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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2014
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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. |
format | Online Article Text |
id | pubmed-4236760 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT cardelliluca morphismsofreactionnetworksthatcouplestructuretofunction |