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Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions

In order to systematically understand the qualitative and quantitative behaviour of chemical reaction networks, scientists must derive and analyse associated mathematical models. However, biochemical systems are often very large, with reactions occurring at multiple time scales, as evidenced by sign...

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Detalles Bibliográficos
Autores principales: Leier, Andre, Barrio, Manuel, Marquez-Lago, Tatiana T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4006250/
https://www.ncbi.nlm.nih.gov/pubmed/24694895
http://dx.doi.org/10.1098/rsif.2014.0108
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author Leier, Andre
Barrio, Manuel
Marquez-Lago, Tatiana T.
author_facet Leier, Andre
Barrio, Manuel
Marquez-Lago, Tatiana T.
author_sort Leier, Andre
collection PubMed
description In order to systematically understand the qualitative and quantitative behaviour of chemical reaction networks, scientists must derive and analyse associated mathematical models. However, biochemical systems are often very large, with reactions occurring at multiple time scales, as evidenced by signalling pathways and gene expression kinetics. Owing to the associated computational costs, it is then many times impractical, if not impossible, to solve or simulate these systems with an appropriate level of detail. By consequence, there is a growing interest in developing techniques for the simplification or reduction of complex biochemical systems. Here, we extend our recently presented methodology on exact reduction of linear chains of reactions with delay distributions in two ways. First, we report that it is now possible to deal with fully bi-directional monomolecular systems, including degradations, synthesis and generalized bypass reactions. Second, we provide all derivations of associated delays in analytical, closed form. Both advances have a major impact on further reducing computational costs, while still retaining full accuracy. Thus, we expect our new methodology to respond to current simulation needs in pharmaceutical, chemical and biological research.
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spelling pubmed-40062502014-06-06 Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions Leier, Andre Barrio, Manuel Marquez-Lago, Tatiana T. J R Soc Interface Research Articles In order to systematically understand the qualitative and quantitative behaviour of chemical reaction networks, scientists must derive and analyse associated mathematical models. However, biochemical systems are often very large, with reactions occurring at multiple time scales, as evidenced by signalling pathways and gene expression kinetics. Owing to the associated computational costs, it is then many times impractical, if not impossible, to solve or simulate these systems with an appropriate level of detail. By consequence, there is a growing interest in developing techniques for the simplification or reduction of complex biochemical systems. Here, we extend our recently presented methodology on exact reduction of linear chains of reactions with delay distributions in two ways. First, we report that it is now possible to deal with fully bi-directional monomolecular systems, including degradations, synthesis and generalized bypass reactions. Second, we provide all derivations of associated delays in analytical, closed form. Both advances have a major impact on further reducing computational costs, while still retaining full accuracy. Thus, we expect our new methodology to respond to current simulation needs in pharmaceutical, chemical and biological research. The Royal Society 2014-06-06 /pmc/articles/PMC4006250/ /pubmed/24694895 http://dx.doi.org/10.1098/rsif.2014.0108 Text en http://creativecommons.org/licenses/by/3.0/ © 2014 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/3.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Research Articles
Leier, Andre
Barrio, Manuel
Marquez-Lago, Tatiana T.
Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title_full Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title_fullStr Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title_full_unstemmed Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title_short Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
title_sort exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4006250/
https://www.ncbi.nlm.nih.gov/pubmed/24694895
http://dx.doi.org/10.1098/rsif.2014.0108
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