Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Martínez, Verónica S., Saa, Pedro A., Jooste, Jason, Tiwari, Kanupriya, Quek, Lake-Ee, Nielsen, Lars K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
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
_version_ 1784744346597195776
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
work_keys_str_mv AT martinezveronicas thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT saapedroa thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT joostejason thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT tiwarikanupriya thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT queklakeee thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT nielsenlarsk thetopologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT martinezveronicas topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT saapedroa topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT joostejason topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT tiwarikanupriya topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT queklakeee topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility
AT nielsenlarsk topologyofgenomescalemetabolicreconstructionsunravelsindependentmodulesandhighnetworkflexibility