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An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models

Constraint-based models are currently the only methodology that allows the study of metabolism at the whole-genome scale. Flux balance analysis is commonly used to analyse constraint-based models. Curiously, the results of this analysis vary with the software being run, a situation that we show can...

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Autores principales: Chindelevitch, Leonid, Trigg, Jason, Regev, Aviv, Berger, Bonnie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Pub. Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4205847/
https://www.ncbi.nlm.nih.gov/pubmed/25291352
http://dx.doi.org/10.1038/ncomms5893
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author Chindelevitch, Leonid
Trigg, Jason
Regev, Aviv
Berger, Bonnie
author_facet Chindelevitch, Leonid
Trigg, Jason
Regev, Aviv
Berger, Bonnie
author_sort Chindelevitch, Leonid
collection PubMed
description Constraint-based models are currently the only methodology that allows the study of metabolism at the whole-genome scale. Flux balance analysis is commonly used to analyse constraint-based models. Curiously, the results of this analysis vary with the software being run, a situation that we show can be remedied by using exact rather than floating-point arithmetic. Here we introduce MONGOOSE, a toolbox for analysing the structure of constraint-based metabolic models in exact arithmetic. We apply MONGOOSE to the analysis of 98 existing metabolic network models and find that the biomass reaction is surprisingly blocked (unable to sustain non-zero flux) in nearly half of them. We propose a principled approach for unblocking these reactions and extend it to the problems of identifying essential and synthetic lethal reactions and minimal media. Our structural insights enable a systematic study of constraint-based metabolic models, yielding a deeper understanding of their possibilities and limitations.
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spelling pubmed-42058472014-10-27 An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models Chindelevitch, Leonid Trigg, Jason Regev, Aviv Berger, Bonnie Nat Commun Article Constraint-based models are currently the only methodology that allows the study of metabolism at the whole-genome scale. Flux balance analysis is commonly used to analyse constraint-based models. Curiously, the results of this analysis vary with the software being run, a situation that we show can be remedied by using exact rather than floating-point arithmetic. Here we introduce MONGOOSE, a toolbox for analysing the structure of constraint-based metabolic models in exact arithmetic. We apply MONGOOSE to the analysis of 98 existing metabolic network models and find that the biomass reaction is surprisingly blocked (unable to sustain non-zero flux) in nearly half of them. We propose a principled approach for unblocking these reactions and extend it to the problems of identifying essential and synthetic lethal reactions and minimal media. Our structural insights enable a systematic study of constraint-based metabolic models, yielding a deeper understanding of their possibilities and limitations. Nature Pub. Group 2014-10-07 /pmc/articles/PMC4205847/ /pubmed/25291352 http://dx.doi.org/10.1038/ncomms5893 Text en Copyright © 2014, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by-nc-sa/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/
spellingShingle Article
Chindelevitch, Leonid
Trigg, Jason
Regev, Aviv
Berger, Bonnie
An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title_full An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title_fullStr An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title_full_unstemmed An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title_short An exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
title_sort exact arithmetic toolbox for a consistent and reproducible structural analysis of metabolic network models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4205847/
https://www.ncbi.nlm.nih.gov/pubmed/25291352
http://dx.doi.org/10.1038/ncomms5893
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