{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# BE 240 Lecture 4\n", "# Sub-SBML \n", "## Modeling diffusion, shared resources, and compartmentalized systems\n", "\n", "## _Ayush Pandey_\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "# This notebook is designed to be converted to a HTML slide show\n", "# To do this in the command prompt type (in the folder containing the notebook): \n", "# jupyter nbconvert BE240_Lecture4_Sub-SBML.ipynb --to slides --post serve" ] }, { "attachments": { "image.png": { "image/png": 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" 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# An example:\n", "\n", "### Three different \"subsystems\" - each with its SBML model\n", "### Another \"signal in mixture\" subsystem - models signal in the environment / mixture \n", "### Using Sub-SBML we can obtain the combined model for such a system with\n", "* transport across membrane\n", "* shared resources : ATP, Ribosome etc\n", "* resolve naming conflicts (Ribo, Ribosome, RNAP, RNAPolymerase etc.)\n" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Installing Sub-SBML\n", "\n", "```\n", "git clone https://github.com/BuildACell/subsbml.git\n", "```\n", "cd to `subsbml` directory then run the following command to install the package in your environment:\n", "```\n", " python setup.py install\n", "```\n", "\n", "# Dependencies:\n", "1. python-libsbml : Run `pip install python-libsbml`, if you don't have it already. You probably already have this installed as it is also a dependency for bioscrape.\n", "1. A simulator: You will need a simulator of your choice to simulate the SBML models that Sub-SBML generates. Bioscrape is an example of a simulator and we will be using that for simulations." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Update your bioscrape installation\n", "From the bioscrape directory, run the following if you do not have a remote fork (your own Github fork of the original bioscrape repository - `biocircuits/bioscrape`. To list all remote repositories that your bioscrape directory is connected to you can run `git remote -v`. The `origin` in the next two commands corresponds to the biocircuits/bioscrape github repository (you should change it if your remote has a different name)\n", "```\n", "git pull origin master\n", "\n", "python setup.py install\n", "```\n", "\n", "\n", "Update your BioCRNpyler installation as well - if you plan to use your own BioCRNpyler models with Sub-SBML. Run the same commands as for bioscrape from the BioCRNpyler directory. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Sub-SBML notes:\n", "\n", "## On \"name\" and \"identifier\":\n", "> SBML elements can have a name and an identifier argument. A `name` is supposed to be a human readable name of the particular element in the model. On the other hand, an `identifier` is what the software tool reads. Hence, `identifier` argument in an SBML model is mandatory whereas `name` argument is optional. \n", "\n", "Sub-SBML works with `name` arguments of various model components to figure out what components interact/get combined/shared etc. Bioscrape/BioCRNpyler and other common software tools generate SBML models with `name` arguments added to various components such as species, parameters. As an example, to combine two species, Sub-SBML looks at the names of the two species and if they are the same - they are combined together and given a new identifier but the name remains the same. \n", "\n", "## A simple Sub-SBML use case:\n", "\n", "A simple example where we have two different models : transcription and translation. Using Sub-SBML, we can combine these two together and run simulations. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Import statements\n", "from subsbml import createNewSubsystem, createSubsystem\n", "\n", "import numpy as np\n", "import pylab as plt" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Transcription Model:\n", "\n", "Consider the following simple transcription-only model where $G$ is a gene, $T$ is a transcript, and $S$ is the signaling molecule.\n", "\n", "We can write the following reduced order dynamics:\n", "1. $G \\xrightarrow[]{\\rho_{tx}(G, S)} G + T$; \n", "\\begin{align} \n", "\\rho_{tx}(G, S) = G K_{X}\\frac{S^{2}}{K_{S}^{2}+S^{2}}\n", "\\\\\n", "\\end{align}\n", "Here, $S$ is the inducer signal that cooperatively activates the transcription of the gene $G$. Since, this is a positive activation of the gene by the inducer, we have a positive proportional Hill function.\n", "\n", "1. $T \\xrightarrow[]{\\delta} \\varnothing$; massaction kinetics at rate $\\delta$." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "## Translation model:\n", "\n", "1. $T \\xrightarrow[]{\\rho_{tl}(T)} T+X$; \n", "\\begin{align} \n", "\\rho_{tl}(T) = K_{TR} \\frac{T}{K_{R} + T}\n", "\\\\\n", "\\end{align}\n", "Here $X$ is the protein species.\n", "The lumped parameters $K_{TR}$ and $K_R$ model effects due to ribosome saturation. This is the similar Hill function as derived in the enzymatic reaction example. \n", "\n", "1. $X \\xrightarrow[]{\\delta} \\varnothing$; massaction kinetics at rate $\\delta$." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# Import SBML models by creating Subsystem class objects\n", "ss1 = createSubsystem('transcription_SBML_model.xml')\n", "ss2 = createSubsystem('translation_SBML_model.xml')\n", "\n", "ss1.renameSName('mRNA_T', 'T')\n", "# Combine the two subsystems together\n", "tx_tl_subsystem = ss1 + ss2\n", "\n", "# The longer way to do the same thing: \n", "\n", "# tx_tl_subsystem = createNewSubsystem()\n", "# tx_tl_subsystem.combineSubsystems([ss1,ss2], verbose = True)\n", "\n", "# Set signal concentration (input) - manually and get ID for protein X\n", "\n", "X_id = tx_tl_subsystem.getSpeciesByName('X').getId()\n", "# Writing a Subsystem to an SBML file (Export SBML)\n", "_ = tx_tl_subsystem.writeSBML('txtl_ss.xml')\n", "tx_tl_subsystem.setSpeciesAmount('S',10)\n", "# Simulate with Bioscrape and plot the result\n", "timepoints = np.linspace(0,100,100)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n", "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "results, _ = tx_tl_subsystem.simulateWithBioscrape(timepoints)\n", "plt.plot(timepoints, results[X_id], linewidth = 3, label = 'S = 10')\n", "tx_tl_subsystem.setSpeciesAmount('S',5)\n", "results, _ = tx_tl_subsystem.simulateWithBioscrape(timepoints)\n", "plt.plot(timepoints, results[X_id], linewidth = 3, label = 'S = 5')\n", "plt.title('Protein X dynamics')\n", "plt.ylabel('[X]')\n", "plt.xlabel('Time')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'default_bioscrape_generated_model_110937': 'default_bioscrape_generated_model_852799_combined', 'default_bioscrape_generated_model_852799': 'default_bioscrape_generated_model_852799_combined', 'mRNA_T_bioscrape_generated_model_852799': 'mRNA_T_bioscrape_generated_model_852799_1_combined', 'T_bioscrape_generated_model_110937': 'mRNA_T_bioscrape_generated_model_852799_1_combined', 'n_bioscrape_generated_model_852799': 'n_combined', 'n_bioscrape_generated_model_110937': 'n_combined', 'delta_bioscrape_generated_model_852799': 'delta_combined', 'delta_bioscrape_generated_model_110937': 'delta_combined'}\n" ] } ], "source": [ "# Viewing the change log for the changes that Sub-SBML made \n", "\n", "# print(ss1.changeLog)\n", "# print(ss2.changeLog)\n", "print(tx_tl_subsystem.changeLog)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Signal induction model:\n", "\n", "1. $\\varnothing \\xrightarrow[]{\\rho(I)} S$; \n", "\\begin{align} \n", "\\rho(S) = K_{0} \\frac{I^2}{K_{I} + I^2}\n", "\\\\\n", "\\end{align}\n", "Here $S$ is the signal produced on induction by an inducer $I$.\n", "The lumped parameters $K_{0}$ and $K_S$ model effects of cooperative production of the signal by the inducer. This is the similar Hill function as derived in the enzymatic reaction example. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "ss3 = createSubsystem('signal_in_mixture.xml')\n", "\n", "# Signal subsystem (production of signal molecule)\n", "combined_ss = ss1 + ss2 + ss3 \n", "\n", "# Alternatively\n", "combined_ss = createNewSubsystem()\n", "combined_ss.combineSubsystems([ss1,ss2,ss3])\n", "\n", "# Writing a Subsystem to an SBML file (Export SBML)\n", "combined_ss.writeSBML('txtl_combined.xml')\n", "\n", "# Set signal concentration (input) - manually and get ID for protein X\n", "combined_ss.setSpeciesAmount('I',10)\n", "X_id = combined_ss.getSpeciesByName('X').getId()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n", "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# Simulate with Bioscrape and plot the result\n", "timepoints = np.linspace(0,100,100)\n", "results, _ = combined_ss.simulateWithBioscrape(timepoints)\n", "plt.plot(timepoints, results[X_id], linewidth = 3, label = 'I = 10')\n", "combined_ss.setSpeciesAmount('I',2)\n", "results, _ = combined_ss.simulateWithBioscrape(timepoints)\n", "plt.plot(timepoints, results[X_id], linewidth = 3, label = 'I = 5')\n", "plt.title('Protein X dynamics')\n", "plt.ylabel('[X]')\n", "plt.xlabel('Time')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "{'default_bioscrape_generated_model_110937': 'default_bioscrape_generated_model_852799_combined',\n", " 'default_bioscrape_generated_model_915193': 'default_bioscrape_generated_model_852799_combined_1',\n", " 'default_bioscrape_generated_model_852799': 'default_bioscrape_generated_model_852799_combined_1',\n", " 'mRNA_T_bioscrape_generated_model_852799': 'mRNA_T_bioscrape_generated_model_852799_1_combined',\n", " 'T_bioscrape_generated_model_110937': 'mRNA_T_bioscrape_generated_model_852799_1_combined',\n", " 'S_bioscrape_generated_model_852799': 'S_bioscrape_generated_model_852799_1_combined',\n", " 'S_bioscrape_generated_model_915193': 'S_bioscrape_generated_model_852799_1_combined',\n", " 'KI_bioscrape_generated_model_852799': 'KI_combined',\n", " 'n_bioscrape_generated_model_852799': 'n_combined',\n", " 'n_bioscrape_generated_model_110937': 'n_combined',\n", " 'n_bioscrape_generated_model_915193': 'n_combined',\n", " 'delta_bioscrape_generated_model_852799': 'delta_combined',\n", " 'delta_bioscrape_generated_model_110937': 'delta_combined'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_ss.changeLog" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## What does Sub-SBML look for?\n", "\n", "1. For compartments: if two compartments have the same `name` and the same `size` attributes => they are combined together.\n", "1. For species: if two species have the same `name` attribute => they are combined together. If initial amount is not the same, the first amount is set. It is easy to set species amounts later.\n", "1. For parameters: if two paraemters have the same `name` attribute **and** the same `value` => they are combined together.\n", "1. For reactions: if two reactions have the same `name` **and** the same reaction string (reactants -> products) => they are combined together. \n", "1. Other SBML components are also merged." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Utility functions for Subsystems\n", "1. Set `verbose` keyword argument to `True` to get a list of detailed warning messages that describe the changes being made to the models. Helpful in debugging and creating clean models when combining multiple models.\n", "1. Use `renameSName` method for a `Subsystem` to rename any species' names throughout a model and `renameSIdRefs` to rename identifiers.\n", "1. Use `createBasicSubsystem()` function to get a basic \"empty\" subsystem model.\n", "1. Use `getSpeciesByName` to get all species with a given name in a Subsystem model.\n", "1. use `shareSubsystems` method similar to `combineSubsystems` method if you are only interested in getting a model with shared resource species combined together. \n", "1. Set `combineNames` keyword argument to `False` in `combineSubsystems` method to combine the Subsystem objects but treating the elements with the same `name` as different." ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Modeling transport across membranes \n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## System 1 : TX-TL with IPTG reservoir and no membrane\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from subsbml import System, createSubsystem, combineSystems, createNewSubsystem\n", "\n", "cell_1 = System('cell_1')\n", "\n", "ss1 = createSubsystem('txtl_ss.xml')\n", "ss1.renameSName('S', 'IPTG')\n", "ss2 = createSubsystem('IPTG_reservoir.xml')\n", "\n", "IPTG_external_conc = ss2.getSpeciesByName('IPTG').getInitialConcentration()\n", "\n", "cell_1.setInternal([ss1])\n", "cell_1.setExternal([ss2])\n", "# cell_1.setMembrane() # Membrane-less system\n", "ss1.setSpeciesAmount('IPTG', IPTG_external_conc)\n", "\n", "cell_1_model = cell_1.getModel() # Get a Subsystem object that represents the combined model for cell_1\n", "cell_1_model.writeSBML('cell_1_model.xml')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## System 2 : TX-TL with IPTG reservoir and a simple membrane\n", "\n", "### Membrane : IPTG external and internal diffusion in a one step reversible reaction" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The subsystem from membrane_IPTG.xml has multiple compartments\n" ] }, { "data": { "text/plain": [ "1" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from subsbml import System, createSubsystem, combineSystems, createNewSubsystem\n", "ss1 = createSubsystem('txtl_ss.xml')\n", "ss1.renameSName('S','IPTG')\n", "ss2 = createSubsystem('IPTG_reservoir.xml')\n", "\n", "# Create a simple IPTG membrane where IPTG goes in an out of the membrane via a reversible reaction\n", "mb2 = createSubsystem('membrane_IPTG.xml', membrane = True)\n", "\n", "# cell_2 = System('cell_2',ListOfInternalSubsystems = [ss1],\n", "# ListOfExternalSubsystems = [ss2],\n", "# ListOfMembraneSubsystems = [mb2])\n", "cell_2 = System('cell_2')\n", "cell_2.setInternal(ss1)\n", "cell_2.setExternal(ss2)\n", "cell_2.setMembrane(mb2)\n", "cell_2_model = cell_2.getModel()\n", "cell_2_model.setSpeciesAmount('IPTG', 1e4, compartment = 'cell_2_external')\n", "cell_2_model.writeSBML('cell_2_model.xml')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## System 3 : TX-TL with IPTG reservoir and a detailed membrane diffusion\n", "\n", "### Membrane : IPTG external binds to a transport protein and forms a complex. This complex causes the diffusion of IPTG in the internal of the cell." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The subsystem from membrane_IPTG_detailed.xml has multiple compartments\n" ] } ], "source": [ "# Create a more detailed IPTG membrane where IPTG binds to an intermediate transporter protein, forms a complex\n", "# then transports out of the cell system to the external environment \n", "\n", "mb3 = createSubsystem('membrane_IPTG_detailed.xml', membrane = True)\n", "\n", "cell_3 = System('cell_3',ListOfInternalSubsystems = [ss1],\n", " ListOfExternalSubsystems = [ss2],\n", " ListOfMembraneSubsystems = [mb3])\n", "cell_3_model = cell_3.getModel()\n", "cell_3_model.setSpeciesAmount('IPTG', 1e4, compartment = 'cell_3_external')\n", "cell_3_model.writeSBML('cell_3_model.xml')\n", "\n", "combined_model = combineSystems([cell_1, cell_2, cell_3])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n", "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:90: UserWarning: SBML model contains reversible reaction!\n", "Please check rate expressions and ensure they are non-negative before doing stochastic simulations.\n", " 'Please check rate expressions and ensure they are non-negative before doing '+\n" ] } ], "source": [ "import numpy as np\n", "import pylab as plt\n", "timepoints = np.linspace(0,2,100)\n", "results_1, _ = cell_1_model.simulateWithBioscrape(timepoints)\n", "results_2, _ = cell_2_model.simulateWithBioscrape(timepoints)\n", "results_3, _ = cell_3_model.simulateWithBioscrape(timepoints)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X_id1 = cell_1_model.getSpeciesByName('X').getId()\n", "X_id2 = cell_2_model.getSpeciesByName('X', compartment = 'cell_2_internal').getId()\n", "X_id3 = cell_3_model.getSpeciesByName('X', compartment = 'cell_3_internal').getId()\n", "plt.plot(timepoints, results_1[X_id1], linewidth = 3, label = 'No membrane')\n", "plt.plot(timepoints, results_2[X_id2], linewidth = 3, label = 'Simple membrane')\n", "plt.plot(timepoints, results_3[X_id3], linewidth = 3, label = 'Advanced membrane')\n", "plt.xlabel('Time')\n", "plt.ylabel('[X]')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:209: UserWarning: Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. Refer to the bioscrape wiki for more information.\n", " warnings.warn('Compartments, UnitDefintions, Events, and some other SBML model components are not recognized by bioscrape. ' +\n", "c:\\users\\apand\\anaconda3\\envs\\biocircuits\\lib\\site-packages\\bioscrape\\sbmlutil.py:90: UserWarning: SBML model contains reversible reaction!\n", "Please check rate expressions and ensure they are non-negative before doing stochastic simulations.\n", " 'Please check rate expressions and ensure they are non-negative before doing '+\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "timepoints = np.linspace(0,200,100)\n", "results_1, _ = cell_1_model.simulateWithBioscrape(timepoints)\n", "results_2, _ = cell_2_model.simulateWithBioscrape(timepoints)\n", "results_3, _ = cell_3_model.simulateWithBioscrape(timepoints)\n", "X_id1 = cell_1_model.getSpeciesByName('X').getId()\n", "X_id2 = cell_2_model.getSpeciesByName('X', compartment = 'cell_2_internal').getId()\n", "X_id3 = cell_3_model.getSpeciesByName('X', compartment = 'cell_3_internal').getId()\n", "plt.plot(timepoints, results_1[X_id1], linewidth = 3, label = 'No membrane')\n", "plt.plot(timepoints, results_2[X_id2], linewidth = 3, label = 'Simple membrane')\n", "plt.plot(timepoints, results_3[X_id3], linewidth = 3, label = 'Advanced membrane')\n", "plt.xlabel('Time')\n", "plt.ylabel('[X]')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Additional Sub-SBML Tools:\n", "\n", "* Create SBML models directly using `SimpleModel` class\n", "* Simulate directly using `bioscrape` or `libRoadRunner` with various simulation options\n", "* Various utility functions to edit SBML models:\n", " 1. Change species names/identifiers throughout an SBML model.\n", " 1. Edit parameter values or species initial conditions easily (directly in an SBML model).\n", "* `combineSystems` function can be used to combine multiple `System` objects together as shown in the previous cell. Also, a special use case interaction modeling function is available : `connectSubsystems`. Refer to the tutorial_interconnetion.ipynb notebook in the tutorials directory for more information about this." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Things to Try:\n", "1. Compartmentalize your own SBML model - generate more than 1 model each with a different compartment names. Using tools in this notebook, try to combine your models together and regenerate the expected simulation.\n", "1. Implement a diffusion model and use it as a membrane model for a `System` of your choice.\n", "1. Implement an even more complicated diffusion model for the above example and run the simulation.\n", "1. **The package has not been tested extensively. So, it would be really great if you could raise [issues](https://github.com/BuildACell/subsbml/issues) on Github if you face any errors with your models. Also, feel free to send a message on Slack channel or DM.**" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }