{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulating at INST State" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FreeFlux can estimate metabolic fluxes for organisms that uptake one-carbon compounds like autotrophs using carbon dioxide. For this, kinetics of intermediate MDVs are required at the isotopically non-stationary (INST) state. The derived MDVs will be a function of time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To simulate MDVs at INST state, use the following commands, similar to those used for steady state:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from freeflux import Model\n", "\n", "MODEL_FILE = 'path/to/reactions.tsv'\n", "\n", "model = Model('demo')\n", "model.read_from_file(MODEL_FILE)\n", "\n", "isim = model.simulator('inst')\n", "isim.set_target_EMUs({\n", " 'Glu': [[1,2,3], '12345'], \n", " 'Cit': '2345'\n", "})\n", "isim.set_labeling_strategy(\n", " 'AcCoA', \n", " labeling_pattern = ['01', '11'], \n", " percentage = [0.25, 0.25], \n", " purity = [1, 1]\n", ")\n", "\n", "fluxes = {'v1': 10,\n", " 'v2': 10,\n", " 'v3': 5,\n", " 'v4': 5,\n", " 'v5': 5,\n", " 'v6_f': 12.5, # \"_f\" denotes forward flux\n", " 'v6_b': 7.5, # \"_b\" denotes backward flux\n", " 'v7': 5}\n", "for fluxid, value in fluxes.items():\n", " isim.set_flux(fluxid, value)\n", "\n", "# or read from file \n", "FLUXES_FILE = 'path/to/fluxes.tsv'\n", "isim.set_fluxes_from_file(FLUXES_FILE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The input files can be found [here](https://github.com/Chaowu88/freeflux/tree/main/models/toy)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to the fluxes, metabolite concentrations are also required for INST state simulation. The concentration of metabolites can be set as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "concs = {'OAA': 0.1,\n", " 'Cit': 5,\n", " 'AKG': 0.3,\n", " 'Suc': 1,\n", " 'Fum': 0.2,\n", " 'Glu': 0.5}\n", "for concid, value in concs.items():\n", " isim.set_concentration(concid, value)\n", "\n", "# or read from file \n", "CONCS_FILE = 'path/to/concentrations.tsv'\n", "isim.set_concentrations_from_file(CONCS_FILE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, set the time points when MDVs will be simulated:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "isim.set_timepoints([0, 0.1, 0.2, 0.5, 1, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Note:

Units for flux, concentration, and timepoint are not specified in this toy example, but they should be included in practical examples.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, to simulate the kinetics of MDVs, use the following code:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "isim.prepare()\n", "res = isim.simulate()\n", "\n", "for emuid in ['Glu_123', 'Glu_12345', 'Cit_2345']:\n", " res.plot_MDV_kinetics(emuid, show_fig = True, output_dir = None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, the work can be done using the `with` statement:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "with model.simulator('inst') as isim:\n", " isim.set_target_EMUs({\n", " 'Glu': [[1,2,3], '12345'], \n", " 'Cit': '2345'\n", " })\n", " isim.set_timepoints([0, 0.1, 0.2, 0.5, 1, 2])\n", " isim.set_labeling_strategy(\n", " 'AcCoA', \n", " labeling_pattern = ['01', '11'], \n", " percentage = [0.25, 0.25], \n", " purity = [1, 1]\n", " )\n", " isim.set_fluxes_from_file(FLUXES_FILE)\n", " isim.set_concentrations_from_file(CONCS_FILE)\n", " isim.prepare()\n", " res = isim.simulate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A more complex example of simulation at INST state using an *Synechocystis* model is provided in the script \"[tutorial_synechocystis_inst_simulation.py](https://github.com/Chaowu88/freeflux/tree/main/tutorials)\"" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:freeflux-py37]", "language": "python", "name": "conda-env-freeflux-py37-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 4 }