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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2014
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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. |
format | Online Article Text |
id | pubmed-4006250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
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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