Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls

Detalhes bibliográficos
Autor(a) principal: Ferreira, Carlos E.R.
Data de Publicação: 2021
Outros Autores: Campos, Gabriel S., Schmidt, Patricia I. [UNESP], Sollero, Bruna P., Goularte, Karina L., Corcini, Carine D., Gasperin, Bernardo G., Lucia, Thomaz, Boligon, Arione A., Cardoso, Fernando F.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.theriogenology.2021.07.007
http://hdl.handle.net/11449/222001
Resumo: Scrotal circumference (SC) is widely used as a selection criterion for bulls in breeding programs, since it is easily assessed and correlated with several desirable reproductive traits. The objectives of this study were: to perform a genome-wide association study (GWAS) to identify genomic regions associated with SC adjusted for age (SCa) and for both age and weight (SCaw); to select Tag SNPs from GWAS to construct low-density panel for genomic prediction; and to compare the prediction accuracy of the SC through different methods for Braford and Hereford bulls from the same genetic breeding program. Data of SC from 18,172 bulls (30.4 ± 3.7 cm) and of genotypes from 131 sires and 3,545 animals were used. From GWAS, the top 1% of 1-Mb windows were observed on chromosome (BTA) 2, 20, 7, 8, 15, 3, 16, 27, 6 and 8 for SCa and on BTA 8, 15, 16, 21, 19, 2, 6, 5 and 10 for SCaw, representing 17.4% and 18.8% of the additive genetic variance of SCa and SCaw, respectively. The MeSH analysis was able to translate genomic information providing biological meanings of more specific gene functions related to the SCa and SCaw. The genomic enhancement methods, especially single step GBLUP, that combined phenotype and pedigree data with direct genomic values generated gains in accuracy in relation to pedigree BLUP, suggesting that genomic predictions should be applied to improve genetic gain and to narrow the generation interval compared to traditional methods. The proposed Tag-SNP panels may be useful for lower-cost commercial genomic prediction applications in the future, when the number of bulls in the reference population increases for SC in Hereford and Braford breeds.
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spelling Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bullsBeef cattleGWASLow-density panelPrediction accuracyReproductive performanceScrotal circumference (SC) is widely used as a selection criterion for bulls in breeding programs, since it is easily assessed and correlated with several desirable reproductive traits. The objectives of this study were: to perform a genome-wide association study (GWAS) to identify genomic regions associated with SC adjusted for age (SCa) and for both age and weight (SCaw); to select Tag SNPs from GWAS to construct low-density panel for genomic prediction; and to compare the prediction accuracy of the SC through different methods for Braford and Hereford bulls from the same genetic breeding program. Data of SC from 18,172 bulls (30.4 ± 3.7 cm) and of genotypes from 131 sires and 3,545 animals were used. From GWAS, the top 1% of 1-Mb windows were observed on chromosome (BTA) 2, 20, 7, 8, 15, 3, 16, 27, 6 and 8 for SCa and on BTA 8, 15, 16, 21, 19, 2, 6, 5 and 10 for SCaw, representing 17.4% and 18.8% of the additive genetic variance of SCa and SCaw, respectively. The MeSH analysis was able to translate genomic information providing biological meanings of more specific gene functions related to the SCa and SCaw. The genomic enhancement methods, especially single step GBLUP, that combined phenotype and pedigree data with direct genomic values generated gains in accuracy in relation to pedigree BLUP, suggesting that genomic predictions should be applied to improve genetic gain and to narrow the generation interval compared to traditional methods. The proposed Tag-SNP panels may be useful for lower-cost commercial genomic prediction applications in the future, when the number of bulls in the reference population increases for SC in Hereford and Braford breeds.Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Empresa Brasileira de Pesquisa AgropecuáriaReproPel Faculdade de Veterinária Universidade Federal de PelotasDepartamento de Zootecnia Faculdade de Agronomia Eliseu Maciel Universidade Federal de PelotasFaculdade de Ciências Agrárias e Veterinárias Universidade Estadual de São PauloEmbrapa Pecuária SulFaculdade de Ciências Agrárias e Veterinárias Universidade Estadual de São PauloCNPq: 1188986/2017-2Empresa Brasileira de Pesquisa Agropecuária: 12.13.14.014.00CNPq: 305102/2018-4Universidade Federal de PelotasUniversidade Estadual Paulista (UNESP)Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA)Ferreira, Carlos E.R.Campos, Gabriel S.Schmidt, Patricia I. [UNESP]Sollero, Bruna P.Goularte, Karina L.Corcini, Carine D.Gasperin, Bernardo G.Lucia, ThomazBoligon, Arione A.Cardoso, Fernando F.2022-04-28T19:41:53Z2022-04-28T19:41:53Z2021-09-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article268-280http://dx.doi.org/10.1016/j.theriogenology.2021.07.007Theriogenology, v. 172, p. 268-280.0093-691Xhttp://hdl.handle.net/11449/22200110.1016/j.theriogenology.2021.07.0072-s2.0-85110760133Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengTheriogenologyinfo:eu-repo/semantics/openAccess2022-04-28T19:41:53Zoai:repositorio.unesp.br:11449/222001Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462022-04-28T19:41:53Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
title Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
spellingShingle Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
Ferreira, Carlos E.R.
Beef cattle
GWAS
Low-density panel
Prediction accuracy
Reproductive performance
title_short Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
title_full Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
title_fullStr Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
title_full_unstemmed Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
title_sort Genome-wide association and genomic prediction for scrotal circumference in Hereford and Braford bulls
author Ferreira, Carlos E.R.
author_facet Ferreira, Carlos E.R.
Campos, Gabriel S.
Schmidt, Patricia I. [UNESP]
Sollero, Bruna P.
Goularte, Karina L.
Corcini, Carine D.
Gasperin, Bernardo G.
Lucia, Thomaz
Boligon, Arione A.
Cardoso, Fernando F.
author_role author
author2 Campos, Gabriel S.
Schmidt, Patricia I. [UNESP]
Sollero, Bruna P.
Goularte, Karina L.
Corcini, Carine D.
Gasperin, Bernardo G.
Lucia, Thomaz
Boligon, Arione A.
Cardoso, Fernando F.
author2_role author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Federal de Pelotas
Universidade Estadual Paulista (UNESP)
Empresa Brasileira de Pesquisa Agropecuária (EMBRAPA)
dc.contributor.author.fl_str_mv Ferreira, Carlos E.R.
Campos, Gabriel S.
Schmidt, Patricia I. [UNESP]
Sollero, Bruna P.
Goularte, Karina L.
Corcini, Carine D.
Gasperin, Bernardo G.
Lucia, Thomaz
Boligon, Arione A.
Cardoso, Fernando F.
dc.subject.por.fl_str_mv Beef cattle
GWAS
Low-density panel
Prediction accuracy
Reproductive performance
topic Beef cattle
GWAS
Low-density panel
Prediction accuracy
Reproductive performance
description Scrotal circumference (SC) is widely used as a selection criterion for bulls in breeding programs, since it is easily assessed and correlated with several desirable reproductive traits. The objectives of this study were: to perform a genome-wide association study (GWAS) to identify genomic regions associated with SC adjusted for age (SCa) and for both age and weight (SCaw); to select Tag SNPs from GWAS to construct low-density panel for genomic prediction; and to compare the prediction accuracy of the SC through different methods for Braford and Hereford bulls from the same genetic breeding program. Data of SC from 18,172 bulls (30.4 ± 3.7 cm) and of genotypes from 131 sires and 3,545 animals were used. From GWAS, the top 1% of 1-Mb windows were observed on chromosome (BTA) 2, 20, 7, 8, 15, 3, 16, 27, 6 and 8 for SCa and on BTA 8, 15, 16, 21, 19, 2, 6, 5 and 10 for SCaw, representing 17.4% and 18.8% of the additive genetic variance of SCa and SCaw, respectively. The MeSH analysis was able to translate genomic information providing biological meanings of more specific gene functions related to the SCa and SCaw. The genomic enhancement methods, especially single step GBLUP, that combined phenotype and pedigree data with direct genomic values generated gains in accuracy in relation to pedigree BLUP, suggesting that genomic predictions should be applied to improve genetic gain and to narrow the generation interval compared to traditional methods. The proposed Tag-SNP panels may be useful for lower-cost commercial genomic prediction applications in the future, when the number of bulls in the reference population increases for SC in Hereford and Braford breeds.
publishDate 2021
dc.date.none.fl_str_mv 2021-09-15
2022-04-28T19:41:53Z
2022-04-28T19:41:53Z
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.theriogenology.2021.07.007
Theriogenology, v. 172, p. 268-280.
0093-691X
http://hdl.handle.net/11449/222001
10.1016/j.theriogenology.2021.07.007
2-s2.0-85110760133
url http://dx.doi.org/10.1016/j.theriogenology.2021.07.007
http://hdl.handle.net/11449/222001
identifier_str_mv Theriogenology, v. 172, p. 268-280.
0093-691X
10.1016/j.theriogenology.2021.07.007
2-s2.0-85110760133
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Theriogenology
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 268-280
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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