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Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks

Flux balance analysis (FBA) is a key method for the constraint-based analysis of metabolic networks. A technical problem may occur in FBA when known (e.g., measured) fluxes of certain reactions are integrated into an FBA scenario rendering the underlying linear program (LP) infeasible, for example,...

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Autores principales: Klamt, Steffen, von Kamp, Axel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9317134/
https://www.ncbi.nlm.nih.gov/pubmed/35888712
http://dx.doi.org/10.3390/metabo12070585
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author Klamt, Steffen
von Kamp, Axel
author_facet Klamt, Steffen
von Kamp, Axel
author_sort Klamt, Steffen
collection PubMed
description Flux balance analysis (FBA) is a key method for the constraint-based analysis of metabolic networks. A technical problem may occur in FBA when known (e.g., measured) fluxes of certain reactions are integrated into an FBA scenario rendering the underlying linear program (LP) infeasible, for example, due to inconsistencies between some of the measured fluxes causing a violation of the steady-state or other constraints. Here, we present and compare two methods, one based on an LP and one on a quadratic program (QP), to find minimal corrections for the given flux values so that the FBA problem becomes feasible. We provide a general guide on how to treat infeasible FBA systems in practice and discuss relevant examples of potentially infeasible scenarios in core and genome-scale metabolic models. Finally, we also highlight and clarify the relationships to classical metabolic flux analysis, where solely algebraic approaches are used to compute unknown metabolic rates from measured fluxes and to balance infeasible flux scenarios.
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spelling pubmed-93171342022-07-27 Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks Klamt, Steffen von Kamp, Axel Metabolites Article Flux balance analysis (FBA) is a key method for the constraint-based analysis of metabolic networks. A technical problem may occur in FBA when known (e.g., measured) fluxes of certain reactions are integrated into an FBA scenario rendering the underlying linear program (LP) infeasible, for example, due to inconsistencies between some of the measured fluxes causing a violation of the steady-state or other constraints. Here, we present and compare two methods, one based on an LP and one on a quadratic program (QP), to find minimal corrections for the given flux values so that the FBA problem becomes feasible. We provide a general guide on how to treat infeasible FBA systems in practice and discuss relevant examples of potentially infeasible scenarios in core and genome-scale metabolic models. Finally, we also highlight and clarify the relationships to classical metabolic flux analysis, where solely algebraic approaches are used to compute unknown metabolic rates from measured fluxes and to balance infeasible flux scenarios. MDPI 2022-06-23 /pmc/articles/PMC9317134/ /pubmed/35888712 http://dx.doi.org/10.3390/metabo12070585 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Klamt, Steffen
von Kamp, Axel
Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title_full Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title_fullStr Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title_full_unstemmed Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title_short Analyzing and Resolving Infeasibility in Flux Balance Analysis of Metabolic Networks
title_sort analyzing and resolving infeasibility in flux balance analysis of metabolic networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9317134/
https://www.ncbi.nlm.nih.gov/pubmed/35888712
http://dx.doi.org/10.3390/metabo12070585
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