Genomic analysis for preweaning calf mortality in Nellore cattle

Detalhes bibliográficos
Autor(a) principal: Garzón, Natalia Andrea Marín
Data de Publicação: 2019
Tipo de documento: Dissertação
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://hdl.handle.net/11449/183544
Resumo: Preweaning calf mortality is one of main causes of economic losses in beef cattle, since most of economic incomes are represented by the number of weaned calves available for sale. It is also detrimental for genetic progress due to the reduction of young candidates for selection. The inclusion of molecular markers in genetic analysis allows a better understanding of genetic mechanisms underlying calf mortality. The objectives of this study were: i) to estimate direct and maternal heritability of preweaning calf mortality in Nellore cattle and ii) to seek for genomic regions and candidate genes affecting direct and maternal effects of preweaning calf mortality in Nellore cattle. Variance components were estimated via Bayesian Inference using a threshold animal model, that included the systematic effects of contemporary group, birth weight as linear covariate, and age of dam at calving as linear and quadratic covariates. The direct and maternal genetics, and the residual were fitted as random effects. The final dataset used contained phenotypic records on 67,196 animals, offspring of 1,469 sires and 30,970 dams. The SNPs effects were estimated based on the weighted single-step GBLUP approach, using information of 8,443 genotyped animals with 410,936 SNPs. Direct and maternal heritability estimates were of 0.2143±0.0348 and 0.0137±0.0066, respectively. The top 10 genomic regions accounted for 13.61 and 14.23% of direct and maternal additive genetic variance and harbored a total of 63 and 48 positional candidate genes, respectively. Two overlapping regions located on BTA2 were identified, harboring common candidate genes for direct and maternal effects. The candidate genes RUNX3, CLIC4 and RCAN3, present into these regions, are involved in apoptotic pathway, signaling transducing, response to stimulus and immunological system. The genes CD53, LAMTOR5, ARF6, STPG1, CTNNA2, RALYL, CDKL1, and PROK1, were identified as candidates for direct effects of preweaning mortality as they are involved in cell regulation, preservation and survival. The genes CRADD and MAP3K5 were associated with maternal effects. These genes are involved in apoptosis, an important pathway for the normal development of pregnancy. These physiological roles may control genetic mechanism underlying preweaning calf mortality.
id UNSP_c131bf395867fcdf83a957a32c5539e7
oai_identifier_str oai:repositorio.unesp.br:11449/183544
network_acronym_str UNSP
network_name_str Repositório Institucional da UNESP
repository_id_str 2946
spelling Genomic analysis for preweaning calf mortality in Nellore cattleAnálise genômica para mortalidade pré-desmame em bovinos da raça NeloreBeef cattleGeneHeritabilitySingle step GWASSurvivalBovinos de corteHerdabilidadeSobrevivênciaPreweaning calf mortality is one of main causes of economic losses in beef cattle, since most of economic incomes are represented by the number of weaned calves available for sale. It is also detrimental for genetic progress due to the reduction of young candidates for selection. The inclusion of molecular markers in genetic analysis allows a better understanding of genetic mechanisms underlying calf mortality. The objectives of this study were: i) to estimate direct and maternal heritability of preweaning calf mortality in Nellore cattle and ii) to seek for genomic regions and candidate genes affecting direct and maternal effects of preweaning calf mortality in Nellore cattle. Variance components were estimated via Bayesian Inference using a threshold animal model, that included the systematic effects of contemporary group, birth weight as linear covariate, and age of dam at calving as linear and quadratic covariates. The direct and maternal genetics, and the residual were fitted as random effects. The final dataset used contained phenotypic records on 67,196 animals, offspring of 1,469 sires and 30,970 dams. The SNPs effects were estimated based on the weighted single-step GBLUP approach, using information of 8,443 genotyped animals with 410,936 SNPs. Direct and maternal heritability estimates were of 0.2143±0.0348 and 0.0137±0.0066, respectively. The top 10 genomic regions accounted for 13.61 and 14.23% of direct and maternal additive genetic variance and harbored a total of 63 and 48 positional candidate genes, respectively. Two overlapping regions located on BTA2 were identified, harboring common candidate genes for direct and maternal effects. The candidate genes RUNX3, CLIC4 and RCAN3, present into these regions, are involved in apoptotic pathway, signaling transducing, response to stimulus and immunological system. The genes CD53, LAMTOR5, ARF6, STPG1, CTNNA2, RALYL, CDKL1, and PROK1, were identified as candidates for direct effects of preweaning mortality as they are involved in cell regulation, preservation and survival. The genes CRADD and MAP3K5 were associated with maternal effects. These genes are involved in apoptosis, an important pathway for the normal development of pregnancy. These physiological roles may control genetic mechanism underlying preweaning calf mortality.A mortalidade pré-desmame de bezerros é uma das principais causas de perdas econômicas em bovinos de corte, uma vez que a maior parte da renda econômica é representada pelo número de bezerros desmamados disponíveis para venda. Esta também é prejudicial para o progresso genético devido à redução de candidatos jovens para a seleção. A inclusão de marcadores moleculares na análise genética permite uma melhor compreensão dos mecanismos genéticos subjacentes à mortalidade de bezerros. Os objetivos deste estudo foram: i) estimar a herdabilidade direta e materna da mortalidade pré-desmame em bovinos Nelore e ii) buscar regiões genômicas e genes candidatos afetando os efeitos diretos e maternos da mortalidade pré-desmame em bovinos Nelore. Os componentes de variância foram estimados por Inferência Bayesiana usando um modelo animal de limiar, que incluiu os efeitos sistemáticos do grupo contemporâneo, peso ao nascer como covariável linear e a idade da mãe ao parto como covariável linear e quadrática. Os efeitos genéticos diretos e maternos, e o resíduo foram ajustados como efeitos aleatórios. O conjunto final de dados utilizado continha registros fenotípicos em 67.196 animais, descendentes de 1.469 touros e 30.970 vacas. Os efeitos dos SNPs foram estimados com base na abordagem weighted single step GBLUP, usando informações de 8.443 animais genotipados com 410.936 SNPs. As estimativas de herdabilidade direta e materna foram de 0,2143±0,0348 e 0,0137±0,0066, respectivamente. As dez principais regiões genômicas explicaram 13,61 e 14,23% da variação genética aditiva direta e materna e abrigaram um total de 63 e 48 genes candidatos posicionais, respectivamente. Duas regiões sobrepostas localizadas no BTA2 foram identificadas, abrigando genes candidatos comuns para efeitos diretos e maternos. Os genes candidatos RUNX3, CLIC4 e RCAN3, presentes nessas regiões, estão envolvidos na via apoptótica, transdução de sinalização, resposta a estímulos e sistema imunológico. Os genes CD53, LAMTOR5, ARF6, STPG1, CTNNA2, RALYL, CDKL1 e PROK1, foram identificados como candidatos para o efeito direto da mortalidade pré-desmame, uma vez estão envolvidos na regulação, preservação e sobrevivência celular. Os genes CRADD e MAP3K5 foram associados ao efeito materno. Esses genes estão envolvidos em apoptose celular, uma rota importante para o desenvolvimento normal da gravidez. Esses papéis fisiológicos podem controlar os mecanismos genéticos subjacente à mortalidade pré-desmame de bezerrosCoordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)CAPES 001Universidade Estadual Paulista (Unesp)Albuquerque, Lucia Galvão de [UNESP]Magalhães, Ana Fabrícia BragaUniversidade Estadual Paulista (Unesp)Garzón, Natalia Andrea Marín2019-09-19T18:21:03Z2019-09-19T18:21:03Z2019-07-25info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://hdl.handle.net/11449/18354400092522833004102030P45866981114947883enginfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESP2024-06-05T13:31:56Zoai:repositorio.unesp.br:11449/183544Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T17:17:09.874119Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Genomic analysis for preweaning calf mortality in Nellore cattle
Análise genômica para mortalidade pré-desmame em bovinos da raça Nelore
title Genomic analysis for preweaning calf mortality in Nellore cattle
spellingShingle Genomic analysis for preweaning calf mortality in Nellore cattle
Garzón, Natalia Andrea Marín
Beef cattle
Gene
Heritability
Single step GWAS
Survival
Bovinos de corte
Herdabilidade
Sobrevivência
title_short Genomic analysis for preweaning calf mortality in Nellore cattle
title_full Genomic analysis for preweaning calf mortality in Nellore cattle
title_fullStr Genomic analysis for preweaning calf mortality in Nellore cattle
title_full_unstemmed Genomic analysis for preweaning calf mortality in Nellore cattle
title_sort Genomic analysis for preweaning calf mortality in Nellore cattle
author Garzón, Natalia Andrea Marín
author_facet Garzón, Natalia Andrea Marín
author_role author
dc.contributor.none.fl_str_mv Albuquerque, Lucia Galvão de [UNESP]
Magalhães, Ana Fabrícia Braga
Universidade Estadual Paulista (Unesp)
dc.contributor.author.fl_str_mv Garzón, Natalia Andrea Marín
dc.subject.por.fl_str_mv Beef cattle
Gene
Heritability
Single step GWAS
Survival
Bovinos de corte
Herdabilidade
Sobrevivência
topic Beef cattle
Gene
Heritability
Single step GWAS
Survival
Bovinos de corte
Herdabilidade
Sobrevivência
description Preweaning calf mortality is one of main causes of economic losses in beef cattle, since most of economic incomes are represented by the number of weaned calves available for sale. It is also detrimental for genetic progress due to the reduction of young candidates for selection. The inclusion of molecular markers in genetic analysis allows a better understanding of genetic mechanisms underlying calf mortality. The objectives of this study were: i) to estimate direct and maternal heritability of preweaning calf mortality in Nellore cattle and ii) to seek for genomic regions and candidate genes affecting direct and maternal effects of preweaning calf mortality in Nellore cattle. Variance components were estimated via Bayesian Inference using a threshold animal model, that included the systematic effects of contemporary group, birth weight as linear covariate, and age of dam at calving as linear and quadratic covariates. The direct and maternal genetics, and the residual were fitted as random effects. The final dataset used contained phenotypic records on 67,196 animals, offspring of 1,469 sires and 30,970 dams. The SNPs effects were estimated based on the weighted single-step GBLUP approach, using information of 8,443 genotyped animals with 410,936 SNPs. Direct and maternal heritability estimates were of 0.2143±0.0348 and 0.0137±0.0066, respectively. The top 10 genomic regions accounted for 13.61 and 14.23% of direct and maternal additive genetic variance and harbored a total of 63 and 48 positional candidate genes, respectively. Two overlapping regions located on BTA2 were identified, harboring common candidate genes for direct and maternal effects. The candidate genes RUNX3, CLIC4 and RCAN3, present into these regions, are involved in apoptotic pathway, signaling transducing, response to stimulus and immunological system. The genes CD53, LAMTOR5, ARF6, STPG1, CTNNA2, RALYL, CDKL1, and PROK1, were identified as candidates for direct effects of preweaning mortality as they are involved in cell regulation, preservation and survival. The genes CRADD and MAP3K5 were associated with maternal effects. These genes are involved in apoptosis, an important pathway for the normal development of pregnancy. These physiological roles may control genetic mechanism underlying preweaning calf mortality.
publishDate 2019
dc.date.none.fl_str_mv 2019-09-19T18:21:03Z
2019-09-19T18:21:03Z
2019-07-25
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://hdl.handle.net/11449/183544
000925228
33004102030P4
5866981114947883
url http://hdl.handle.net/11449/183544
identifier_str_mv 000925228
33004102030P4
5866981114947883
dc.language.iso.fl_str_mv eng
language eng
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 Estadual Paulista (Unesp)
publisher.none.fl_str_mv Universidade Estadual Paulista (Unesp)
dc.source.none.fl_str_mv 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_ 1808128784132472832