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

Detalhes bibliográficos
Autor(a) principal: Carvalho, Felipe Eguti de
Data de Publicação: 2019
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da USP
Texto Completo: http://www.teses.usp.br/teses/disponiveis/74/74131/tde-25102019-100751/
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 Studies (ssGWAS) considering different SNP markesr densities. The National Association of Breeders and Researchers provided the dataset from eighteen Nellore herds participating of the Nellore Brazil 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. 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 cattleEstudo de associação genômica ampla e habilidade de predição para características de crescimento em bovinos da raça NeloreBeef cattleBovinos de corteGenomicGenômicaGWASSNPSNPssGWASThis 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 Studies (ssGWAS) considering different SNP markesr densities. The National Association of Breeders and Researchers provided the dataset from eighteen Nellore herds participating of the Nellore Brazil 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. 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.Este estudo teve como objetivo identificar regiões genômicas que influenciam características de crescimento em bovinos da raça Nelore e avaliar a capacidade preditiva de cada característica com base nos resultados obtidos a partir da metodologia single-step Genome-Wide Association Studies (ssGWAS) considerando diferentes densidades de marcadores do tipo SNP. A Associação Nacional de Criadores e Pesquisadores disponibilizou o conjunto de dados de dezoito rebanhos bovinos participantes do programa de melhoramento brasileiro da raça Nelore (Nelore Brasil). Foram consideradas as características peso ao nascer (PN), peso ajustado aos 210 (W210) e aos 450 (W450) dias de idade e peso adulto da vaca (PCA). Um total de 963 animais, genotipados utilizando o Illumina BovineHD BeadChip, foram utilizados como população de referência para imputar genótipos de 7.689 animais, genotipados em painel de baixa densidade. A imputação dos genótipos foi realizada utilizando o software FImpute 2.2.. Na análise de enriquecimento funcional, vários genes foram relacionados ao desenvolvimento e metabolismo de músculo e tecido adiposo, eficiência alimentar, composição do leite e comportamento materno. A habilidade de predição (HP)variou de baixa (0,10) a moderada (0,68). Os valores de viés e HP para ambos os painéis foram semelhantes para todas as características. Os resultados encontrados neste estudo devem melhorar a compreensão do mecanismo genético e fisiológico associado às características de crescimento. No entanto, associação desses resultados com outras abordagens, como informações biológicas do sistema e outras informações ômicas, devem melhorar a identificação de variantes genéticas causadoras de características de crescimento em bovinos zebuínos.Biblioteca Digitais de Teses e Dissertações da USPRey, Fernando Sebastiãn BaldiCarvalho, Felipe Eguti de2019-07-26info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://www.teses.usp.br/teses/disponiveis/74/74131/tde-25102019-100751/reponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USPLiberar o conteúdo para acesso público.info:eu-repo/semantics/openAccesseng2019-11-08T23:49:13Zoai:teses.usp.br:tde-25102019-100751Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212019-11-08T23:49:13Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.none.fl_str_mv Genome-wide association study and predictive ability for growth traits in Nellore cattle
Estudo de associação genômica ampla e habilidade de predição para características de crescimento em bovinos da raça Nelore
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, Felipe Eguti de
Beef cattle
Bovinos de corte
Genomic
Genômica
GWAS
SNP
SNP
ssGWAS
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, Felipe Eguti de
author_facet Carvalho, Felipe Eguti de
author_role author
dc.contributor.none.fl_str_mv Rey, Fernando Sebastiãn Baldi
dc.contributor.author.fl_str_mv Carvalho, Felipe Eguti de
dc.subject.por.fl_str_mv Beef cattle
Bovinos de corte
Genomic
Genômica
GWAS
SNP
SNP
ssGWAS
topic Beef cattle
Bovinos de corte
Genomic
Genômica
GWAS
SNP
SNP
ssGWAS
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 Studies (ssGWAS) considering different SNP markesr densities. The National Association of Breeders and Researchers provided the dataset from eighteen Nellore herds participating of the Nellore Brazil 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. 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 2019
dc.date.none.fl_str_mv 2019-07-26
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://www.teses.usp.br/teses/disponiveis/74/74131/tde-25102019-100751/
url http://www.teses.usp.br/teses/disponiveis/74/74131/tde-25102019-100751/
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv
dc.rights.driver.fl_str_mv Liberar o conteúdo para acesso público.
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Liberar o conteúdo para acesso público.
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv
dc.publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
publisher.none.fl_str_mv Biblioteca Digitais de Teses e Dissertações da USP
dc.source.none.fl_str_mv
reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
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institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
collection Biblioteca Digital de Teses e Dissertações da USP
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
repository.mail.fl_str_mv virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br
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