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Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module

In this paper, we propose to use a linear system with switching methodology for description and analysis of complex biological systems. We show advantages of the proposed approach over the one usually used, which is based on ODE. We propose the detailed methodology of a full analysis of developed mo...

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Detalles Bibliográficos
Autores principales: Ochab, Magdalena, Puszynski, Krzysztof
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7743982/
https://www.ncbi.nlm.nih.gov/pubmed/33326446
http://dx.doi.org/10.1371/journal.pone.0243823
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author Ochab, Magdalena
Puszynski, Krzysztof
author_facet Ochab, Magdalena
Puszynski, Krzysztof
author_sort Ochab, Magdalena
collection PubMed
description In this paper, we propose to use a linear system with switching methodology for description and analysis of complex biological systems. We show advantages of the proposed approach over the one usually used, which is based on ODE. We propose the detailed methodology of a full analysis of developed models, including analytical determination of the location and type of equilibrium points, finding an analytical solution, stability and bifurcation analysis. We illustrate the above with the example of the well-known p53 signalling pathway comparing the results with the results of a nonlinear, ODE-based version of the proposed model. The complex methodology proposed by us, especially due to the definition of model structure, which is easy to understand for biologists and medics, may be a bridge for closer cooperation between them and engineers in the future.
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spelling pubmed-77439822020-12-31 Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module Ochab, Magdalena Puszynski, Krzysztof PLoS One Research Article In this paper, we propose to use a linear system with switching methodology for description and analysis of complex biological systems. We show advantages of the proposed approach over the one usually used, which is based on ODE. We propose the detailed methodology of a full analysis of developed models, including analytical determination of the location and type of equilibrium points, finding an analytical solution, stability and bifurcation analysis. We illustrate the above with the example of the well-known p53 signalling pathway comparing the results with the results of a nonlinear, ODE-based version of the proposed model. The complex methodology proposed by us, especially due to the definition of model structure, which is easy to understand for biologists and medics, may be a bridge for closer cooperation between them and engineers in the future. Public Library of Science 2020-12-16 /pmc/articles/PMC7743982/ /pubmed/33326446 http://dx.doi.org/10.1371/journal.pone.0243823 Text en © 2020 Ochab, Puszynski http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ochab, Magdalena
Puszynski, Krzysztof
Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title_full Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title_fullStr Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title_full_unstemmed Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title_short Piece-wise linear models of biological systems—Application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
title_sort piece-wise linear models of biological systems—application, analysis, and comparison with nonlinear models using the example of the p53 regulatory module
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7743982/
https://www.ncbi.nlm.nih.gov/pubmed/33326446
http://dx.doi.org/10.1371/journal.pone.0243823
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