Genome-wide association study and predictive ability for growth 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.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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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:29462024-08-05T20:06:41.157791Repositório 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 |
|
_version_ |
1808129161391243264 |