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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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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. |
format | Online Article Text |
id | pubmed-3904969 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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