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The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility
The topology of metabolic networks is recognisably modular with modules weakly connected apart from sharing a pool of currency metabolites. Here, we defined modules as sets of reversible reactions isolated from the rest of metabolism by irreversible reactions except for the exchange of currency meta...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269948/ https://www.ncbi.nlm.nih.gov/pubmed/35759507 http://dx.doi.org/10.1371/journal.pcbi.1010203 |
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author | Martínez, Verónica S. Saa, Pedro A. Jooste, Jason Tiwari, Kanupriya Quek, Lake-Ee Nielsen, Lars K. |
author_facet | Martínez, Verónica S. Saa, Pedro A. Jooste, Jason Tiwari, Kanupriya Quek, Lake-Ee Nielsen, Lars K. |
author_sort | Martínez, Verónica S. |
collection | PubMed |
description | The topology of metabolic networks is recognisably modular with modules weakly connected apart from sharing a pool of currency metabolites. Here, we defined modules as sets of reversible reactions isolated from the rest of metabolism by irreversible reactions except for the exchange of currency metabolites. Our approach identifies topologically independent modules under specific conditions associated with different metabolic functions. As case studies, the E.coli iJO1366 and Human Recon 2.2 genome-scale metabolic models were split in 103 and 321 modules respectively, displaying significant correlation patterns in expression data. Finally, we addressed a fundamental question about the metabolic flexibility conferred by reversible reactions: “Of all Directed Topologies (DTs) defined by fixing directions to all reversible reactions, how many are capable of carrying flux through all reactions?”. Enumeration of the DTs for iJO1366 model was performed using an efficient depth-first search algorithm, rejecting infeasible DTs based on mass-imbalanced and loopy flux patterns. We found the direction of 79% of reversible reactions must be defined before all directions in the network can be fixed, granting a high degree of flexibility. |
format | Online Article Text |
id | pubmed-9269948 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-92699482022-07-09 The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility Martínez, Verónica S. Saa, Pedro A. Jooste, Jason Tiwari, Kanupriya Quek, Lake-Ee Nielsen, Lars K. PLoS Comput Biol Research Article The topology of metabolic networks is recognisably modular with modules weakly connected apart from sharing a pool of currency metabolites. Here, we defined modules as sets of reversible reactions isolated from the rest of metabolism by irreversible reactions except for the exchange of currency metabolites. Our approach identifies topologically independent modules under specific conditions associated with different metabolic functions. As case studies, the E.coli iJO1366 and Human Recon 2.2 genome-scale metabolic models were split in 103 and 321 modules respectively, displaying significant correlation patterns in expression data. Finally, we addressed a fundamental question about the metabolic flexibility conferred by reversible reactions: “Of all Directed Topologies (DTs) defined by fixing directions to all reversible reactions, how many are capable of carrying flux through all reactions?”. Enumeration of the DTs for iJO1366 model was performed using an efficient depth-first search algorithm, rejecting infeasible DTs based on mass-imbalanced and loopy flux patterns. We found the direction of 79% of reversible reactions must be defined before all directions in the network can be fixed, granting a high degree of flexibility. Public Library of Science 2022-06-27 /pmc/articles/PMC9269948/ /pubmed/35759507 http://dx.doi.org/10.1371/journal.pcbi.1010203 Text en © 2022 Martínez et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Martínez, Verónica S. Saa, Pedro A. Jooste, Jason Tiwari, Kanupriya Quek, Lake-Ee Nielsen, Lars K. The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title | The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title_full | The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title_fullStr | The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title_full_unstemmed | The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title_short | The topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
title_sort | topology of genome-scale metabolic reconstructions unravels independent modules and high network flexibility |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269948/ https://www.ncbi.nlm.nih.gov/pubmed/35759507 http://dx.doi.org/10.1371/journal.pcbi.1010203 |
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