Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFLA |
Texto Completo: | http://repositorio.ufla.br/jspui/handle/1/49847 |
Resumo: | The world is currently concerned with global food production in the face of the uninterrupted population growth. In this scenario, Brazil presents itself as a promising producer to meet this demand, being one of the largest beef producer and exporter in the world. To further improve their production techniques and increase the meat supply, many producers adopt crossbreeding systems between Bos taurus indicus and Bos taurus taurus cattle, taking advantage of the best that this technique can bring in terms of productivity, such as heterosis and complementarity. One of the obstacles in this process is the tropical climate adaptability of animals originated in temperate climate. One of the breeds that used in Brazil is the Simmental. Genomic selection, made possible by GWAS, is one of the alternatives to alleviate this obstacle, allowing us to identify genetic variants associated with some phenotypic expression of traits of zootechnical interest.Thus, the objective in this study was to identify possible markers associated with genes that interfere in traits related to heat adaptability in Simmental cattle. There were used a total of 771 animals of the Simmental breed genotyped with a high-density SNP (Single Nucleotide Polymorphisms) chip, and 281 animals phenotyped for characteristics of: cowhide length (CP), cowhide thickness (EP), respiratory rate (FR), cowhide number (NP), cowhide temperature (TP) and rectal temperature (TR). After quality control, information on 646 animals and 113826 markers remained. The variance components and genetic parameters were estimated using a “single step” model (ssGBLUP), under Bayesian inference. GWAS analyzes were performed using the regression method corrected for polygenic random effects using the “GWAS” function from the rrBLUP package of the R statistical program. Through the GWAS study, 23 significant SNPs (P>0.04) were identified for CP; 19 significant SNPs (P>0.04) for EP; 10 significant SNPs (P>0.04) for FR; 78 significant SNPs (P>0.04) for NP; 26 significant SNPs (P>0.03) for TP; and 107 significant SNPs (P>0.04) for TR. The present genes that explain the percentage of additive genetic variance, observing the significance levels P>0.03 for TP and P>0.04 for the other traits, were identified by the Ensembl Biomart tool. Gene classification was performed by the DAVID 2021 program, which revealed significant ontological terms (P<0.05) with possible candidate genes associated with all characteristics. The results can trigger a better understanding of the biological mechanisms and genetic architecture of the revealed regions, as long as there are further studies that can validate and deepen the associations found, helping to obtain a greater prediction accuracy of the animals' genomic values. This fact can contribute to the evolution of the genetic improvement programs of the Simmental breed. |
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Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simentalGenome-wide association applied to heat adaptability traits in the simmental cattleGenome-Wide Association Studies - GWASSimentalSingle Nucleotide Polymorphisms - SNPSimmentalZootecniaThe world is currently concerned with global food production in the face of the uninterrupted population growth. In this scenario, Brazil presents itself as a promising producer to meet this demand, being one of the largest beef producer and exporter in the world. To further improve their production techniques and increase the meat supply, many producers adopt crossbreeding systems between Bos taurus indicus and Bos taurus taurus cattle, taking advantage of the best that this technique can bring in terms of productivity, such as heterosis and complementarity. One of the obstacles in this process is the tropical climate adaptability of animals originated in temperate climate. One of the breeds that used in Brazil is the Simmental. Genomic selection, made possible by GWAS, is one of the alternatives to alleviate this obstacle, allowing us to identify genetic variants associated with some phenotypic expression of traits of zootechnical interest.Thus, the objective in this study was to identify possible markers associated with genes that interfere in traits related to heat adaptability in Simmental cattle. There were used a total of 771 animals of the Simmental breed genotyped with a high-density SNP (Single Nucleotide Polymorphisms) chip, and 281 animals phenotyped for characteristics of: cowhide length (CP), cowhide thickness (EP), respiratory rate (FR), cowhide number (NP), cowhide temperature (TP) and rectal temperature (TR). After quality control, information on 646 animals and 113826 markers remained. The variance components and genetic parameters were estimated using a “single step” model (ssGBLUP), under Bayesian inference. GWAS analyzes were performed using the regression method corrected for polygenic random effects using the “GWAS” function from the rrBLUP package of the R statistical program. Through the GWAS study, 23 significant SNPs (P>0.04) were identified for CP; 19 significant SNPs (P>0.04) for EP; 10 significant SNPs (P>0.04) for FR; 78 significant SNPs (P>0.04) for NP; 26 significant SNPs (P>0.03) for TP; and 107 significant SNPs (P>0.04) for TR. The present genes that explain the percentage of additive genetic variance, observing the significance levels P>0.03 for TP and P>0.04 for the other traits, were identified by the Ensembl Biomart tool. Gene classification was performed by the DAVID 2021 program, which revealed significant ontological terms (P<0.05) with possible candidate genes associated with all characteristics. The results can trigger a better understanding of the biological mechanisms and genetic architecture of the revealed regions, as long as there are further studies that can validate and deepen the associations found, helping to obtain a greater prediction accuracy of the animals' genomic values. This fact can contribute to the evolution of the genetic improvement programs of the Simmental breed.O mundo vive uma constante preocupação com a produção de alimentos perante o ininterrupto crescimento populacional. Assim, o Brasil apresenta-se como um promissor produtor para suprir esta demanda, sendo um dos maiores produtores de carne bovina do mundo. Para incrementar suas técnicas de produção e aumentar a oferta de carne, produtores adotam sistemas de cruzamentos entre Bos taurus indicus e Bos taurus taurus, aproveitando o que de melhor pode trazer esta técnica, como a heterose e a complementariedade. Um dos entraves neste processo é o fato da adaptabilidade ao clima tropical de animais originários de clima temperado. Uma das raças que é utilizada nos cruzamentos no Brasil é o Simental. A seleção genômica, possibilitada pelo GWAS, é uma das alternativas para se amenizar este entrave, nos permitindo identificar variantes genéticas associadas com alguma expressão fenotípica de características de interesse zootécnico. Desta maneira, o objetivo neste trabalho foi identificar regiões genômicas associadas a características relacionadas à adaptabilidade ao calor em bovinos da raça Simental. Foram utilizados 771 animais da raça Simental, genotipados com chip de SNP (Single Nucleotide Polymorphisms) de alta densidade e 281 animais fenotipados para características de: comprimento de pelos (CP), espessura do pelame (EP), frequência respiratória (FR), número de pelos (NP), temperatura do pelame (TP) e temperatura retal (TR). Após o controle de qualidade, permaneceram informações de 646 animais e 113826 marcadores. Os componentes da variância e os parâmetros genéticos foram estimados através de um modelo “single step” (ssGBLUP), sob inferência bayesiana. As análises de GWAS foram realizadas através do método de regressão corrigida para efeitos aleatórios poligênicos utilizando a função “GWAS” do pacote rrBLUP do programa R estatístico. Através do estudo de GWAS, foram identificados 23 SNPs significativos (P>0,04) para CP; 19 SNPs significativos (P>0,04) para EP; 10 SNPs significativos (P>0,04) para FR; 78 SNPs significativos (P>0,04) para NP; 26 SNPs significativos (P>0,03) para TP; e 107 SNPs significativos (P>0,04) para TR. Os genes presentes que explicam a % da variância genética aditiva, observando os níveis de significância P>0,03 para TP e P>0,04 para as demais características, foram identificados pela ferramenta Ensembl Biomart. A classificação dos genes foi realizada pelo programa DAVID 2021 que revelou termos ontológicos significativos (P<0,05) com possíveis genes candidatos associados à todas as características. Os resultados podem desencadear um melhor entendimento dos mecanismos biológicos e arquitetura genética das regiões reveladas, desde que hajam posteriores estudos que possam validar e aprofundar as associações encontradas, auxiliando na obtenção de uma maior acurácia de predição dos valores genômicos dos animais. Este fato poderá contribuir para a evolução dos programas de melhoramento genético da raça Simental.Universidade Federal de LavrasPrograma de Pós-Graduação em ZootecniaUFLAbrasilDepartamento de ZootecniaMeirelles, Sarah Laguna ConceiçãoMeirelles, Sarah Laguna ConceiçãoFreitas, Rilke Tadeu Fonseca deRey, Fernando Sebastian BaldiFonseca, Mauro Bueno da2022-05-02T20:35:32Z2022-05-02T20:35:32Z2022-05-022022-02-23info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfFONSECA, M. B. da. Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental. 2022. 74 p. Dissertação (Mestrado em Zootecnia) - Universidade Federal de Lavras, Lavras, 2022.http://repositorio.ufla.br/jspui/handle/1/49847porinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLA2022-05-02T20:35:32Zoai:localhost:1/49847Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2022-05-02T20:35:32Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false |
dc.title.none.fl_str_mv |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental Genome-wide association applied to heat adaptability traits in the simmental cattle |
title |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
spellingShingle |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental Fonseca, Mauro Bueno da Genome-Wide Association Studies - GWAS Simental Single Nucleotide Polymorphisms - SNP Simmental Zootecnia |
title_short |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
title_full |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
title_fullStr |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
title_full_unstemmed |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
title_sort |
Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental |
author |
Fonseca, Mauro Bueno da |
author_facet |
Fonseca, Mauro Bueno da |
author_role |
author |
dc.contributor.none.fl_str_mv |
Meirelles, Sarah Laguna Conceição Meirelles, Sarah Laguna Conceição Freitas, Rilke Tadeu Fonseca de Rey, Fernando Sebastian Baldi |
dc.contributor.author.fl_str_mv |
Fonseca, Mauro Bueno da |
dc.subject.por.fl_str_mv |
Genome-Wide Association Studies - GWAS Simental Single Nucleotide Polymorphisms - SNP Simmental Zootecnia |
topic |
Genome-Wide Association Studies - GWAS Simental Single Nucleotide Polymorphisms - SNP Simmental Zootecnia |
description |
The world is currently concerned with global food production in the face of the uninterrupted population growth. In this scenario, Brazil presents itself as a promising producer to meet this demand, being one of the largest beef producer and exporter in the world. To further improve their production techniques and increase the meat supply, many producers adopt crossbreeding systems between Bos taurus indicus and Bos taurus taurus cattle, taking advantage of the best that this technique can bring in terms of productivity, such as heterosis and complementarity. One of the obstacles in this process is the tropical climate adaptability of animals originated in temperate climate. One of the breeds that used in Brazil is the Simmental. Genomic selection, made possible by GWAS, is one of the alternatives to alleviate this obstacle, allowing us to identify genetic variants associated with some phenotypic expression of traits of zootechnical interest.Thus, the objective in this study was to identify possible markers associated with genes that interfere in traits related to heat adaptability in Simmental cattle. There were used a total of 771 animals of the Simmental breed genotyped with a high-density SNP (Single Nucleotide Polymorphisms) chip, and 281 animals phenotyped for characteristics of: cowhide length (CP), cowhide thickness (EP), respiratory rate (FR), cowhide number (NP), cowhide temperature (TP) and rectal temperature (TR). After quality control, information on 646 animals and 113826 markers remained. The variance components and genetic parameters were estimated using a “single step” model (ssGBLUP), under Bayesian inference. GWAS analyzes were performed using the regression method corrected for polygenic random effects using the “GWAS” function from the rrBLUP package of the R statistical program. Through the GWAS study, 23 significant SNPs (P>0.04) were identified for CP; 19 significant SNPs (P>0.04) for EP; 10 significant SNPs (P>0.04) for FR; 78 significant SNPs (P>0.04) for NP; 26 significant SNPs (P>0.03) for TP; and 107 significant SNPs (P>0.04) for TR. The present genes that explain the percentage of additive genetic variance, observing the significance levels P>0.03 for TP and P>0.04 for the other traits, were identified by the Ensembl Biomart tool. Gene classification was performed by the DAVID 2021 program, which revealed significant ontological terms (P<0.05) with possible candidate genes associated with all characteristics. The results can trigger a better understanding of the biological mechanisms and genetic architecture of the revealed regions, as long as there are further studies that can validate and deepen the associations found, helping to obtain a greater prediction accuracy of the animals' genomic values. This fact can contribute to the evolution of the genetic improvement programs of the Simmental breed. |
publishDate |
2022 |
dc.date.none.fl_str_mv |
2022-05-02T20:35:32Z 2022-05-02T20:35:32Z 2022-05-02 2022-02-23 |
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 |
FONSECA, M. B. da. Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental. 2022. 74 p. Dissertação (Mestrado em Zootecnia) - Universidade Federal de Lavras, Lavras, 2022. http://repositorio.ufla.br/jspui/handle/1/49847 |
identifier_str_mv |
FONSECA, M. B. da. Associação genômica ampla aplicada a características de adaptabilidade ao calor em bovinos da raça simental. 2022. 74 p. Dissertação (Mestrado em Zootecnia) - Universidade Federal de Lavras, Lavras, 2022. |
url |
http://repositorio.ufla.br/jspui/handle/1/49847 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Universidade Federal de Lavras Programa de Pós-Graduação em Zootecnia UFLA brasil Departamento de Zootecnia |
publisher.none.fl_str_mv |
Universidade Federal de Lavras Programa de Pós-Graduação em Zootecnia UFLA brasil Departamento de Zootecnia |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UFLA instname:Universidade Federal de Lavras (UFLA) instacron:UFLA |
instname_str |
Universidade Federal de Lavras (UFLA) |
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UFLA |
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UFLA |
reponame_str |
Repositório Institucional da UFLA |
collection |
Repositório Institucional da UFLA |
repository.name.fl_str_mv |
Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA) |
repository.mail.fl_str_mv |
nivaldo@ufla.br || repositorio.biblioteca@ufla.br |
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1815439286120480768 |