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Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks

Metabolic networks attempt to describe the complete suite of biochemical reactions available to an organism. One notable feature of these networks in mammals is the large number of distinct proteins that catalyze the same reaction. While the existence of these isoenzymes has long been known, their e...

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Autores principales: Bekaert, Michaël, Conant, Gavin C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3904969/
https://www.ncbi.nlm.nih.gov/pubmed/24489850
http://dx.doi.org/10.1371/journal.pone.0087115
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author Bekaert, Michaël
Conant, Gavin C.
author_facet Bekaert, Michaël
Conant, Gavin C.
author_sort Bekaert, Michaël
collection PubMed
description Metabolic networks attempt to describe the complete suite of biochemical reactions available to an organism. One notable feature of these networks in mammals is the large number of distinct proteins that catalyze the same reaction. While the existence of these isoenzymes has long been known, their evolutionary significance is still unclear. Using a phylogenetically-aware comparative genomics approach, we infer enzyme orthology networks for sixteen mammals as well as for their common ancestors. We find that the pattern of isoenzymes copy-number alterations (CNAs) in these networks is suggestive of natural selection acting on the retention of certain gene duplications. When further analyzing these data with a machine-learning approach, we found that that the pattern of CNAs is also predictive of several important phenotypic traits, including milk composition and geographic range. Integrating tools from network analyses, phylogenetics and comparative genomics both allows the prediction of phenotypes from genetic data and represents a means of unifying distinct biological disciplines.
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spelling pubmed-39049692014-01-31 Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks Bekaert, Michaël Conant, Gavin C. PLoS One Research Article Metabolic networks attempt to describe the complete suite of biochemical reactions available to an organism. One notable feature of these networks in mammals is the large number of distinct proteins that catalyze the same reaction. While the existence of these isoenzymes has long been known, their evolutionary significance is still unclear. Using a phylogenetically-aware comparative genomics approach, we infer enzyme orthology networks for sixteen mammals as well as for their common ancestors. We find that the pattern of isoenzymes copy-number alterations (CNAs) in these networks is suggestive of natural selection acting on the retention of certain gene duplications. When further analyzing these data with a machine-learning approach, we found that that the pattern of CNAs is also predictive of several important phenotypic traits, including milk composition and geographic range. Integrating tools from network analyses, phylogenetics and comparative genomics both allows the prediction of phenotypes from genetic data and represents a means of unifying distinct biological disciplines. Public Library of Science 2014-01-28 /pmc/articles/PMC3904969/ /pubmed/24489850 http://dx.doi.org/10.1371/journal.pone.0087115 Text en © 2014 Bekaert, Conant http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Bekaert, Michaël
Conant, Gavin C.
Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title_full Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title_fullStr Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title_full_unstemmed Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title_short Gene Duplication and Phenotypic Changes in the Evolution of Mammalian Metabolic Networks
title_sort gene duplication and phenotypic changes in the evolution of mammalian metabolic networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3904969/
https://www.ncbi.nlm.nih.gov/pubmed/24489850
http://dx.doi.org/10.1371/journal.pone.0087115
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