{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reproducing simulation results from: Intraneuronal binding of amyloid beta with reelin - implications for the onset of Alzheimer's disease\n", "\n", "In this notebook we use the [CellML](https://cellml.org) implementation of the model described in `Intraneuronal binding of amyloid beta with reelin - implications for the onset of Alzheimer's disease` by Asgeir Kobro-Flatmoen & Stig W. Omholt (submitted to PLoS Computational Biology). This notebook requires the use of [Python support built into OpenCOR](https://opencor.ws/user/pythonSupport.html#pythonsupport) and is known to work with the [0.7.1 release of OpenCOR](https://opencor.ws/downloads/index.html).\n", "\n", "In this notebook we are running the simulations and producing the plots as shown in the manuscript. If you are interested in a more interactive exploration of this model, please use the OpenCOR desktop application directly to explore the mathematical model and simulation experiment configuration.\n", "\n", "**Note:** Here we assume someone following this is using Windows. Other platforms should also work fine, but likely need different set up instructions.\n", "\n", "## Getting set up\n", "\n", "To use the OpenCOR+Python to run Jupyter notebooks (on Windows), you will need to have *Write* permission to the OpenCOR installation folder. This is generally not the case when using the installer, so grab the \"ZIP file\" version of OpenCOR 0.7.1 from the [downloads page](https://opencor.ws/downloads/index.html). And then unzip that to somewhere that you have write permission, here we will use `C:\\Users\\username\\opencor-jupyter` as the root folder where we are working.\n", "\n", "Unzipping the ZIP file version of the OpenCOR installer will take a while. Once unzipped you should now have OpenCOR 0.7.1 available in `C:\\Users\\username\\opencor-jupyter\\OpenCOR-0-7-1-Windows`.\n", "\n", "As the Jupyter environment requires access to this notebook and the associated CellML models and SED-ML simulation experiments, you will need to make sure that you have your local copy of this PMR workspace under the same root folder from which you lauch the Jupter environment (i.e., `C:\\Users\\username\\opencor-jupyter`).\n", " \n", "## Launching a JupyterLab instance\n", "\n", "Now that you are all set up, you can launch a JupyterLab (or JupyterNotebook) instance with a command like this, run in a Windows command prompt:\n", "\n", " C:\\Users\\username\\opencor-jupyter> OpenCOR-0-7-1-Windows\\jupyterlab.bat\n", " \n", "Once this is running, your default browser should pop-up and display the root JupyterLab page. Use the navigation panel navigate to and launch this notebook.\n", "\n", "## And now you're ready to go...\n", "\n", "First we need to make sure we have the OpenCOR Python functions available, and set up [Matplotlib](https://matplotlib.org/) that we will use for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import opencor as opencor\n", "from matplotlib import pyplot as plt\n", "%matplotlib inline\n", "\n", "# folder to save plot image files in\n", "save_dir = \"plot-images/\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and run the Fig 1-4 simulation\n", "\n", "We can now load the simulation experiment that will give us the results presented in Figures 1-4 of the manuscript. OpenCOR uses the [Simulation Experiment Description Markup Language (SED-ML)](https://sed-ml.org) to archive the simulation settings used in a given simulation experiment. Here we first load the SED-ML file, make sure OpenCOR doesn't have any saved results stored magically, and then run the simulation experiment. You can load this same file directly into the OpenCOR desktop application to have more control over what is run and plotted, as well as connecting through the actual mathematical model." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation = opencor.open_simulation('figs-1-4.sedml')\n", "# just in case OpenCOR is running interactively...\n", "simulation.reset(True)\n", "simulation.clear_results()\n", "\n", "# run the simulation\n", "simulation.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having run the simulation experiment, we can now grab the data that we want to use in our plotting." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# decalare our results dictionaries\n", "time = []\n", "fig1_data = {}\n", "fig2_data = {}\n", "fig3_data = {}\n", "fig4_data = {}\n", "\n", "# grab the data we need\n", "ds = simulation.results().data_store()\n", "time = ds.voi_and_variables()['main/t'].values()\n", "fig1_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig1'].values()\n", "fig2_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig2'].values()\n", "fig3_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig3'].values()\n", "fig4_data['AB'] = ds.voi_and_variables()['main/AB_conc_fig4'].values()\n", "fig1_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig1'].values()\n", "fig2_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig2'].values()\n", "fig3_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig3'].values()\n", "fig4_data['ABR'] = ds.voi_and_variables()['main/ABR_conc_fig4'].values()\n", "fig1_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig1'].values()\n", "fig2_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig2'].values()\n", "fig3_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig3'].values()\n", "fig4_data['Reelin'] = ds.voi_and_variables()['main/Reelin_conc_fig4'].values()\n", "fig1_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig1'].values()\n", "fig2_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig2'].values()\n", "fig3_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig3'].values()\n", "fig4_data['GSK3Bp_norm'] = ds.voi_and_variables()['main/GSK3Bp_norm_fig4'].values()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Results\n", "\n", "With all the data now generated, we can go ahead make Figures 1-4 from the manuscript. **Note** here we are not attempting to reproduce the specific line colouring used in the manuscript to highlight the different segments of the transient behaviours.\n", "\n", "#### Figure 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 1\", fontsize=16)\n", "ax[0, 0].plot(time, fig1_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig1_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig1_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig1_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_1.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 2" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 2\", fontsize=16)\n", "ax[0, 0].plot(time, fig2_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig2_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig2_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig2_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_2.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 3" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 3\", fontsize=16)\n", "ax[0, 0].plot(time, fig3_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig3_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig3_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig3_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "ax[1, 1].set_ylim([0.0, 1.1])\n", "fig.savefig(save_dir + \"Figure_3.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 4" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Figure 4\", fontsize=16)\n", "ax[0, 0].plot(time, fig4_data['AB'], linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 1].plot(time, fig4_data['Reelin'], linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[1, 0].plot(time, fig4_data['ABR'], linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 1].plot(time, fig4_data['GSK3Bp_norm'], linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "fig.savefig(save_dir + \"Figure_4.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bonus figure\n", "\n", "As we have all the data available, we can explore alternate visualisations." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 2, sharex=True, figsize=(14,7))\n", "fig.suptitle(\"Bonus Figure\", fontsize=16)\n", "ax[0, 0].plot(time, fig1_data['AB'], label='fig1', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig2_data['AB'], label='fig2', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig3_data['AB'], label='fig3', linewidth=2) #row=0, col=0\n", "ax[0, 0].plot(time, fig4_data['AB'], label='fig4', linewidth=2) #row=0, col=0\n", "ax[0, 0].set_ylabel('Free AB [nM]')\n", "ax[0, 0].legend()\n", "ax[0, 1].plot(time, fig1_data['Reelin'], label=\"fig1\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig2_data['Reelin'], label=\"fig2\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig3_data['Reelin'], label=\"fig3\", linewidth=2) #row=0, col=1\n", "ax[0, 1].plot(time, fig4_data['Reelin'], label=\"fig4\", linewidth=2) #row=0, col=1\n", "ax[0, 1].set_ylabel('Free reelin [nM]')\n", "ax[0, 1].legend()\n", "ax[1, 0].plot(time, fig1_data['ABR'], label=\"fig1\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig2_data['ABR'], label=\"fig2\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig3_data['ABR'], label=\"fig3\", linewidth=2) #row=1, col=0\n", "ax[1, 0].plot(time, fig4_data['ABR'], label=\"fig4\", linewidth=2) #row=1, col=0\n", "ax[1, 0].set_xlabel('Time [hours]')\n", "ax[1, 0].set_ylabel('AB_reelin [nM]')\n", "ax[1, 0].legend()\n", "ax[1, 1].plot(time, fig1_data['GSK3Bp_norm'], label=\"fig1\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig2_data['GSK3Bp_norm'], label=\"fig2\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig3_data['GSK3Bp_norm'], label=\"fig3\", linewidth=2) #row=1, col=1\n", "ax[1, 1].plot(time, fig4_data['GSK3Bp_norm'], label=\"fig4\", linewidth=2) #row=1, col=1\n", "ax[1, 1].set_xlabel('Time [hours]')\n", "ax[1, 1].set_ylabel('GSK3Bp []')\n", "ax[1, 1].legend()\n", "fig.savefig(save_dir + \"bonus-plot.png\", bbox_inches=\"tight\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and run the Figure 5 simulation experiment\n", "\n", "We can now run the simulation experiment to produce the data for Figure 5 (C & D). In this simulation experiment we are leveraging a fixed stepping Euler integration of the steady-state model to obtain the data needed." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation = opencor.open_simulation('fig5.sedml')\n", "# just in case OpenCOR is running interactively...\n", "simulation.reset(True)\n", "simulation.clear_results()\n", "\n", "# run the simulation\n", "simulation.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having run the simulation, we can grab the data needed to generate Figure 5 (C & D)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# decalare our results dictionaries\n", "tau_fraction = []\n", "fig5c_data = {}\n", "fig5d_data = {}\n", "\n", "# grab the data we need\n", "ds = simulation.results().data_store()\n", "tau_fraction = ds.voi_and_variables()['main/tau_fraction'].values()\n", "fig5c_data['x2'] = ds.voi_and_variables()['main/reelin_copy_number_x2'].values()\n", "fig5c_data['x2p57'] = ds.voi_and_variables()['main/reelin_copy_number_x2p57'].values()\n", "fig5c_data['x3'] = ds.voi_and_variables()['main/reelin_copy_number_x3'].values()\n", "fig5c_data['x4'] = ds.voi_and_variables()['main/reelin_copy_number_x4'].values()\n", "fig5d_data['x2'] = ds.voi_and_variables()['main/AB_copy_number_x2'].values()\n", "fig5d_data['x2p57'] = ds.voi_and_variables()['main/AB_copy_number_x2p57'].values()\n", "fig5d_data['x3'] = ds.voi_and_variables()['main/AB_copy_number_x3'].values()\n", "fig5d_data['x4'] = ds.voi_and_variables()['main/AB_copy_number_x4'].values()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally generate the actual plots. We do not show here the experimental data included in Figure 5 (A & B)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, sharex=True, figsize=(14,7))\n", "ax[0].set_prop_cycle(color=['orange', 'green', 'purple', 'brown'],marker=['o', 'o', 'o', 'o'])\n", "ax[0].plot(tau_fraction, fig5c_data['x2'], label='alpha = 2 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig5c_data['x2p57'], label='alpha = 2.57 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig5c_data['x3'], label='alpha = 3 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].plot(tau_fraction, fig5c_data['x4'], label='alpha = 4 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[0].set_ylabel('Total intracellular copy number of reelin')\n", "ax[0].set_xlabel('tau_exp / tau_baseline')\n", "ax[0].set_title('Figure 5C')\n", "ax[0].legend()\n", "ax[0].hlines(y = 552952, xmin = 0.0, xmax = 0.14, color = 'black', linestyle = ':', linewidth=3)\n", "ax[0].vlines(x = 0.14, ymin = 0.0, ymax = 552952, color = 'black', linestyle = ':', linewidth=3)\n", "\n", "ax[1].set_prop_cycle(color=['orange', 'green', 'purple', 'brown'],marker=['o', 'o', 'o', 'o'])\n", "ax[1].plot(tau_fraction, fig5d_data['x2'], label='alpha = 2 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig5d_data['x2p57'], label='alpha = 2.57 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig5d_data['x3'], label='alpha = 3 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].plot(tau_fraction, fig5d_data['x4'], label='alpha = 4 x alpha_baseline', linewidth=2) #row=0, col=0\n", "ax[1].set_ylabel('Total intracellular copy number of AB42')\n", "ax[1].set_xlabel('tau_exp / tau_baseline')\n", "ax[1].set_title('Figure 5D')\n", "ax[1].hlines(y = 622750, xmin = 0.0, xmax = 0.14, color = 'black', linestyle = ':', linewidth=3)\n", "ax[1].vlines(x = 0.14, ymin = 0.0, ymax = 622750, color = 'black', linestyle = ':', linewidth=3)\n", "\n", "fig.savefig(save_dir + \"Figure_5.png\", bbox_inches=\"tight\")\n", "\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "OpenCOR", "language": "python", "name": "opencor" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }