{ "cells": [ { "cell_type": "markdown", "id": "6cb73574-304b-4cf8-8237-f872f255dd7f", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Parameterizing the model\n", "Multi-omics data, including fluxomics, metabolomics, and proteomics, together with enzyme kinetic databases such as [BRENDA](https://www.brenda-enzymes.org/) and [SABIO-RK](https://sabiork.h-its.org/), as well as thermodynamics resources such as [eQuilibrator](https://equilibrator.weizmann.ac.il/), provide rich sources of information for parameterizing the kinetic model. However, these measurements are typically collected from different studies and experimental conditions and inherently contain noise and uncertainty. As a result, directly combining them often fails to produce a kinetically consistent model in which the mechanistic rate laws and steady-state constraints are simultaneously satisfied.\n", "\n", "RobustNet adopts a Bayesian framework to infer feasible model parameters (posterior distributions) that remain close to the experimentally measured data (prior distributions) while trying to maintain consistency with the kinetic equations and feasible steady states.\n", "\n", "## Estimating the reference flux distribution\n", "The first step is to estimate the reference-state flux distribution, which represents the steady-state metabolic fluxes before enzyme perturbation. These fluxes are typically obtained from isotope-assisted metabolic flux analysis (MFA). Our previously developed package, [FreeFlux](https://github.com/Chaowu88/freeflux), can be used for this purpose.\n", "\n", "Because the metabolic network used for MFA may differ from the kinetic network constructed in RobustNet, a calibration step is required to derive a flux distribution that both satisfies mass balance in the current network and remains close to the MFA estimates.\n", "\n", "This step can be performed as follows:" ] }, { "cell_type": "code", "execution_count": 1, "id": "23e70e38-18a2-4d1d-b6cf-31b8530c204e", "metadata": { "scrolled": true }, "outputs": [], "source": [ "import pandas as pd\n", "from robustnet import Model\n", "\n", "MODEL_FILE = '../../models/e_coli/e_coli_model.xlsx'\n", "\n", "model = Model('ecoli')\n", "model.read_from_file(MODEL_FILE)" ] }, { "cell_type": "code", "execution_count": 2, "id": "970b518c-a401-4f38-9a0b-6e20cb2c2b4a", "metadata": { "scrolled": true }, "outputs": [], "source": [ "FLUXOMICS = '../../models/e_coli/measured_fluxes.xlsx'\n", "FLUX_BOUNDS = '../../models/e_coli/flux_bounds.xlsx'\n", "\n", "flux_data = pd.read_excel(FLUXOMICS, header=0, index_col=0)\n", "flux_bounds = pd.read_excel(FLUX_BOUNDS, header=0, index_col=0)\n", "\n", "model.load_priors(\n", " 'fluxomics',\n", " data=flux_data.iloc[:,0],\n", " std=flux_data.iloc[:,1],\n", ")\n", "fit_res = model.estimate_reference_fluxes(\n", " bounds={rxn: tuple(row) for rxn, row in flux_bounds.iterrows()},\n", " optimizer='scipy',\n", " method='COBYQA',\n", " tol=1e-8\n", ")" ] }, { "cell_type": "markdown", "id": "16b2d788-7c0a-4d9a-9047-4d8e36b5d214", "metadata": {}, "source": [ "
\n", "Note:

\n", "Intracellular metabolite and enzyme concentrations are typically expressed in mM. To maintain unit consistency and appropriate numerical scaling, fluxes in RobustNet are represented in units of mmol L$^{-1}$ s$^{-1}$.\n", "
\n", "\n", "Additional flux bounds can be provided to constrain the estimated fluxes and specify reaction directionality. For example, a lower bound greater than 0 enforces a forward-only reaction and an upper bound less than 0 enforces a reverse-only reaction as defined by the reaction direction in the model.\n", "\n", "The estimated reference fluxes and their uncertainties can be accessed through the `estimated_fluxes` and `estimated_flux_errors` attributes of the returned `FluxFitResults` object. Comparison between the calibrated fluxes and the original MFA estimates can be visualized using the provided plotting function (using glucose-6-phosphate isomerase as an example)." ] }, { "cell_type": "code", "execution_count": 3, "id": "0f07448d-f2b4-40a4-b0d5-af10487c1a04", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fit_res.plot_simulated_vs_measured_fluxes(\n", " out_dir=None, \n", " reactions=['PGI'], \n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "1e4deb74-85bc-47c2-a509-c574d3cd179a", "metadata": {}, "source": [ "## Generating model parameter sets\n", "The calibrated reference flux distribution is then integrated with metabolomics, proteomics, and enzyme kinetic data to generate ensemble model parameter sets. This step is performed by sampling from the posterior distributions of metabolite concentrations, enzyme concentrations, and kinetic parameters.\n", "\n", "The following example demonstrates this procedure." ] }, { "cell_type": "code", "execution_count": 4, "id": "18ce96bb-fb83-453f-a3cf-17d2459c11c5", "metadata": {}, "outputs": [], "source": [ "METABOLOMICS = '../../models/e_coli/measured_metabolites.xlsx'\n", "PROTEOMICS = '../../models/e_coli/measured_enzymes.xlsx'\n", "KINETIC_PARAMETERS = '../../models/e_coli/measured_kinetic_parameters.xlsx'\n", "\n", "metab_data = pd.read_excel(METABOLOMICS, header=0, index_col=0)\n", "enz_data = pd.read_excel(PROTEOMICS, header=0, index_col=0)\n", "kparam_data = pd.read_excel(KINETIC_PARAMETERS, header=0, index_col=0)\n", "\n", "model.load_priors(\n", " 'reference_fluxes',\n", " data=fit_res.estimated_fluxes,\n", " std=fit_res.estimated_flux_errors\n", ")\n", "model.load_priors(\n", " 'metabolomics', \n", " data=metab_data.iloc[:,0], \n", " std=metab_data.iloc[:,1],\n", ")\n", "model.load_priors(\n", " 'proteomics', \n", " data=enz_data.iloc[:,0], \n", " std=enz_data.iloc[:,1],\n", ")\n", "model.load_priors(\n", " 'kparameters',\n", " data=kparam_data.iloc[:,0],\n", " std=kparam_data.iloc[:,1]\n", ")\n", "samp_res = model.generate_parameter_sets(\n", " alpha=None,\n", " n_tunes=5000,\n", " n_samples=2000,\n", " n_chains=10,\n", " n_jobs=10\n", ")" ] }, { "cell_type": "markdown", "id": "04674214-849b-4c02-830b-8d19f94cad15", "metadata": {}, "source": [ "
\n", "Note:

\n", "Metabolomics and proteomics data are expected in units of mM (cell volume-based). For kinetic parameters, catalytic constants have units of s$^{-1}$, Michaelis, activation, and inhibition constants have units of mM, and equilibrium constants are dimensionless.\n", "
\n", "\n", "During posterior sampling, the `alpha` argument defines a tunable coefficient that controls the tradeoff between consistency with experimental measurements and feasibility of the kinetic model.\n", "- A smaller `alpha` keeps the posterior distributions closer to the original omics measurements and generally makes sampling easier, but the resulting kinetic model may be less balanced.\n", "- A larger `alpha` enforces stronger consistency between the kinetic equations and the reference steady state, but may lead to more difficult sampling and reduced convergence efficiency.\n", "\n", "By default, `alpha` is set to the geometric mean of the inverse variances of the reference fluxes.\n", "\n", "`n_tunes` is directly passed to the [PyMC](https://www.pymc.io/welcome.html) samplers and controls the number of tuning (burn-in) iterations used to stabilize sampling before posterior samples are collected. The total number of posterior samples is determined by both the number of sampling chains specified by `n_chains` and the number of samples drawn per chain specified by `n_samples`.\n", "\n", "After sampling is completed, all results are received by samp_res. In particular, sampled kinetic parameter sets can be accessed through the `sampled_kinetic_parameters` attribute." ] }, { "cell_type": "code", "execution_count": 5, "id": "7c6721db-57fa-496e-b40e-c3e1b926615f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Ka_ACCOA_vPPCKa_FBP_vPPCKa_FBP_vPYKKa_PEP_vFBPaseKeq_vACKKeq_vACONKeq_vADKKeq_vAKGDHKeq_vALCDKeq_vALDDH...kcat_vPTAkcat_vPYKkcat_vRPEkcat_vRPIkcat_vSDHkcat_vSUCOASkcat_vTALkcat_vTKT1kcat_vTKT2kcat_vTPI
109731.8701290.8705271.7475322.243964337.5274240.0736620.699464155582.8671781192.7817930.491528...21.905336124.8917602.1099562064.64496876.2130102.47315613.8640752.0435991.7607748741.377981
70992.3329321.8680090.9782542.331784322.0062710.0332190.945926123754.9680771026.5796170.190596...131.290824138.5619881.863342273.48555159.2453131.07035412.3691930.9371291.4615727178.409988
65692.0104931.7701390.8333382.076259141.9666290.1154420.839103362922.0221721356.0876480.127495...155.345317134.7607832.1467792355.050995132.4900013.68140315.2246630.2549712.3630039332.960377
92332.1985461.9333401.2493522.111623229.8010550.0812381.003101185048.8848451572.6204430.225697...31.319926153.4330541.755173586.46955086.0984862.38844813.2557421.4602731.7498517113.498239
79632.3874641.5578753.1418633.601756261.0030440.1609081.022405103608.1270971432.5287460.297042...113.045903153.9580442.227516311.41116458.0206111.73874411.2460852.9445252.7772717547.605797
\n", "

5 rows × 351 columns

\n", "
" ], "text/plain": [ " Ka_ACCOA_vPPC Ka_FBP_vPPC Ka_FBP_vPYK Ka_PEP_vFBPase Keq_vACK \\\n", "10973 1.870129 0.870527 1.747532 2.243964 337.527424 \n", "7099 2.332932 1.868009 0.978254 2.331784 322.006271 \n", "6569 2.010493 1.770139 0.833338 2.076259 141.966629 \n", "9233 2.198546 1.933340 1.249352 2.111623 229.801055 \n", "7963 2.387464 1.557875 3.141863 3.601756 261.003044 \n", "\n", " Keq_vACON Keq_vADK Keq_vAKGDH Keq_vALCD Keq_vALDDH ... \\\n", "10973 0.073662 0.699464 155582.867178 1192.781793 0.491528 ... \n", "7099 0.033219 0.945926 123754.968077 1026.579617 0.190596 ... \n", "6569 0.115442 0.839103 362922.022172 1356.087648 0.127495 ... \n", "9233 0.081238 1.003101 185048.884845 1572.620443 0.225697 ... \n", "7963 0.160908 1.022405 103608.127097 1432.528746 0.297042 ... \n", "\n", " kcat_vPTA kcat_vPYK kcat_vRPE kcat_vRPI kcat_vSDH \\\n", "10973 21.905336 124.891760 2.109956 2064.644968 76.213010 \n", "7099 131.290824 138.561988 1.863342 273.485551 59.245313 \n", "6569 155.345317 134.760783 2.146779 2355.050995 132.490001 \n", "9233 31.319926 153.433054 1.755173 586.469550 86.098486 \n", "7963 113.045903 153.958044 2.227516 311.411164 58.020611 \n", "\n", " kcat_vSUCOAS kcat_vTAL kcat_vTKT1 kcat_vTKT2 kcat_vTPI \n", "10973 2.473156 13.864075 2.043599 1.760774 8741.377981 \n", "7099 1.070354 12.369193 0.937129 1.461572 7178.409988 \n", "6569 3.681403 15.224663 0.254971 2.363003 9332.960377 \n", "9233 2.388448 13.255742 1.460273 1.749851 7113.498239 \n", "7963 1.738744 11.246085 2.944525 2.777271 7547.605797 \n", "\n", "[5 rows x 351 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samp_res.sampled_kinetic_parameters.sample(5)" ] }, { "cell_type": "markdown", "id": "aab3327f-f730-42ce-b5de-3a62d8ba1a5a", "metadata": {}, "source": [ "Comparisons between the prior distributions and sampled posterior distributions can be visualized using the provided plotting utility, illustrated here using the catalytic constant k$_{cat}^{GlcPTS}$, Michaelis constant K$_{m}^{PEP,PPC}$, and equilibrium constant K$_{eq}^{FBA}$:" ] }, { "cell_type": "code", "execution_count": 7, "id": "f1676249-52dd-42d0-8cd4-941606f58164", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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ACACALDACCOAACETPADPAKGAMPATPBPGCIT...PYRPiR5PRu5PS7PSUCSUCCOAUQUQH2Xu5P
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152820.2105950.1089580.3375740.1398020.0551480.0599340.0056030.4962190.1779950.100588...0.0726800.1575380.0298520.0245230.1128650.2134760.1023430.0845860.1354670.219680
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5 rows × 50 columns

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" ], "text/plain": [ " AC ACALD ACCOA ACETP ADP AKG AMP \\\n", "9932 0.210686 0.181244 0.302144 0.186986 0.030406 0.052820 0.008098 \n", "7854 0.216531 0.125369 0.312520 0.150798 0.052235 0.045836 0.005128 \n", "15282 0.210595 0.108958 0.337574 0.139802 0.055148 0.059934 0.005603 \n", "276 0.202213 0.180576 0.287823 0.096652 0.083652 0.063701 0.006530 \n", "6274 0.195270 0.233839 0.314113 0.225211 0.042064 0.059626 0.006866 \n", "\n", " ATP BPG CIT ... PYR Pi R5P \\\n", "9932 0.479109 0.137904 0.147553 ... 0.054040 0.147472 0.018113 \n", "7854 0.510380 0.184664 0.196658 ... 0.056460 0.145168 0.024162 \n", "15282 0.496219 0.177995 0.100588 ... 0.072680 0.157538 0.029852 \n", "276 0.476595 0.177534 0.114668 ... 0.046049 0.091807 0.018890 \n", "6274 0.529823 0.074897 0.216247 ... 0.144874 0.156079 0.015216 \n", "\n", " Ru5P S7P SUC SUCCOA UQ UQH2 Xu5P \n", "9932 0.045438 0.145702 0.172249 0.132912 0.147945 0.141645 0.097859 \n", "7854 0.109934 0.170378 0.140536 0.174965 0.200266 0.139823 0.179706 \n", "15282 0.024523 0.112865 0.213476 0.102343 0.084586 0.135467 0.219680 \n", "276 0.113220 0.174743 0.144751 0.105163 0.112118 0.257921 0.093595 \n", "6274 0.085632 0.076764 0.125076 0.185114 0.142033 0.195642 0.183659 \n", "\n", "[5 rows x 50 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samp_res.sampled_metabolite_concentrations.sample(5)" ] }, { "cell_type": "markdown", "id": "19195ac7-598c-495e-8fd1-8274256c5a54", "metadata": {}, "source": [ "and compared with the prior metabolomics data (using fructose 1,6-bisphosphate as an example)." ] }, { "cell_type": "code", "execution_count": 10, "id": "11120c21-e600-41f1-a1fe-f0940f9440ed", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samp_res.plot_sampled_vs_prior_metabolites(\n", " out_dir=None, \n", " metabolites=['FBP'], \n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "272a07a9-af4a-487d-a431-d003d72e1eac", "metadata": {}, "source": [ "Sampled enzyme concentration sets are available through `sampled_enzyme_concentrations`, and comparisons with the prior proteomics data can be visualized (using pyruvate kinase as an example) as follows:" ] }, { "cell_type": "code", "execution_count": 11, "id": "686de1cc-f422-409c-92fc-85f2768426da", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ACKACONADKAKGDHALCDALDDHATPSynCOXCSEDA...PPSPTAPYKRPERPISDHSUCOASTALTKTTPI
12190.0029220.0389210.0075450.0090210.0059660.0065920.0097010.0019230.0168360.008288...0.0036190.0036500.0269540.0073770.0016510.0047580.0158400.0198350.0123760.005850
186850.0030860.0435000.0085320.0092500.0067520.0062180.0095920.0017330.0162890.009758...0.0033150.0034630.0236130.0083050.0015880.0044340.0147520.0227030.0130930.007637
153940.0036690.0500880.0093600.0085510.0073020.0061570.0097230.0021480.0158500.009089...0.0034430.0037600.0239400.0087400.0014650.0039980.0145910.0227200.0122120.007396
60000.0030940.0477290.0086810.0083570.0080510.0063310.0097710.0018660.0171540.008673...0.0033190.0044920.0252340.0071380.0015840.0041280.0156170.0199590.0134930.007629
91470.0032270.0457740.0073560.0093030.0074980.0061920.0096350.0019310.0170130.008218...0.0035670.0037560.0214090.0086090.0013490.0042550.0146630.0159760.0117860.006127
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5 rows × 48 columns

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" ], "text/plain": [ " ACK ACON ADK AKGDH ALCD ALDDH ATPSyn \\\n", "1219 0.002922 0.038921 0.007545 0.009021 0.005966 0.006592 0.009701 \n", "18685 0.003086 0.043500 0.008532 0.009250 0.006752 0.006218 0.009592 \n", "15394 0.003669 0.050088 0.009360 0.008551 0.007302 0.006157 0.009723 \n", "6000 0.003094 0.047729 0.008681 0.008357 0.008051 0.006331 0.009771 \n", "9147 0.003227 0.045774 0.007356 0.009303 0.007498 0.006192 0.009635 \n", "\n", " COX CS EDA ... PPS PTA PYK \\\n", "1219 0.001923 0.016836 0.008288 ... 0.003619 0.003650 0.026954 \n", "18685 0.001733 0.016289 0.009758 ... 0.003315 0.003463 0.023613 \n", "15394 0.002148 0.015850 0.009089 ... 0.003443 0.003760 0.023940 \n", "6000 0.001866 0.017154 0.008673 ... 0.003319 0.004492 0.025234 \n", "9147 0.001931 0.017013 0.008218 ... 0.003567 0.003756 0.021409 \n", "\n", " RPE RPI SDH SUCOAS TAL TKT TPI \n", "1219 0.007377 0.001651 0.004758 0.015840 0.019835 0.012376 0.005850 \n", "18685 0.008305 0.001588 0.004434 0.014752 0.022703 0.013093 0.007637 \n", "15394 0.008740 0.001465 0.003998 0.014591 0.022720 0.012212 0.007396 \n", "6000 0.007138 0.001584 0.004128 0.015617 0.019959 0.013493 0.007629 \n", "9147 0.008609 0.001349 0.004255 0.014663 0.015976 0.011786 0.006127 \n", "\n", "[5 rows x 48 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samp_res.sampled_enzyme_concentrations.sample(5)" ] }, { "cell_type": "code", "execution_count": 13, "id": "86689d20-8eb1-4f18-bfe0-46742f4ca826", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "samp_res.plot_sampled_vs_prior_enzymes(\n", " out_dir=None, \n", " enzymes=['PYK'], \n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "08de3355-829c-4e8a-8be7-63cd8d13396b", "metadata": {}, "source": [ "The full sampling trace is stored in samp_res.trace, which returns an `arviz.InferenceData` object. This enables direct compatibility with the analysis tool provided by ArviZ." ] } ], "metadata": { "kernelspec": { "display_name": "robustnet-py311", "language": "python", "name": "robustnet-py311" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.15" } }, "nbformat": 4, "nbformat_minor": 5 }