{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Bioscrape Lineages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 1: The Bistable Toggle and Rules\n", "## In this example, we will load the Bistable Toggle SBML Model made from BioCRNpyler and Simulate cell Growth and Division Using Rules\n", "\n", "## _A cell will grow increasing volume and then divide in two, decreasing volume. Species can be partitioned using a VolumeSplitter. Available partitioning methods are:_\n", "* \"binomial\"\n", "* \"perfect\" (proportional to volume)\n", "* \"duplicate\"\n", "* \"custom\" (untested functionality for custom partitioning)\n", "\n", "### Cells will grow at a constant rate using a \"linear\" volume rule. \n", "\n", "Other volume rules include: \n", "* __\"multiplicative\"__ (for exponentially growing volume)\n", "* __\"assignment\"__ where the volume is set to any function (key \"equation\")\n", "* __\"ode\"__ where $\\frac{dV}{dt} = F(state, time)$ is integrated with a Eulers method\n", "\n", "### Cells will divide deterministically whenever they have grown by an amount $\\Delta$ using a \"deltaV\" division rule\n", "* Each division rule may have its own, unique, volume splitter\n", "\n", "Other division rules include:\n", "* \"__time__\" where a cell will divide ever $T$ time (key \"threshold\"). \n", "* \"__volume__\" where a cell will divide at some volume threshold (key \"threshold\").\n", "* \"__general__\" where a cell divides if a general algebraic expression (key \"equation\") is greater than 0.\n", "\n", "### Cells can also die deterministically using death rules, but we have not used these in the model.\n", "Possible death rules include:\n", "* \"__species__\" where the cell will die if a certain species (key \"species\") is \">\", \"<\", or \"=\" (key \"comp\") to a threshold (key \"threshold\").\n", "* \"__param__\" which is like a species death rule, but for a certain parameter (key \"param\").\n", "* \"__general__\" which is like a general division rule." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Species in Mtoggle ['protein_lacI', 'rna_lacI_tetR', 'dna_lacI_tetR', 'protein_tetR', 'rna_tetR_lacI', 'dna_tetR_lacI']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/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" ] } ], "source": [ "from bioscrape.lineage import LineageModel, LineageVolumeSplitter #For building our Model\n", "from bioscrape.lineage import py_SimulateCellLineage\n", "import numpy as np\n", "import pylab as plt\n", "import time as pytime\n", "from time import process_time \n", "\n", "#Load Toggle CRN\n", "\n", "vsplit_options = {\n", " \"default\":\"binomial\",\n", " \"volume\":\"binomial\",\n", " \"dna_lacI_tetR\":\"duplicate\",\n", " \"dna_tetR_lacI\":\"duplicate\"\n", "}\n", "copy_number = 1\n", "x0 = {\"dna_lacI_tetR\": copy_number, \"dna_tetR_lacI\":copy_number}\n", "Mtoggle = LineageModel(sbml_filename = \"ToggleCRN.sbml\", initial_condition_dict = x0)\n", "\n", "print(\"Species in Mtoggle\", list(Mtoggle.get_species()))\n", "\n", "g = .1\n", "vsplit = LineageVolumeSplitter(Mtoggle, options = vsplit_options)\n", "#Model Division and Volume with Deterministic Rules\n", "Delta = 1\n", "Mtoggle.create_division_rule(\"deltaV\", {\"threshold\":Delta}, vsplit)\n", "Mtoggle.create_volume_rule(\"linear\", {\"growth_rate\":g})" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating\n", "Simulation Complete in 0.10368900000000014 s\n", "Total Cells Simulated = 1023 \n", "Cells of each generation: [1, 2, 4, 8, 16, 32, 64, 128, 256, 512]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/site-packages/ipykernel_launcher.py:5: UserWarning: Uninitialized Model Passed into ModelCSimInterface. Model.py_initialize() called automatically.\n", " \"\"\"\n" ] } ], "source": [ "#Do the simulation!\n", "timepoints = np.linspace(0, 100, 100)\n", "print(\"Simulating\")\n", "ts = process_time()\n", "lineage = py_SimulateCellLineage(timepoints = timepoints, Model = Mtoggle)\n", "te = process_time()\n", "print(\"Simulation Complete in\", te-ts, \"s\")\n", "\n", "#Lineage objects effectively trees. They contain a are lists of Schnitzes, each with a parent and 2 daughters (which could be none)\n", "\n", "#For analysis and plotting purposes, it can be effective to use the function get_schnitzes_by_generation\n", "#this returns a list of lists where the ith entry is a list of all Schnitzes of generation i\n", "sch_tree = lineage.get_schnitzes_by_generation()\n", "print(\"Total Cells Simulated = \", sum([len(L) for L in sch_tree]),\"\\nCells of each generation:\", [len(L) for L in sch_tree], )" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'LacI - TetR')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A little plotting\n", "color_list = [(i/len(sch_tree), 0, 1.-i/len(sch_tree)) for i in range(len(sch_tree))]\n", "\n", "print(\"Plotting\")\n", "plt.figure(figsize = (10, 10))\n", "#Plot Generation Counts\n", "plt.subplot(311)\n", "plt.plot(range(len(sch_tree)), [len(L) for L in sch_tree], \"o\")\n", "plt.ylabel(\"Number of Cells Per Generation\")\n", "\n", "#Plot Volume Traces\n", "plt.subplot(312)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mtoggle)\n", " plt.plot(df[\"time\"], df[\"volume\"], color = color_list[generation])\n", "plt.ylabel(\"Cell Volume Traces\")\n", "\n", "#Plot lacI\n", "plt.subplot(313)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mtoggle)\n", " plt.plot(df[\"time\"], df[\"protein_lacI\"] - df[\"protein_tetR\"], color = color_list[generation])\n", "\n", "plt.plot(timepoints, np.zeros(len(timepoints)), ms = \"5\", color = \"black\", label = \"TetR = LacI\")\n", "plt.legend()\n", "plt.ylabel(\"LacI - TetR\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 2: The Repressilator and Events\n", "## In this example, we will load the Repessillator SBML Model made from BioCRNpyler and Simulate Cell Growth, Death, and Division Stochastically Using Events\n", "\n", "### _Events are like reactions - they fire based upon Propensity functions - but cause Growth, Division, or Death instead of changes of Species counts._\n", "* Events can use any of the propensity types available to reactions\n", "\n", "\n", "\n", "### Cells will grow stochastically using a \"linear\" with a constant \"massaction\" propensity (Note this means growth rate will scale linearly with cell Volume)\n", "Other volume events include: \n", "* __\"multiplicative\"__ (for exponentially growing volume)\n", "* __\"general\"__ where the volume is set to any function (key \"equation\")\n", "\n", "### Cells will divide stochastically with a constant \"massaction\" propensity (Note this means division rate will scale linearly with cell Volume)\n", "* Each division event may have its own, unique, volume splitter\n", "\n", "\n", "### Cells will die stochastically with a \"hillpositive\" propensity of cl, lacI, and tetR\n", "* Death destroys the cells\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Species in Mtoggle ['protein_lacI', 'rna_lacI_tetR', 'dna_lacI_tetR', 'protein_tetR', 'protein_cl', 'dna_tetR_cl', 'rna_tetR_cl', 'dna_cl_lacI', 'rna_cl_lacI']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/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" ] } ], "source": [ "from bioscrape.lineage import LineageModel, LineageVolumeSplitter #For building our Model\n", "from bioscrape.lineage import py_SimulateCellLineage\n", "import numpy as np\n", "import pylab as plt\n", "import time as pytime\n", "from time import process_time \n", "\n", "#Load Toggle CRN\n", "\n", "vsplit_options = {\n", " \"default\":\"binomial\",\n", " \"dna_lacI_tetR\":\"duplicate\",\n", " \"dna_tetR_cl\":\"duplicate\",\n", " \"dna_cl_lacI\":\"duplicate\"\n", "}\n", "copy_number = 1\n", "tetR0 = 100\n", "x0 = {\"dna_lacI_tetR\": copy_number, \"dna_tetR_cl\":copy_number, \"dna_cl_lacI\":copy_number, \"protein_tetR\":tetR0}\n", "Mrepressilator = LineageModel(sbml_filename = \"RepressillatorCRN.sbml\", initial_condition_dict = x0)\n", "print(\"Species in Mtoggle\", list(Mrepressilator.get_species()))\n", "\n", "#Model Division and Volume with Stochastic Events\n", "kgrow = 100.0\n", "Kgrow = 100\n", "g = .02\n", "#Volume Event wasn't working for me today, does it work for you?\n", "#Mrepressilator.create_volume_event(\"linear volume\", {\"growth_rate\":g}, \"massaction\", {\"k\":kgrow, \"species\":\"\"})\n", "Mrepressilator.create_volume_rule(\"linear\", {\"growth_rate\":g})\n", "\n", "kdivide = 0.006\n", "vsplit = LineageVolumeSplitter(Mrepressilator, options = vsplit_options)\n", "Mrepressilator.create_division_event(\"division\", {}, \"massaction\", {\"k\":kdivide, \"species\":\"\"}, vsplit)\n", "\n", "kdeath = .001\n", "Kdeath = 50\n", "Mrepressilator.create_death_event(\"death\", {}, \"hillpositive\", {\"k\":kdeath, \"n\":2,\"s1\":\"protein_cl\", \"K\":Kdeath})\n", "Mrepressilator.create_death_event(\"death\", {}, \"hillpositive\", {\"k\":kdeath, \"n\":2,\"s1\":\"protein_lacI\", \"K\":Kdeath})\n", "Mrepressilator.create_death_event(\"death\", {}, \"hillpositive\", {\"k\":kdeath, \"n\":2,\"s1\":\"protein_tetR\", \"K\":Kdeath})\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/site-packages/ipykernel_launcher.py:5: UserWarning: Uninitialized Model Passed into ModelCSimInterface. Model.py_initialize() called automatically.\n", " \"\"\"\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Simulation Complete in 0.25162699999999916 s\n", "Total Cells Simulated = 705 \n", "Cells of each generation: [1, 2, 4, 8, 14, 26, 52, 98, 152, 172, 108, 50, 16, 2]\n" ] } ], "source": [ "#Do the simulation!\n", "timepoints = np.linspace(0, 600, 1000)\n", "print(\"Simulating\")\n", "ts = process_time()\n", "lineage = py_SimulateCellLineage(timepoints = timepoints, Model = Mrepressilator)\n", "te = process_time()\n", "print(\"Simulation Complete in\", te-ts, \"s\")\n", "\n", "#Lineage objects effectively trees. They contain a are lists of Schnitzes, each with a parent and 2 daughters (which could be none)\n", "\n", "#For analysis and plotting purposes, it can be effective to use the function get_schnitzes_by_generation\n", "#this returns a list of lists where the ith entry is a list of all Schnitzes of generation i\n", "sch_tree = lineage.get_schnitzes_by_generation()\n", "print(\"Total Cells Simulated = \", sum([len(L) for L in sch_tree]),\"\\nCells of each generation:\", [len(L) for L in sch_tree], )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Protein cl')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# A little plotting\n", "color_list = [(i/len(sch_tree), 0, 1.-i/len(sch_tree)) for i in range(len(sch_tree))]\n", "\n", "print(\"Plotting\")\n", "plt.figure(figsize = (10, 10))\n", "#Plot Generation Counts\n", "plt.subplot(511)\n", "plt.plot(range(len(sch_tree)), [len(L) for L in sch_tree], \"o\")\n", "plt.ylabel(\"Number of Cells Per Generation\")\n", "\n", "#Plot Volume Traces\n", "plt.subplot(512)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mrepressilator)\n", " plt.plot(df[\"time\"], df[\"volume\"], color = color_list[generation])\n", "plt.ylabel(\"Cell Volume Traces\")\n", "\n", "\n", "#Plot tetR\n", "plt.subplot(513)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mrepressilator)\n", " plt.plot(df[\"time\"], df[\"protein_tetR\"], color = color_list[generation])\n", "plt.ylabel(\"Protein tetR\")\n", "\n", "#Plot lacI\n", "plt.subplot(514)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mrepressilator)\n", " plt.plot(df[\"time\"], df[\"protein_lacI\"], color = color_list[generation])\n", "plt.ylabel(\"Protein LacI\")\n", "\n", "#Plot cl\n", "plt.subplot(515)\n", "for generation in range(len(sch_tree)):\n", " L = sch_tree[generation]\n", " for sch in L:\n", " df = sch.py_get_dataframe(Model = Mrepressilator)\n", " plt.plot(df[\"time\"], df[\"protein_cl\"], color = color_list[generation])\n", "plt.ylabel(\"Protein cl\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tracking a Single Cell Lineage Trace Can be More Efficient and Insightful Than the Entire Ensemble\n", "#### How it Works:\n", "* Every division, one of the daughter cells is randomly discarded!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating\n", "Simulation Complete in 0.09240800000000604 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from bioscrape.lineage import py_SingleCellLineage\n", "timepoints = np.linspace(0, 1000, 10000)\n", "print(\"Simulating\")\n", "ts = process_time()\n", "result_df = py_SingleCellLineage(timepoints = timepoints, Model = Mrepressilator)\n", "te = process_time()\n", "print(\"Simulation Complete in\", te-ts, \"s\")\n", "\n", "plt.figure(figsize = (10, 10))\n", "plt.subplot(411)\n", "plt.ylabel(\"Volume\")\n", "plt.plot(result_df[\"time\"], result_df[\"volume\"], label = \"volume\", color = \"gray\")\n", "plt.legend()\n", "plt.subplot(412)\n", "plt.ylabel(\"protein_tetR\")\n", "plt.plot(result_df[\"time\"], result_df[\"protein_tetR\"], label = \"tetR\", color = \"red\")\n", "plt.legend()\n", "plt.subplot(413)\n", "plt.ylabel(\"protein_lacI\")\n", "plt.plot(result_df[\"time\"], result_df[\"protein_lacI\"], label = \"lacI\", color = \"cyan\")\n", "plt.legend()\n", "plt.subplot(414)\n", "plt.ylabel(\"protein_cl\")\n", "plt.plot(result_df[\"time\"], result_df[\"protein_cl\"], label = \"cl\", color = \"blue\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 3: 2 Cell Types Interacting in their Environment\n", "\n", "### Cell Type One Consumes Food (F) from the Environment and Produces Waste (W). It's growth rate is based on the amount of F. It dies if exposed to too much W.\n", "\n", "### Cell Type 2 Consumes Wast (W) from the Environment. It's growth rate is based on the amount of W." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/site-packages/ipykernel_launcher.py:29: UserWarning: The following species are uninitialized and their value has been defaulted to 0: F, W, \n", "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/site-packages/ipykernel_launcher.py:41: UserWarning: The following species are uninitialized and their value has been defaulted to 0: W, F, \n" ] } ], "source": [ "from bioscrape.lineage import LineageModel, LineageVolumeSplitter #For building our Model\n", "from bioscrape.lineage import py_SimulateInteractingCellLineage, py_PropagateInteractingCells\n", "from bioscrape.types import Model\n", "import numpy as np\n", "import pylab as plt\n", "from time import process_time \n", "\n", "#A global mode with no reactions is just a container\n", "global_x0 = {\"W\":0, \"F\":100}\n", "\n", "#Add a food source\n", "kf = 1.\n", "rxng = [[], [\"F\"], \"massaction\", {\"k\":kf}]\n", "x0g = {\"F\":0}\n", "Mglobal = Model(species = [\"F\"], reactions = [rxng], initial_condition_dict = x0g)\n", "\n", "#Use the Same Parameters for both cell types\n", "ke = 1.\n", "g = .01\n", "kgrow = 100\n", "Kgrow = 10\n", "kdeath = 1.0\n", "Kdeath = 100\n", "x0 = {\"E\":5}\n", "\n", "#cell type 1 consumes F (Food) to produce W (Waste) and E (internal machinery aka enzymes)\n", "species = [\"F\",\"W\", \"E\"]\n", "rxn1 = [[\"F\",\"E\"], [\"E\",\"E\",\"W\"], \"massaction\", {\"k\":ke}]\n", "Mcell1 = LineageModel(species = species, reactions = [rxn1], initial_condition_dict = x0)\n", "\n", "vsplit = LineageVolumeSplitter(Mcell1)\n", "Mcell1.create_division_rule(\"deltaV\", {\"threshold\":1.0}, vsplit)\n", "#E (enzymes) allow the cell to divide\n", "Mcell1.create_volume_event(\"linear volume\", {\"growth_rate\":g}, \"hillpositive\", {\"k\":kgrow, \"s1\":\"E\", \"n\":2, \"K\":Kgrow})\n", "#Too much waste and the cell dies\n", "Mcell1.create_death_event(\"death\", {}, \"hillpositive\", {\"k\":kdeath, \"s1\":\"W\", \"n\":2, \"K\":Kdeath})\n", "\n", "#Cell type 2 consumes W to produce E\n", "species = [\"W\", \"E\"]\n", "rxn2 = [[\"W\",\"E\"], [\"E\",\"E\"], \"massaction\", {\"k\":ke}]\n", "Mcell2 = LineageModel(species = species, reactions = [rxn1], initial_condition_dict = x0)\n", "\n", "\n", "vsplit = LineageVolumeSplitter(Mcell2)\n", "Mcell2.create_division_rule(\"deltaV\", {\"threshold\":1.0}, vsplit)\n", "Mcell2.create_volume_event(\"linear volume\", {\"growth_rate\":g}, \"hillpositive\", {\"k\":kgrow, \"s1\":\"E\", \"n\":2, \"K\":Kgrow})\n", "#too few enzymes and cell 2 two might die\n", "Mcell2.create_death_event(\"death\", {}, \"hillnegative\", {\"k\":.05*kdeath, \"s1\":\"E\", \"n\":4, \"K\":2})\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Simulating\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/murray/anaconda3/envs/python3.7-be240/lib/python3.7/site-packages/ipykernel_launcher.py:28: UserWarning: Global Species W not in global_volume_model. Species is being added to Model with initial condition 0.\n" ] }, { "ename": "ValueError", "evalue": "Buffer dtype mismatch, expected 'int' but got 'long'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0minitial_cell_states\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0minitial_cell_counts\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0mglobal_species\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mglobal_species\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m average_dist_threshold = average_dist_threshold)\n\u001b[0m\u001b[1;32m 29\u001b[0m \u001b[0mte\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mprocess_time\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Simulation Complete in\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mte\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"s\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32mlineage/lineage.pyx\u001b[0m in \u001b[0;36mbioscrape.lineage.py_PropagateInteractingCells\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mlineage/lineage.pyx\u001b[0m in \u001b[0;36mbioscrape.lineage.py_set_up_InteractingLineage\u001b[0;34m()\u001b[0m\n", "\u001b[0;32mlineage/lineage.pyx\u001b[0m in \u001b[0;36mbioscrape.lineage.InteractingLineageSSASimulator.setup_global_volume_simulation\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Buffer dtype mismatch, expected 'int' but got 'long'" ] } ], "source": [ "maxtime = 20\n", "dt = 0.01\n", "global_sync_period = .5\n", "global_volume = 100\n", "\n", "timepoints = np.arange(0, maxtime+dt, dt)\n", "\n", "average_dist_threshold = 2.\n", "global_species = [\"F\", \"W\"]\n", "model_list = [Mcell1, Mcell2]\n", "initial_cell_counts = [5, 5]\n", "\n", "print(\"Simulating\")\n", "ts = process_time()\n", "#Instead of simulating a whole cell Lineage, use propogate cells to get snapshots over time\n", "#lineage_list, global_results, simulator = py_SimulateInteractingCellLineage(timepoints, global_sync_period, global_volume = global_volume,\n", " #model_list = model_list, global_volume_model = Mglobal,\n", " #initial_cell_states = initial_cell_counts, \n", " #global_species = global_species, \n", " #average_dist_threshold = average_dist_threshold)\n", "\n", "Nsamples = 10\n", "sample_list, sample_times, global_results, simulator = py_PropagateInteractingCells(timepoints, global_sync_period, \n", " sample_times = Nsamples, global_volume = global_volume,\n", " model_list = model_list, global_volume_model = Mglobal,\n", " initial_cell_states = initial_cell_counts, \n", " global_species = global_species, \n", " average_dist_threshold = average_dist_threshold)\n", "te = process_time()\n", "print(\"Simulation Complete in\", te-ts, \"s\")\n", "\n", "print(\"N cell 1:\", [len(L[0]) for L in sample_list])\n", "print(\"N cell 2:\", [len(L[1]) for L in sample_list])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(global_results.py_get_result())\n", "print(\"sample_times\", sample_times)\n", "plt.figure()\n", "plt.subplot(211)\n", "plt.title(\"Global Results\")\n", "plt.plot(sample_times, global_results.py_get_result()[1:, 0], label = \"F\")\n", "plt.plot(sample_times, global_results.py_get_result()[1:, 1], label = \"W\")\n", "plt.legend()\n", "\n", "plt.subplot(212)\n", "plt.plot(sample_times, [len(L[0]) for L in sample_list], label = \"Cell Type 1\")\n", "plt.plot(sample_times, [len(L[1]) for L in sample_list], label = \"Cell Type 2\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": 4 }