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Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks
BACKGROUND: A universal feature of metabolic networks is their hourglass or bow-tie structure on cellular level. This architecture reflects the conversion of multiple input nutrients into multiple biomass components via a small set of precursor metabolites. However, it is yet unclear to what extent...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4657269/ https://www.ncbi.nlm.nih.gov/pubmed/26597226 http://dx.doi.org/10.1186/s12918-015-0232-5 |
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author | Abedpour, Nima Kollmann, Markus |
author_facet | Abedpour, Nima Kollmann, Markus |
author_sort | Abedpour, Nima |
collection | PubMed |
description | BACKGROUND: A universal feature of metabolic networks is their hourglass or bow-tie structure on cellular level. This architecture reflects the conversion of multiple input nutrients into multiple biomass components via a small set of precursor metabolites. However, it is yet unclear to what extent this structural feature is the result of natural selection. RESULTS: We extend flux balance analysis to account for limited cellular resources. Using this model, optimal structure of metabolic networks can be calculated for different environmental conditions. We observe a significant structural reshaping of metabolic networks for a toy-network and E. coli core metabolism if we increase the share of invested resources for switching between different nutrient conditions. Here, hub nodes emerge and the optimal network structure becomes bow-tie-like as a consequence of limited cellular resource constraint. We confirm this theoretical finding by comparing the reconstructed metabolic networks of bacterial species with respect to their lifestyle. CONCLUSIONS: We show that bow-tie structure can give a system-level fitness advantage to organisms that live in highly competitive and fluctuating environments. Here, limitation of cellular resources can lead to an efficiency-flexibility tradeoff where it pays off for the organism to shorten catabolic pathways if they are frequently activated and deactivated. As a consequence, generalists that shuttle between diverse environmental conditions should have a more predominant bow-tie structure than specialists that visit just a few isomorphic habitats during their life cycle. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-015-0232-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4657269 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-46572692015-11-25 Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks Abedpour, Nima Kollmann, Markus BMC Syst Biol Research Article BACKGROUND: A universal feature of metabolic networks is their hourglass or bow-tie structure on cellular level. This architecture reflects the conversion of multiple input nutrients into multiple biomass components via a small set of precursor metabolites. However, it is yet unclear to what extent this structural feature is the result of natural selection. RESULTS: We extend flux balance analysis to account for limited cellular resources. Using this model, optimal structure of metabolic networks can be calculated for different environmental conditions. We observe a significant structural reshaping of metabolic networks for a toy-network and E. coli core metabolism if we increase the share of invested resources for switching between different nutrient conditions. Here, hub nodes emerge and the optimal network structure becomes bow-tie-like as a consequence of limited cellular resource constraint. We confirm this theoretical finding by comparing the reconstructed metabolic networks of bacterial species with respect to their lifestyle. CONCLUSIONS: We show that bow-tie structure can give a system-level fitness advantage to organisms that live in highly competitive and fluctuating environments. Here, limitation of cellular resources can lead to an efficiency-flexibility tradeoff where it pays off for the organism to shorten catabolic pathways if they are frequently activated and deactivated. As a consequence, generalists that shuttle between diverse environmental conditions should have a more predominant bow-tie structure than specialists that visit just a few isomorphic habitats during their life cycle. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12918-015-0232-5) contains supplementary material, which is available to authorized users. BioMed Central 2015-11-23 /pmc/articles/PMC4657269/ /pubmed/26597226 http://dx.doi.org/10.1186/s12918-015-0232-5 Text en © Abedpour and Kollmann. 2015 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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 Abedpour, Nima Kollmann, Markus Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title | Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title_full | Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title_fullStr | Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title_full_unstemmed | Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title_short | Resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
title_sort | resource constrained flux balance analysis predicts selective pressure on the global structure of metabolic networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4657269/ https://www.ncbi.nlm.nih.gov/pubmed/26597226 http://dx.doi.org/10.1186/s12918-015-0232-5 |
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