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Morphisms of reaction networks that couple structure to function

BACKGROUND: The mechanisms underlying complex biological systems are routinely represented as networks. Network kinetics is widely studied, and so is the connection between network structure and behavior. However, similarity of mechanism is better revealed by relationships between network structures...

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Detalles Bibliográficos
Autor principal: Cardelli, Luca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4236760/
https://www.ncbi.nlm.nih.gov/pubmed/25128194
http://dx.doi.org/10.1186/1752-0509-8-84
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author Cardelli, Luca
author_facet Cardelli, Luca
author_sort Cardelli, Luca
collection PubMed
description BACKGROUND: The mechanisms underlying complex biological systems are routinely represented as networks. Network kinetics is widely studied, and so is the connection between network structure and behavior. However, similarity of mechanism is better revealed by relationships between network structures. RESULTS: We define morphisms (mappings) between reaction networks that establish structural connections between them. Some morphisms imply kinetic similarity, and yet their properties can be checked statically on the structure of the networks. In particular we can determine statically that a complex network will emulate a simpler network: it will reproduce its kinetics for all corresponding choices of reaction rates and initial conditions. We use this property to relate the kinetics of many common biological networks of different sizes, also relating them to a fundamental population algorithm. CONCLUSIONS: Structural similarity between reaction networks can be revealed by network morphisms, elucidating mechanistic and functional aspects of complex networks in terms of simpler networks.
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spelling pubmed-42367602014-11-24 Morphisms of reaction networks that couple structure to function Cardelli, Luca BMC Syst Biol Research Article BACKGROUND: The mechanisms underlying complex biological systems are routinely represented as networks. Network kinetics is widely studied, and so is the connection between network structure and behavior. However, similarity of mechanism is better revealed by relationships between network structures. RESULTS: We define morphisms (mappings) between reaction networks that establish structural connections between them. Some morphisms imply kinetic similarity, and yet their properties can be checked statically on the structure of the networks. In particular we can determine statically that a complex network will emulate a simpler network: it will reproduce its kinetics for all corresponding choices of reaction rates and initial conditions. We use this property to relate the kinetics of many common biological networks of different sizes, also relating them to a fundamental population algorithm. CONCLUSIONS: Structural similarity between reaction networks can be revealed by network morphisms, elucidating mechanistic and functional aspects of complex networks in terms of simpler networks. BioMed Central 2014-08-15 /pmc/articles/PMC4236760/ /pubmed/25128194 http://dx.doi.org/10.1186/1752-0509-8-84 Text en Copyright © 2014 Cardelli; licensee BioMed Central Ltd. 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 work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Cardelli, Luca
Morphisms of reaction networks that couple structure to function
title Morphisms of reaction networks that couple structure to function
title_full Morphisms of reaction networks that couple structure to function
title_fullStr Morphisms of reaction networks that couple structure to function
title_full_unstemmed Morphisms of reaction networks that couple structure to function
title_short Morphisms of reaction networks that couple structure to function
title_sort morphisms of reaction networks that couple structure to function
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4236760/
https://www.ncbi.nlm.nih.gov/pubmed/25128194
http://dx.doi.org/10.1186/1752-0509-8-84
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