Genomic regions associated with principal components for growth, visual score and reproductive traits in Nellore cattle
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , , , , |
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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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 |
|
_version_ |
1808129568696958976 |