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A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws
BACKGROUND: Theoretical analysis of signaling pathways can provide a substantial amount of insight into their function. One particular area of research considers signaling pathways capable of assuming two or more stable states given the same amount of signaling ligand. This phenomenon of bistability...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8725470/ https://www.ncbi.nlm.nih.gov/pubmed/34983366 http://dx.doi.org/10.1186/s12859-021-04477-x |
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author | Reyes, Brandon C Otero-Muras, Irene Petyuk, Vladislav A |
author_facet | Reyes, Brandon C Otero-Muras, Irene Petyuk, Vladislav A |
author_sort | Reyes, Brandon C |
collection | PubMed |
description | BACKGROUND: Theoretical analysis of signaling pathways can provide a substantial amount of insight into their function. One particular area of research considers signaling pathways capable of assuming two or more stable states given the same amount of signaling ligand. This phenomenon of bistability can give rise to switch-like behavior, a mechanism that governs cellular decision making. Investigation of whether or not a signaling pathway can confer bistability and switch-like behavior, without knowledge of specific kinetic rate constant values, is a mathematically challenging problem. Recently a technique based on optimization has been introduced, which is capable of finding example parameter values that confer switch-like behavior for a given pathway. Although this approach has made it possible to analyze moderately sized pathways, it is limited to reaction networks that presume a uniterminal structure. It is this limited structure we address by developing a general technique that applies to any mass action reaction network with conservation laws. RESULTS: In this paper we developed a generalized method for detecting switch-like bistable behavior in any mass action reaction network with conservation laws. The method involves (1) construction of a constrained optimization problem using the determinant of the Jacobian of the underlying rate equations, (2) minimization of the objective function to search for conditions resulting in a zero eigenvalue, (3) computation of a confidence level that describes if the global minimum has been found and (4) evaluation of optimization values, using either numerical continuation or directly simulating the ODE system, to verify that a bistability region exists. The generalized method has been tested on three motifs known to be capable of bistability. CONCLUSIONS: We have developed a variation of an optimization-based method for the discovery of bistability, which is not limited to uniterminal chemical reaction networks. Successful completion of the method provides an S-shaped bifurcation diagram, which indicates that the network acts as a bistable switch for the given optimization parameters. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04477-x. |
format | Online Article Text |
id | pubmed-8725470 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-87254702022-01-06 A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws Reyes, Brandon C Otero-Muras, Irene Petyuk, Vladislav A BMC Bioinformatics Research BACKGROUND: Theoretical analysis of signaling pathways can provide a substantial amount of insight into their function. One particular area of research considers signaling pathways capable of assuming two or more stable states given the same amount of signaling ligand. This phenomenon of bistability can give rise to switch-like behavior, a mechanism that governs cellular decision making. Investigation of whether or not a signaling pathway can confer bistability and switch-like behavior, without knowledge of specific kinetic rate constant values, is a mathematically challenging problem. Recently a technique based on optimization has been introduced, which is capable of finding example parameter values that confer switch-like behavior for a given pathway. Although this approach has made it possible to analyze moderately sized pathways, it is limited to reaction networks that presume a uniterminal structure. It is this limited structure we address by developing a general technique that applies to any mass action reaction network with conservation laws. RESULTS: In this paper we developed a generalized method for detecting switch-like bistable behavior in any mass action reaction network with conservation laws. The method involves (1) construction of a constrained optimization problem using the determinant of the Jacobian of the underlying rate equations, (2) minimization of the objective function to search for conditions resulting in a zero eigenvalue, (3) computation of a confidence level that describes if the global minimum has been found and (4) evaluation of optimization values, using either numerical continuation or directly simulating the ODE system, to verify that a bistability region exists. The generalized method has been tested on three motifs known to be capable of bistability. CONCLUSIONS: We have developed a variation of an optimization-based method for the discovery of bistability, which is not limited to uniterminal chemical reaction networks. Successful completion of the method provides an S-shaped bifurcation diagram, which indicates that the network acts as a bistable switch for the given optimization parameters. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04477-x. BioMed Central 2022-01-04 /pmc/articles/PMC8725470/ /pubmed/34983366 http://dx.doi.org/10.1186/s12859-021-04477-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Reyes, Brandon C Otero-Muras, Irene Petyuk, Vladislav A A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title | A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title_full | A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title_fullStr | A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title_full_unstemmed | A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title_short | A numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
title_sort | numerical approach for detecting switch-like bistability in mass action chemical reaction networks with conservation laws |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8725470/ https://www.ncbi.nlm.nih.gov/pubmed/34983366 http://dx.doi.org/10.1186/s12859-021-04477-x |
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