Genome-wide association study and predictive ability for growth traits in Nellore cattle

Detalhes bibliográficos
Autor(a) principal: Carvalho, F. E.
Data de Publicação: 2020
Outros Autores: Espigolan, R., Berton, M. P. [UNESP], Neto, J. B.S. [UNESP], Silva, R. P., Grigoletto, L., Silva, R. M.O., Ferraz, J. B.S., Eler, J. P., Aguilar, I., Lôbo, R. B., Baldi, F. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.livsci.2019.103861
http://hdl.handle.net/11449/198143
Resumo: This study aimed to identify genomic regions influencing growth traits in Nellore cattle and evaluate the predictive ability of each trait based on results obtained from single-step genome-wide association analyzes (ssGWAS) considering different single nucleotide polymorphims (SNP) densities of markers. The National Association of Breeders and Researchers provided the dataset, from eighteen Nellore herds participating of the Nellore Brazilian breeding program. The traits birth weight (BW), adjusted weight at 210 (W210) and at 450 (W450) days of age and adult cow weight (ACW) were considered. A total of 963 animals, genotyped using the Illumina BovineHD BeadChip, were used as a reference population to impute genotypes of 7,689 animals, genotyped in low-density panel. Genotype imputation was performed using the FImpute 2.2 software. The ssGWAS was used to identify genomic regions associated to growth traits. Several genes in enrichment analysis were related to muscle and adipose tissue development and metabolism, feed efficiency, milk composition and maternal behavior. The predictive ability varied from low (0.10) to moderate (0.68). The predictive ability and bias for both panels were similar for all traits. The results found in this study should improve the understanding of genetic and physiologic mechanism associated with growth traits. However, the association of these results with other approaches, like system biologic and other omics information should improve the identification of causative genetic variants in growth traits in indicine cattle.
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spelling Genome-wide association study and predictive ability for growth traits in Nellore cattleBeef cattleGenomicPredictive abilitySingle nucleotide polymosphismThis study aimed to identify genomic regions influencing growth traits in Nellore cattle and evaluate the predictive ability of each trait based on results obtained from single-step genome-wide association analyzes (ssGWAS) considering different single nucleotide polymorphims (SNP) densities of markers. The National Association of Breeders and Researchers provided the dataset, from eighteen Nellore herds participating of the Nellore Brazilian breeding program. The traits birth weight (BW), adjusted weight at 210 (W210) and at 450 (W450) days of age and adult cow weight (ACW) were considered. A total of 963 animals, genotyped using the Illumina BovineHD BeadChip, were used as a reference population to impute genotypes of 7,689 animals, genotyped in low-density panel. Genotype imputation was performed using the FImpute 2.2 software. The ssGWAS was used to identify genomic regions associated to growth traits. Several genes in enrichment analysis were related to muscle and adipose tissue development and metabolism, feed efficiency, milk composition and maternal behavior. The predictive ability varied from low (0.10) to moderate (0.68). The predictive ability and bias for both panels were similar for all traits. The results found in this study should improve the understanding of genetic and physiologic mechanism associated with growth traits. However, the association of these results with other approaches, like system biologic and other omics information should improve the identification of causative genetic variants in growth traits in indicine cattle.Departament of Veterinary Medicine College of Animal Science and Food Engineer University of São Paulo (USP), 225 Duque de Caxias Norte AvenueDepartament of Animal Science College of Agricultural and Veterinarian Sciences São Paulo State University (UNESP), Access Road Professor Paulo Donato Castellane s/nZoetis, 1240 Dr. Chucri Zaidan Street, Edifício Morumbi Corporate, Diamond Tower, 4th floorNational Institute of Agricultural Research (INIA)Nacional Association of Breeders and Researchers (ANCP), 463 João Godoy StreetDepartament of Animal Science College of Agricultural and Veterinarian Sciences São Paulo State University (UNESP), Access Road Professor Paulo Donato Castellane s/nUniversidade de São Paulo (USP)Universidade Estadual Paulista (Unesp)ZoetisNational Institute of Agricultural Research (INIA)Nacional Association of Breeders and Researchers (ANCP)Carvalho, F. E.Espigolan, R.Berton, M. P. [UNESP]Neto, J. B.S. [UNESP]Silva, R. P.Grigoletto, L.Silva, R. M.O.Ferraz, J. B.S.Eler, J. P.Aguilar, I.Lôbo, R. B.Baldi, F. [UNESP]2020-12-12T01:00:19Z2020-12-12T01:00:19Z2020-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.livsci.2019.103861Livestock Science, v. 231.1871-1413http://hdl.handle.net/11449/19814310.1016/j.livsci.2019.1038612-s2.0-85075004453Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengLivestock Scienceinfo:eu-repo/semantics/openAccess2021-10-23T09:06:22Zoai:repositorio.unesp.br:11449/198143Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462021-10-23T09:06:22Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Genome-wide association study and predictive ability for growth traits in Nellore cattle
title Genome-wide association study and predictive ability for growth traits in Nellore cattle
spellingShingle Genome-wide association study and predictive ability for growth traits in Nellore cattle
Carvalho, F. E.
Beef cattle
Genomic
Predictive ability
Single nucleotide polymosphism
title_short Genome-wide association study and predictive ability for growth traits in Nellore cattle
title_full Genome-wide association study and predictive ability for growth traits in Nellore cattle
title_fullStr Genome-wide association study and predictive ability for growth traits in Nellore cattle
title_full_unstemmed Genome-wide association study and predictive ability for growth traits in Nellore cattle
title_sort Genome-wide association study and predictive ability for growth traits in Nellore cattle
author Carvalho, F. E.
author_facet Carvalho, F. E.
Espigolan, R.
Berton, M. P. [UNESP]
Neto, J. B.S. [UNESP]
Silva, R. P.
Grigoletto, L.
Silva, R. M.O.
Ferraz, J. B.S.
Eler, J. P.
Aguilar, I.
Lôbo, R. B.
Baldi, F. [UNESP]
author_role author
author2 Espigolan, R.
Berton, M. P. [UNESP]
Neto, J. B.S. [UNESP]
Silva, R. P.
Grigoletto, L.
Silva, R. M.O.
Ferraz, J. B.S.
Eler, J. P.
Aguilar, I.
Lôbo, R. B.
Baldi, F. [UNESP]
author2_role author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade de São Paulo (USP)
Universidade Estadual Paulista (Unesp)
Zoetis
National Institute of Agricultural Research (INIA)
Nacional Association of Breeders and Researchers (ANCP)
dc.contributor.author.fl_str_mv Carvalho, F. E.
Espigolan, R.
Berton, M. P. [UNESP]
Neto, J. B.S. [UNESP]
Silva, R. P.
Grigoletto, L.
Silva, R. M.O.
Ferraz, J. B.S.
Eler, J. P.
Aguilar, I.
Lôbo, R. B.
Baldi, F. [UNESP]
dc.subject.por.fl_str_mv Beef cattle
Genomic
Predictive ability
Single nucleotide polymosphism
topic Beef cattle
Genomic
Predictive ability
Single nucleotide polymosphism
description This study aimed to identify genomic regions influencing growth traits in Nellore cattle and evaluate the predictive ability of each trait based on results obtained from single-step genome-wide association analyzes (ssGWAS) considering different single nucleotide polymorphims (SNP) densities of markers. The National Association of Breeders and Researchers provided the dataset, from eighteen Nellore herds participating of the Nellore Brazilian breeding program. The traits birth weight (BW), adjusted weight at 210 (W210) and at 450 (W450) days of age and adult cow weight (ACW) were considered. A total of 963 animals, genotyped using the Illumina BovineHD BeadChip, were used as a reference population to impute genotypes of 7,689 animals, genotyped in low-density panel. Genotype imputation was performed using the FImpute 2.2 software. The ssGWAS was used to identify genomic regions associated to growth traits. Several genes in enrichment analysis were related to muscle and adipose tissue development and metabolism, feed efficiency, milk composition and maternal behavior. The predictive ability varied from low (0.10) to moderate (0.68). The predictive ability and bias for both panels were similar for all traits. The results found in this study should improve the understanding of genetic and physiologic mechanism associated with growth traits. However, the association of these results with other approaches, like system biologic and other omics information should improve the identification of causative genetic variants in growth traits in indicine cattle.
publishDate 2020
dc.date.none.fl_str_mv 2020-12-12T01:00:19Z
2020-12-12T01:00:19Z
2020-01-01
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.2019.103861
Livestock Science, v. 231.
1871-1413
http://hdl.handle.net/11449/198143
10.1016/j.livsci.2019.103861
2-s2.0-85075004453
url http://dx.doi.org/10.1016/j.livsci.2019.103861
http://hdl.handle.net/11449/198143
identifier_str_mv Livestock Science, v. 231.
1871-1413
10.1016/j.livsci.2019.103861
2-s2.0-85075004453
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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