{ "cells": [ { "cell_type": "markdown", "id": "02a76399-7c2b-44e8-8f49-beb39db14815", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "# Evaluating robustness\n", "With parameter sets generated from multi-omics data and enzyme kinetic databases, RobustNet constructs an ensemble of stochastic kinetic models, where each sampled parameter set defines one realization of the metabolic system. These ensemble models represent uncertainty in metabolic parameters and are used to simulate metabolic responses to engineering interventions, typically enzyme expression perturbations, and to evaluate metabolic robustness, i.e., whether and how likely the metabolic system can maintain a physiologically meaningful steady state following perturbation. Simulations are performed using a [continuation-like method](https://pubmed.ncbi.nlm.nih.gov/24972370/) that directly solves steady-state sensitivity equations along the perturbation trajectory, thereby avoiding repeated and computationally expensive time-domain integrations from scratch after each perturbation step. " ] }, { "cell_type": "markdown", "id": "86dec6ca-dd7e-40c8-b7a5-d994fe6b6cc0", "metadata": {}, "source": [ "## Simulating enzyme perturbations\n", "Using the same *E. coli* model, assume that the parameter sampling procedure has already been completed and the returned samp_res stores sampled metabolite concentrations, enzyme concentrations, and kinetic parameters for ensemble model construction (see [Parameterizing the model](https://robustnet.readthedocs.io/en/latest/parameterize_model.html) for more details). The `evaluate_robustness` can then be used to simulate perturbations of specified enzyme(s). \n", "\n", "For example, a 10-fold overexpression of pyruvate dehydrogenase relative to its reference-state expression level can be simulated as follows:" ] }, { "cell_type": "code", "execution_count": 1, "id": "ac9a9264-77bd-4e97-b326-4a8a8c050f4c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme PDH (1, 10)\n" ] } ], "source": [ "metab_sets = samp_res.sampled_metabolite_concentrations\n", "enz_sets = samp_res.sampled_enzyme_concentrations\n", "kparam_sets = pd.concat(\n", " (samp_res.sampled_kinetic_parameters, metab_sets), \n", " axis=1\n", ")\n", "\n", "model.load_parameter_sets(\n", " mconc_set=metab_sets,\n", " econc_set=enz_sets,\n", " kparam_set=kparam_sets\n", ")\n", "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['PDH'],\n", " fold_change=(1, 10),\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")" ] }, { "cell_type": "markdown", "id": "2157fd4a-0974-489f-aa86-c9412dc9d6c3", "metadata": {}, "source": [ "
\n", "Note:

\n", "Sensitivities are not explicitly calculated for certain metabolites, such as end metabolites or metabolites that appear only in rate expressions as activators or inhibitors and do not participate directly as substrates or products in the stoichiometric network. Their concentrations are instead treated as regular kinetic parameters. To account for these metabolites, the input `kparam_set` should include both sampled kinetic parameter sets and sampled metabolite concentration sets corresponding to these metabolites.\n", "
\n", "\n", "`exclude_metabolites` can be used to exclude metabolites from sensitivity analysis.\n", "\n", "`n_steps` controls the number of integration steps used to solve the sensitivity equations. Larger perturbation ranges generally require higher `n_steps` values for improved numerical stability and smoother trajectories. Perturbation points can be either evenly spaced or logarithmically spaced by setting `log_spacing`.\n", "\n", "The size of the ensemble used in robustness analysis is specified by `n_models`.\n", "\n", "The robustness of the metabolic system can be evaluated from the probability of ensemble models remaining viable across the perturbation range, which can be visualized using:" ] }, { "cell_type": "code", "execution_count": 2, "id": "c761167c-cd13-4e1a-874f-744a00d6ac90", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.robust_model_probability(out_dir=None, show_fig=True)" ] }, { "cell_type": "markdown", "id": "d0459e93-c621-423e-a488-01793f60f32d", "metadata": {}, "source": [ "The robustness index (RI) provides a quantitative measure of system robustness and is defined as the normalized area under the survival probability curve across the specified perturbation range. RI ranges from 0 to 1, where lower values indicate a fragile metabolic system and higher values indicate stronger metabolic resilience against the specified perturbation." ] }, { "cell_type": "code", "execution_count": 3, "id": "72b5f7c8-d6dc-4cbc-ad77-90c1c62920d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Robustness index: 0.644\n" ] } ], "source": [ "print(f'Robustness index: {rob_res.robust_index:.3f}')" ] }, { "cell_type": "markdown", "id": "d10f86f4-f547-4060-b4b1-3a6d33799ebd", "metadata": {}, "source": [ "Below demonstrates the robustness under a 2-fold downregulation of the same enzyme." ] }, { "cell_type": "code", "execution_count": 4, "id": "9303dd3f-fc29-4686-8ef3-2c239613e55f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme PDH (0.5, 1)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Robustness index: 0.257\n" ] } ], "source": [ "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['PDH'],\n", " fold_change=(0.5, 1),\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")\n", "rob_res.robust_model_probability(out_dir=None, show_fig=True)\n", "print(f'Robustness index: {rob_res.robust_index:.3f}')" ] }, { "cell_type": "markdown", "id": "a641386d-7d74-476a-946e-aa09e8372293", "metadata": {}, "source": [ "The `fold_change` range must always include `1`, corresponding to the reference state. If `1` is used as one of the bounds, the perturbation is simulated only in a single direction, representing either upregulation or downregulation as shown above. If the fold-change interval spans across `1`, perturbations are simulated from the reference state toward both lower and upper bounds.\n", "\n", "The following example demonstrates robustness analysis under up to 5-fold knockdown and 5-fold overexpression of the same enzyme." ] }, { "cell_type": "code", "execution_count": 5, "id": "6d77a929-8984-4c72-a8bb-b81dd9ff76a3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme PDH (0.2, 5)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Robustness index: 0.499\n" ] } ], "source": [ "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['PDH'],\n", " fold_change=(0.2, 5),\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")\n", "rob_res.robust_model_probability(out_dir=None, show_fig=True)\n", "print(f'Robustness index: {rob_res.robust_index:.3f}')" ] }, { "cell_type": "markdown", "id": "a28d052a-00fe-48fd-85e4-989b855fb441", "metadata": {}, "source": [ "Multiple-enzyme perturbations are also supported. For example, citrate synthase and 2-oxoglutarate dehydrogenase can be co-overexpressed with different fold-change ranges as follows:" ] }, { "cell_type": "code", "execution_count": 6, "id": "eb546385-6cd0-43c7-9dc7-6fea2ec13f62", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme GlcPTS (1, 2), PDH (1, 5)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Robustness index: 0.742\n" ] } ], "source": [ "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['GlcPTS', 'PDH'],\n", " fold_change={\n", " 'GlcPTS': (1, 2), \n", " 'PDH': (1, 5)\n", " },\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")\n", "rob_res.robust_model_probability(out_dir=None, show_fig=True)\n", "print(f'Robustness index: {rob_res.robust_index:.3f}')" ] }, { "cell_type": "markdown", "id": "4ea1e386-2c2d-4ea5-bff8-8972ab49ad81", "metadata": {}, "source": [ "Simultaneous knockdown and overexpression of different enzymes can also be simulated, as illustrated below." ] }, { "cell_type": "code", "execution_count": 7, "id": "5337a08f-5b03-44a6-9635-5f465477f71a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme GlcPTS (1, 2), PDH (1, 0.2)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Robustness index: 0.181\n" ] } ], "source": [ "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['GlcPTS', 'PDH'],\n", " fold_change={\n", " 'GlcPTS': (1, 2), \n", " 'PDH': (1, 0.2)\n", " },\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")\n", "rob_res.robust_model_probability(out_dir=None, show_fig=True)\n", "print(f'Robustness index: {rob_res.robust_index:.3f}')" ] }, { "cell_type": "markdown", "id": "78f8a691-9f32-4bbd-b803-a6afcb686701", "metadata": {}, "source": [ "In general, perturbations involving arbitrary combinations of enzymes and expression fold changes are supported." ] }, { "cell_type": "markdown", "id": "c3a07b6e-87f5-4abe-a709-fa5dc4c2da14", "metadata": {}, "source": [ "## Inspecting metabolic responses\n", "The simulation results can be further analyzed to investigate metabolic responses, including changes in steady-state metabolite concentrations and metabolic fluxes following perturbation.\n", "\n", "Below, we demonstrate a 10-fold overexpression of GlcPTS as an example. " ] }, { "cell_type": "code", "execution_count": 8, "id": "ac30b485-6c7d-4cd6-86f7-04b84883a3e6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AC, ETOH, FOR, GLC, LAC, O2 appear in rate expressions but not in the stoichiometric matrix. This likely means they are excluded or considered as unbalanced metabolites. When performing robustness analysis, they are treated as kinetic parameters, and their concentrations will not be simulated.\n", "WARNING: Hcyt, Hper appear in the stoichiometric matrix but not in rate expression. They will be excluded from robustness analysis to maintain numerical stability.\n", "INFO: Perturb enzyme GlcPTS (1, 10)\n" ] } ], "source": [ "rob_res = model.evaluate_robustness(\n", " perturb_enzymes=['GlcPTS'],\n", " fold_change=(1, 10),\n", " n_steps=300,\n", " n_models=1000,\n", " n_jobs=100\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "9871aea7-31c4-4332-99a9-5ad5c8626961", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.robust_model_probability(out_dir=None, show_fig=True)" ] }, { "cell_type": "markdown", "id": "e23ec068-6180-4675-bbfd-4dfa5e976403", "metadata": {}, "source": [ "Metabolite responses can be visualized using the `metabolite_sensitivity` method (alias `bifurcation_diagram`).\n", "\n", "We inspect the steady-state pyruvate concentration relative to its reference-state level in response to this perturbation." ] }, { "cell_type": "code", "execution_count": 10, "id": "108355af-6832-43a8-aa82-f098a403e096", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.metabolite_sensitivity(\n", " out_dir=None,\n", " kind='sample',\n", " metabolites=['PYR'],\n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "3bc509e2-29c3-4a77-a042-f112b10c86d0", "metadata": {}, "source": [ "Here metabolite response trajectories are visualized using sampled trajectories from ensemble models, where the number of displayed trajectories can be controlled through `n_sets`. Trajectories that terminate early indicate the occurrence of bifurcations or the emergence of non-physiological metabolite concentrations during perturbation. Alternatively, setting `kind` to \"stats\" displays a probability-density heatmap summarizing the responses across all models." ] }, { "cell_type": "code", "execution_count": 11, "id": "4ec305cc-d385-4398-bc66-2e2a73fc71e6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.metabolite_sensitivity(\n", " out_dir=None,\n", " kind='stats',\n", " metabolites=['PYR'],\n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "2a332400-848c-4c24-9c06-c21b72014c02", "metadata": {}, "source": [ "The `metabolite_distribution` method visualizes the distribution of possible pyruvate concentrations throughout the perturbation process." ] }, { "cell_type": "code", "execution_count": 12, "id": "c630d0b5-8d00-498c-8e98-0c3322c64306", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.metabolite_distribution(\n", " out_dir=None,\n", " metabolites=['PYR'],\n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "648e6e55-8222-47b9-9c66-1b0ccb5160b0", "metadata": {}, "source": [ "In addition to metabolite concentrations, steady-state metabolic fluxes after perturbation can also be analyzed. The following example demonstrates how `flux_sensitivity` visualizes changes in pyruvate kinase flux relative to its reference-state value under perturbation." ] }, { "cell_type": "code", "execution_count": 13, "id": "bd68ba20-7d6e-4954-b879-37b099f85059", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.flux_sensitivity(\n", " out_dir=None,\n", " kind='sample',\n", " reactions=['PYK'],\n", " show_fig=True\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "e9c46c79-0daa-4d58-918e-5bfa0f777abc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.flux_sensitivity(\n", " out_dir=None,\n", " kind='stats',\n", " reactions=['PYK'],\n", " show_fig=True\n", ")" ] }, { "cell_type": "markdown", "id": "9b115420-9a82-41d9-88b0-dfbf72f27a80", "metadata": {}, "source": [ "Similarly, the distribution of absolute flux values carried by the reaction during perturbation can be visualized as:" ] }, { "cell_type": "code", "execution_count": 15, "id": "c896f3cb-4fa3-4a1c-98b6-626e77c71578", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rob_res.flux_distribution(\n", " out_dir=None,\n", " reactions=['PYK'],\n", " show_fig=True\n", ")" ] } ], "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 }