII0UQC\nxswuMrMnzWyLmd1tZsfXsB9lZp83s6fMbKuZPWFm5+RsPmxmD5nZZjNbYmZXmFlLu3wJGCGEEKJJ\nXuZoZmcAXwXeD/wRmA3cYmaHOedWF2x2M7AvcC7wODCFSJCZ2VnA5cA5wF3AYcANQC/w0cGox1Cg\nNTBCCCFEkwgYvGC51jl3I4CZXQCcCpwHfDlvbGZvAl4NHOScW1dKXpIzOxG43Tn3w/C7mf0AeNkg\nlH/I0BoYIYQQogmmkMxsJDATuC2kOecccCtehKR4K3Av8HEzW2pmD5vZV8wsdud3AjPDVJSZHQS8\nGfjvQajGkBELmGHD/P9CCCHE7kYzuL+JwHBgRS59BXB4wTYH4SMwW4HTSnl8E9gbeC+Ac67TzCYC\nt5uZlfZxjXPuSwNegyEknkLS9JEQQojdlWYQMP1hGH4ty1nOuY0AZvYR4GYzu9A5t83MTgL+CbgA\nv67mEOBrZtblnPuXapnPnj2b9vb2srSOjg46OjoGviZ9JERcNm+WgBFCCNEYOjs76ezsLEvr7u4e\n0jI0g4BZDfQAk3Lpk4DlBdt0Ac8G8VJiMWDANPyi3kuB7zrnri/9/oCZjQOuBaoKmCuvvJIZM2b0\nqRJDRRAwmzZp/YsQQojGkLqonz9/PjNnzhyyMjR8DYxzbgcwD5gV0kpTPrPw61hS3AFMNbMxUdrh\n+KjM0tL/Y4Cdue16o/xbkiBgNm5UBEYIIcTuS8MFTIkrgPPN7GwzOwK4Bi9AbgAws8vN7DuR/U3A\nc8D1Znakmb0Gf7fSdc650v05/By40MzOMLMXmtkb8FGZuaVFwi1JHIGRgBFCCLG70gxTSDjn5pQW\n3F6KnzpaAJzsnFtVMpkMTI/sN5UEyb8Df8KLmR8Cn46yvQwfcbkM2B9YBcwF/nlwazO4KAIjhBBC\nNImAAXDOXQ1cXfDbuYm0R4CTq+QXxMtlA1XGZkBrYIQQQojmmUISdaIpJCGEEEICpuWQgBFCCCEk\nYFoOrYERQgghJGBaDq2BEUIIISRgWg5NIQkhhBASMC2HBIwQQgghAdNy6F1IQgghhARMyzEienKP\n1sAIIYTYXZGAaTFiAaMIjBBCiN0VCZgWQwJGCCGEkIBpOSRghBBCCAmYlkNrYIQQQggJmJZDERgh\nhBBCAqblkIARQgghJGBaDgkYIYQQookEjJldZGZPmtkWM7vbzI6vYT/KzD5vZk+Z2VYze8LMzsnZ\ntJvZN8xsWcnmITN706BWZJDRGhghhBACRtQ2GXzM7Azgq8D7gT8Cs4FbzOww59zqgs1uBvYFzgUe\nB6YQCTIzGwncCiwH/hpYBhwArBukagwJisAIIYQQTSJg8ILlWufcjQBmdgFwKnAe8OW8cSmK8mrg\nIOdcECRLcmbvBSYAL3fO9RTYtBwSMEIIIUQTTCGVIiUzgdtCmnPO4aMnJxZs9lbgXuDjZrbUzB42\ns6+Y2eiczV3A1Wa23MzuN7NPmlnD6/x8GD48+1sCRgghxO5KM0RgJgLDgRW59BXA4QXbHISPwGwF\nTivl8U1gb3zkJdj8FfA94BTgkJLNCOCygSv+0GKW/a01MEIIIXZXmkHA9IdhQC9wlnNuI4CZfQS4\n2cwudM5tK9msAN5fiujcZ2bTgI9SQ8DMnj2b9vb2srSOjg46OjoGvibPA0VghBBCNILOzk46OzvL\n0rq7u4e0DM0gYFYDPcCkXPok/ALcFF3As0G8lFgMGDANv6i3C9heEi+xzWQzG+Gc21lUoCuvvJIZ\nM2b0rRYNYMyYRpdACCHE7kjqon7+/PnMnDlzyMrQ8PUgzrkdwDxgVkgzMyv9f2fBZncAU80sduGH\n46MySyObQ3LbHQ50VRMvrcSeeza6BEIIIURjaLiAKXEFcL6ZnW1mRwDXAGOAGwDM7HIz+05kfxPw\nHHC9mR1pZq/B3610XWn6CEprYszsa2Z2qJmdCnwS+PrQVGnwkYARQgixu9IMU0g45+aY2UTgUvzU\n0QLgZOfcqpLJZGB6ZL/JzN4A/DvwJ7yY+SHw6chmqZmdDFwJLASeLf1dcVt2q6IpJCGEELsrTSFg\nAJxzVwNXF/x2biLtEeDkGnneA7xiQArYhCgCI4QQYnelWaaQRD+InwkjhBBC7E5IwAghhBCi5Wia\nKSRRP3fcAY880uhSCCGEEI1DAqYFecUr/EcIIYTYXdEUkhBCCCFaDgkYIYQQQrQcEjBCCCGEaDkk\nYIQQQgjRckjACCGEEKLlkIARQgghRMshASOEEEKIlkMCRgghhBAthwSMEEIIIVoOCRghhBBCtBxN\nI2DM7CIze9LMtpjZ3WZ2fA37UWb2eTN7ysy2mtkTZnZOge2ZZtZrZj8ZlMLv5nR2dja6CC2J2q3v\nqM36h9qt76jNmp+mEDBmdgbwVeAS4DhgIXCLmU2sstnNwOuAc4HDgA7g4UTeLwS+Avx+QAst/oJO\n9P6hdus7arP+oXbrO2qz5qdZXuY4G7jWOXcjgJldAJwKnAd8OW+0enB6AAAJ9UlEQVRsZm8CXg0c\n5JxbV0pekrAbBnwP+AzwGqB9UEovhBBCiCGl4REYMxsJzARuC2nOOQfcCpxYsNlbgXuBj5vZUjN7\n2My+Ymajc3aXACucc9cPQtGFEEII0SCaIQIzERgOrMilrwAOL9jmIHwEZitwWimPbwJ7A+8FMLNX\n4aeXjh34IgshhBCikTSDgOkPw4Be4Czn3EYAM/sIcLOZXQiMBG4EznfOre1DvqMBFi9ePMDF3bXp\n7u5m/vz5jS5Gy6F26ztqs/6hdus7arO+E/nO/GzIoGB+tqZxlKaQNgPvcM7NjdJvANqdc6cntrkB\neIVz7rAo7QjgAfyC3nHAfKAHsJJJmC7rAQ53zj2ZyPcs4PvPv1ZCCCHEbsvfOOduGuydNDwC45zb\nYWbzgFnAXAAzs9L/XyvY7A7gnWY2xjm3uZR2OD4qs7T0/zG5bT6PFzYXA88U5HsL8DfAU/jpKSGE\nEELUx2jghXhfOug0PAIDYGbvBm4ALgD+iL8r6Z3AEc65VWZ2OTDVOfe3JfuxwIPA3cBngX2BbwG/\ndc5dULCP6/ERnb8e3NoIIYQQYrBpeAQGwDk3p/TMl0uBScAC4GTn3KqSyWRgemS/yczeAPw78Cfg\nOeCHwKeHtOBCCCGEaAhNEYERQgghhOgLDX8OjBBCCCFEX5GAEUIIIUTLIQFToq8vk9yVMbNPmtkf\nzWy9ma0ws/8ys8MSdpea2TIz22xm/2tmh+R+38PMvmFmq81sg5n9yMz2G7qaNA4z+0TpBaJX5NLV\nZjnMbKqZfbdU581mttDMZuRs1G4lzGyYmV1WeoHtZjN7zMz+OWG3W7eZmb3azOaa2bOlc/FtCZvn\n3UZmtpeZfd/Mus1srZl9u3SjSctRrc3MbISZfcnMFpnZxpLNd8xsSi6PIWszCRj6/TLJXZlX4xdI\nnwC8Hv9gwF+b2Z7BwMw+DnwAeD/wMmATvs1GRfn8G/6dVu/Av4tqKvDjoahAIymJ3/fjj6M4XW2W\nw8wm4B+LsA04GTgS+AdgbWSjdivnE8DfARcCRwAfAz5mZh8IBmozAMbibwi5EKhY7DmAbXQT/rid\nVbJ9DXDtQFZkCKnWZmOAlwCfw/vJ0/GPL/lZzm7o2sw5t9t/8LdjXxX9b/jnyXys0WVrhg/+VQ29\nwKuitGXA7Oj/NmAL8O7o/23A6ZFNeFbPyxpdp0Fsq3H4t6L/FfBb4Aq1WdX2+iLwfzVs1G7l7fFz\n4Fu5tB8BN6rNCtusF3jbQB9XeCfcCxwX2ZwM7AQmN7reA91mCZuX4h8OO60RbbbbR2Csfy+T3N2Y\ngFfjawDM7ED8re1xm60H7iFrs5fib9OPbR7GvzV8V27XbwA/d879Jk5UmxXyVuBeM5tjfrpyvpm9\nL/yodktyJzDLzA4FMLNjgVcCvyz9rzarwQC20cuBtc65+6Lsb8WPlycMVvmbiOAb1pX+n8kQtllT\nPAemwfTnZZK7DWZm+JDg7c65B0vJk/EHW6rNJpf+ngRsLw0KRTa7FGZ2Jj7E+tLEz2qzNAcBf4+f\nwv08PpT/NTPb5pz7Lmq3FF/EX+k+ZGY9+KUAn3LO/aD0u9qsNgPVRpOBlfGPzrkeM1vDLt6OZrYH\n/li8yZXeSYiv85C1mQSMqMXVwFH4KzxRgJlNwwu91zvndjS6PC3EMOCPzrnwEMqFZnY0/qnc321c\nsZqaM4CzgDPxTyR/CXCVmS0riT4hBhUzGwHcjBeBFzaqHLv9FBKwGj+HNymXPglYPvTFaR7M7OvA\nm4GTnHNd0U/L8euEqrXZcmCUmbVVsdmVmIl/pcV8M9thZjuA1wIfMrPt+CsQtVklXUD+9e+LgReU\n/taxVsmXgS865252zj3gnPs+cCXwydLvarPaDFQbLQfyd9gMB/ZmF23HSLxMB94YRV9giNtstxcw\npavl8DJJoOxlknc2qlyNpiRe3g68zjm3JP7N+Td5L6e8zdrw85ehzebhF2XFNofjHdNdg1r4xnAr\n/gWiLwGOLX3uBb4HHOucewK1WYo7qJyqPRx4GnSsFTAGf9EV00tpPFeb1WYA2+guYIKZHRdlPwsv\nju4ZrPI3iki8HATMcs6tzZkMbZs1eqVzM3yAdwObgbPxtyVei3+/0r6NLluD2uNq/G2sr8Yr5/AZ\nHdl8rNRGb8U77p8CjwKjcvk8CZyEj1DcAfyh0fUbwnbM34WkNqtso5fi71r4JHAwfmpkA3Cm2q2w\nza7HL4p8M3AA/nbWlcAX1GZl7TQWfyHxErzA+3Dp/+kD2Ub4xdP3Asfjp9ofBr7b6PoPdJvhl5z8\nDH9xcQzlvmFkI9qs4Q3WLB/8PN5T+Nvo7gJe2ugyNbAtevFXePnP2Tm7z+JvRdyMf336Ibnf98A/\nT2Y13indDOzX6PoNYTv+hkjAqM0K2+nNwKJSmzwAnJewUbtldR0LXFFyEptKTvdzwAi1WVn9Xlsw\nlv3nQLYR/k6c7wHd+Au/bwFjGl3/gW4zvFjO/xb+f00j2kwvcxRCCCFEy7Hbr4ERQgghROshASOE\nEEKIlkMCRgghhBAthwSMEEIIIVoOCRghhBBCtBwSMEIIIYRoOSRghBBCCNFySMAIIYQQouWQgBFC\nCCFEyyEBI4RoeszscDPrMrOxddgeaWbPmNmeQ1E2IURjkIARQjQEM/utmV1Rp/kXgKucc5tqGTrn\nFuPfZ/YPz6d8QojmRgJGCNHUmNkLgFOB7/RhsxuAvzczjXFC7KLo5BZCDDlmdj3+zbcfMrNeM+sp\nCZUU7wIWOue6ou1fYGZzzWyNmW00s/vN7E3RNv8L7F3ahxBiF2REowsghNgt+RBwGHA/8GnAgFUF\ntq8G7s2lXY0fv14FbAaOAjaGH51zO8xsQWnb3w5oyYUQTYEEjBBiyHHOrTez7cBm51yRcAkcAPwp\nlzYd+JFz7sHS/08ltltW2lYIsQuiKSQhRLOzJ7A1l/Y14NNmdruZfdbMjklstwUYM+ilE0I0BAkY\nIUSzsxrYK05wzl0HHAjcCBwN/MnMLspttzfF01JCiBZHAkYI0Si2A8PrsLsPv8alDOfcs865/3DO\nvRO4Ajg/Z3J0aVshxC6IBIwQolE8BZxgZgeY2T5mZgV2twAnxr+b2ZVm9kYze6GZzQBeBzwY/X4A\nMBW4dfCKL4RoJBIwQohG8a9AD154rMQvzE3xK2An8PoobTjw9dK2vwQeAuIppLOAXzvnnhngMgsh\nmgRzzjW6DEIIURUzuxB4q3PulDpsRwKPAmc65+4e9MIJIRqCbqMWQrQC1wLtZja2jtcJvAD4vMSL\nELs2isAIIYQQouXQGhghhBBCtBwSMEIIIYRoOSRghBBCCNFySMAIIYQQouWQgBFCCCFEyyEBI4QQ\nQoiWQwJGCCGEEC2HBIwQQgghWg4JGCGEEEK0HP8fxx1EQvKsEdEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabeb874630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z/X28WnSD7t4BzAJOiDYzs+L7n3uwqxcQhpZqR6ozFY0RQgixq1OnIaRzgEvNbBZwB2Eo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\nDCGEEEIKx/8HsgqhDybHVTcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabe6d50eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zMzMryYGTmZmZWUkOnMzMzMxKcuBkZmZmVpIDJzMzM7OSHDg1wE/VmZmZtScH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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabe6cb3cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "for pic in [(modelRate_1, data_1), (modelRate_2, data_2) , (modelRate_3, data_3)]:\n",
    "    modelRate_f, data_f = pic\n",
    "    plt.figure(figsize=(6, 9), dpi=200)\n",
    "\n",
    "    plt.subplot(3,1,1)\n",
    "    plt.plot(t, data_f[:,0])\n",
    "    plt.title('Calcium concentration')\n",
    "    plt.ylabel('Ca (uM)')\n",
    "\n",
    "    plt.subplot(3,1,2)\n",
    "    plt.plot(t, data_f[:,2])\n",
    "    plt.title('IP3 concentration')\n",
    "    plt.ylabel('IP3 (uM)')\n",
    "\n",
    "    plt.subplot(3,1,3)\n",
    "    plt.plot(t, data_f[:,1])\n",
    "    plt.title('Fraction of active IP3Rs')\n",
    "    plt.ylabel('h')\n",
    "    plt.xlabel('t (s)')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "\n",
    "np.savetxt('Riera2011_Cafree_constant_XIP3_0_in_beginning.csv', (t, list(map(modelRate_1, t)), data_1[:,0], data_1[:,1], data_1[:,2]), delimiter=',')\n",
    "np.savetxt('Riera2011_Cafree_constant_XIP3_0_2_in_beginning.csv', (t, list(map(modelRate_2, t)), data_2[:,0], data_2[:,1], data_2[:,2]), delimiter=',')\n",
    "np.savetxt('Riera2011_Cafree_constant_XIP3_0.csv', (t, list(map(modelRate_3, t)), data_3[:,0], data_3[:,1], data_3[:,2]), delimiter=',')"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}

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