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: Michaël Bekaert, Gavin C Conant
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Publicado: Public Library of Science (PLoS) 2014
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Acceso en línea:https://doaj.org/article/49132ffd5e8c4809a6e5b79ff3f3b81b
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spelling oai:doaj.org-article:49132ffd5e8c4809a6e5b79ff3f3b81b2021-11-18T08:35:19ZGene duplication and phenotypic changes in the evolution of mammalian metabolic networks.1932-620310.1371/journal.pone.0087115https://doaj.org/article/49132ffd5e8c4809a6e5b79ff3f3b81b2014-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24489850/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203Metabolic 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.Michaël BekaertGavin C ConantPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 9, Iss 1, p e87115 (2014)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Michaël Bekaert
Gavin C Conant
Gene duplication and phenotypic changes in the evolution of mammalian metabolic networks.
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.
format article
author Michaël Bekaert
Gavin C Conant
author_facet Michaël Bekaert
Gavin C Conant
author_sort Michaël Bekaert
title 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_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_sort gene duplication and phenotypic changes in the evolution of mammalian metabolic networks.
publisher Public Library of Science (PLoS)
publishDate 2014
url https://doaj.org/article/49132ffd5e8c4809a6e5b79ff3f3b81b
work_keys_str_mv AT michaelbekaert geneduplicationandphenotypicchangesintheevolutionofmammalianmetabolicnetworks
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