Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle

Detalhes bibliográficos
Autor(a) principal: Vargas, Giovana [UNESP]
Data de Publicação: 2020
Outros Autores: Schenkel, Flavio Schramm, Brito, Luiz Fernando, Neves, Haroldo Henrique de Rezende, Munari, Danisio Prado [UNESP], de. Albuquerque, Lucia Galvão [UNESP], Carvalheiro, Roberto [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.livsci.2020.103936
http://hdl.handle.net/11449/201519
Resumo: The search for candidate genes underlying the expression of principal components (PCs) for different traits is a useful tool that allows exploring biological mechanisms associated with the traits of interest. The aim of this study was to identify genomic regions associated with PCs for growth, visual score and reproductive traits in Nellore cattle by performing a genome-wide association study (GWAS). Phenotypic and pedigree data from 355,524 animals and genotypes from 3,519 animals, were used in this investigation. The estimated breeding values (EBV) were obtained from a multi-trait analysis using a mixed linear animal model. The eigen-decomposition of the additive genetic (co)variance matrix among traits was used to calculate the EBVs for the main PCs. The SNP effects were estimated using the weighted single-step GBLUP and the BayesC method. The top-10 ranking windows that explained the highest proportion of variance were identified for further functional analyses. The most important genomic regions were identified on BTA7 and BTA24 for PC1, BTA8 for PC2, and BTA3 and BTA10 for PC3. The functional analyses contributed to unravel biological interpretation of PCs by identifying genes potentially associated with growth, carcass traits, conformation, and fatty acid composition traits. These findings are of relevance to the biological understanding of the PCs and their related biotypes in Nellore cattle, potentially allowing for genetic selection for more specific breeding goals.
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spelling Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattleBayesCCandidate genesEigen-decompositionwssGBLUPThe search for candidate genes underlying the expression of principal components (PCs) for different traits is a useful tool that allows exploring biological mechanisms associated with the traits of interest. The aim of this study was to identify genomic regions associated with PCs for growth, visual score and reproductive traits in Nellore cattle by performing a genome-wide association study (GWAS). Phenotypic and pedigree data from 355,524 animals and genotypes from 3,519 animals, were used in this investigation. The estimated breeding values (EBV) were obtained from a multi-trait analysis using a mixed linear animal model. The eigen-decomposition of the additive genetic (co)variance matrix among traits was used to calculate the EBVs for the main PCs. The SNP effects were estimated using the weighted single-step GBLUP and the BayesC method. The top-10 ranking windows that explained the highest proportion of variance were identified for further functional analyses. The most important genomic regions were identified on BTA7 and BTA24 for PC1, BTA8 for PC2, and BTA3 and BTA10 for PC3. The functional analyses contributed to unravel biological interpretation of PCs by identifying genes potentially associated with growth, carcass traits, conformation, and fatty acid composition traits. These findings are of relevance to the biological understanding of the PCs and their related biotypes in Nellore cattle, potentially allowing for genetic selection for more specific breeding goals.Universidade Estadual PaulistaFundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Department of Animal Science School of Agricultural and Veterinary Sciences São Paulo State University (UNESP), Via de Acesso Prof. Paulo Donato CastellaneCentre for Genetic Improvement of Livestock Department of Animal Biosciences University of Guelph, 50 Stone Road EastDepartment of Animal Sciences Purdue University, 610 Purdue MallGenSys Associated ConsultantsNational Council for Science and Technological DevelopmentDepartment of Exact Sciences School of Agricultural and Veterinary Sciences São Paulo State University (UNESP), Via de Acesso Prof. Paulo Donato CastellaneDepartment of Animal Science School of Agricultural and Veterinary Sciences São Paulo State University (UNESP), Via de Acesso Prof. Paulo Donato CastellaneDepartment of Exact Sciences School of Agricultural and Veterinary Sciences São Paulo State University (UNESP), Via de Acesso Prof. Paulo Donato CastellaneFAPESP: #2009/16118-5FAPESP: #2015/25449-6FAPESP: #2017/03331-9Universidade Estadual Paulista (Unesp)University of GuelphPurdue UniversityGenSys Associated ConsultantsNational Council for Science and Technological DevelopmentVargas, Giovana [UNESP]Schenkel, Flavio SchrammBrito, Luiz FernandoNeves, Haroldo Henrique de RezendeMunari, Danisio Prado [UNESP]de. Albuquerque, Lucia Galvão [UNESP]Carvalheiro, Roberto [UNESP]2020-12-12T02:34:42Z2020-12-12T02:34:42Z2020-03-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.livsci.2020.103936Livestock Science, v. 233.1871-1413http://hdl.handle.net/11449/20151910.1016/j.livsci.2020.1039362-s2.0-85078918751Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengLivestock Scienceinfo:eu-repo/semantics/openAccess2024-06-07T18:45:08Zoai:repositorio.unesp.br:11449/201519Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T23:58:38.002679Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
title Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
spellingShingle Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
Vargas, Giovana [UNESP]
BayesC
Candidate genes
Eigen-decomposition
wssGBLUP
title_short Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
title_full Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
title_fullStr Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
title_full_unstemmed Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
title_sort Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
author Vargas, Giovana [UNESP]
author_facet Vargas, Giovana [UNESP]
Schenkel, Flavio Schramm
Brito, Luiz Fernando
Neves, Haroldo Henrique de Rezende
Munari, Danisio Prado [UNESP]
de. Albuquerque, Lucia Galvão [UNESP]
Carvalheiro, Roberto [UNESP]
author_role author
author2 Schenkel, Flavio Schramm
Brito, Luiz Fernando
Neves, Haroldo Henrique de Rezende
Munari, Danisio Prado [UNESP]
de. Albuquerque, Lucia Galvão [UNESP]
Carvalheiro, Roberto [UNESP]
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (Unesp)
University of Guelph
Purdue University
GenSys Associated Consultants
National Council for Science and Technological Development
dc.contributor.author.fl_str_mv Vargas, Giovana [UNESP]
Schenkel, Flavio Schramm
Brito, Luiz Fernando
Neves, Haroldo Henrique de Rezende
Munari, Danisio Prado [UNESP]
de. Albuquerque, Lucia Galvão [UNESP]
Carvalheiro, Roberto [UNESP]
dc.subject.por.fl_str_mv BayesC
Candidate genes
Eigen-decomposition
wssGBLUP
topic BayesC
Candidate genes
Eigen-decomposition
wssGBLUP
description The search for candidate genes underlying the expression of principal components (PCs) for different traits is a useful tool that allows exploring biological mechanisms associated with the traits of interest. The aim of this study was to identify genomic regions associated with PCs for growth, visual score and reproductive traits in Nellore cattle by performing a genome-wide association study (GWAS). Phenotypic and pedigree data from 355,524 animals and genotypes from 3,519 animals, were used in this investigation. The estimated breeding values (EBV) were obtained from a multi-trait analysis using a mixed linear animal model. The eigen-decomposition of the additive genetic (co)variance matrix among traits was used to calculate the EBVs for the main PCs. The SNP effects were estimated using the weighted single-step GBLUP and the BayesC method. The top-10 ranking windows that explained the highest proportion of variance were identified for further functional analyses. The most important genomic regions were identified on BTA7 and BTA24 for PC1, BTA8 for PC2, and BTA3 and BTA10 for PC3. The functional analyses contributed to unravel biological interpretation of PCs by identifying genes potentially associated with growth, carcass traits, conformation, and fatty acid composition traits. These findings are of relevance to the biological understanding of the PCs and their related biotypes in Nellore cattle, potentially allowing for genetic selection for more specific breeding goals.
publishDate 2020
dc.date.none.fl_str_mv 2020-12-12T02:34:42Z
2020-12-12T02:34:42Z
2020-03-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.livsci.2020.103936
Livestock Science, v. 233.
1871-1413
http://hdl.handle.net/11449/201519
10.1016/j.livsci.2020.103936
2-s2.0-85078918751
url http://dx.doi.org/10.1016/j.livsci.2020.103936
http://hdl.handle.net/11449/201519
identifier_str_mv Livestock Science, v. 233.
1871-1413
10.1016/j.livsci.2020.103936
2-s2.0-85078918751
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Livestock Science
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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