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Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning
BACKGROUND: Genome-wide association studies (GWAS) are utilized in cattle to identify regions or genetic variants associated with phenotypes of interest, and thus, to identify design strategies that allow for the increase of the frequency of favorable alleles. Visual scores are important traits of c...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381746/ https://www.ncbi.nlm.nih.gov/pubmed/30786866 http://dx.doi.org/10.1186/s12864-019-5520-9 |
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author | Carreño, Luis Orlando Duitama da Conceição Pessoa, Matilde Espigolan, Rafael Takada, Luciana Bresolin, Tiago Cavani, Ligia Baldi, Fernando Carvalheiro, Roberto de Albuquerque, Lucia Galvão da Fonseca, Ricardo |
author_facet | Carreño, Luis Orlando Duitama da Conceição Pessoa, Matilde Espigolan, Rafael Takada, Luciana Bresolin, Tiago Cavani, Ligia Baldi, Fernando Carvalheiro, Roberto de Albuquerque, Lucia Galvão da Fonseca, Ricardo |
author_sort | Carreño, Luis Orlando Duitama |
collection | PubMed |
description | BACKGROUND: Genome-wide association studies (GWAS) are utilized in cattle to identify regions or genetic variants associated with phenotypes of interest, and thus, to identify design strategies that allow for the increase of the frequency of favorable alleles. Visual scores are important traits of cattle production in Brazil because they are utilized as selection criteria, helping to choose more harmonious animals. Despite its importance, there are still no studies on the genome association for these traits. This study aimed to identify genome regions associated with the traits of conformation, precocity and muscling, based on a visual score measured at weaning. RESULTS: Bayesian approaches with BayesC and Bayesian LASSO were utilized with 2873 phenotypes of Nellore cattle for a GWAS. The animals were genotyped with Illumina BovineHD BeadChip, and a total of 309,865 SNPs were utilized after quality control. In the analyses, phenotype and deregressed breeding values were utilized as dependent variables; a threshold model was utilized for the former and a linear model for the latter. The association criterion was the percentage of genetic variance explained by SNPs found in 1 Mb-long windows. The Bayesian approach BayesC was better adjusted to the data because it could explain a larger phenotypic variance for both dependent variables. CONCLUSIONS: There were no large effects for the visual scores, indicating that they have a polygenic nature; however, regions in chromosomes 1, 3, 5, 7, 14, 15, 16, 19, 20 and 23 were identified and explained a large part of the genetic variance. |
format | Online Article Text |
id | pubmed-6381746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-63817462019-03-01 Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning Carreño, Luis Orlando Duitama da Conceição Pessoa, Matilde Espigolan, Rafael Takada, Luciana Bresolin, Tiago Cavani, Ligia Baldi, Fernando Carvalheiro, Roberto de Albuquerque, Lucia Galvão da Fonseca, Ricardo BMC Genomics Research Article BACKGROUND: Genome-wide association studies (GWAS) are utilized in cattle to identify regions or genetic variants associated with phenotypes of interest, and thus, to identify design strategies that allow for the increase of the frequency of favorable alleles. Visual scores are important traits of cattle production in Brazil because they are utilized as selection criteria, helping to choose more harmonious animals. Despite its importance, there are still no studies on the genome association for these traits. This study aimed to identify genome regions associated with the traits of conformation, precocity and muscling, based on a visual score measured at weaning. RESULTS: Bayesian approaches with BayesC and Bayesian LASSO were utilized with 2873 phenotypes of Nellore cattle for a GWAS. The animals were genotyped with Illumina BovineHD BeadChip, and a total of 309,865 SNPs were utilized after quality control. In the analyses, phenotype and deregressed breeding values were utilized as dependent variables; a threshold model was utilized for the former and a linear model for the latter. The association criterion was the percentage of genetic variance explained by SNPs found in 1 Mb-long windows. The Bayesian approach BayesC was better adjusted to the data because it could explain a larger phenotypic variance for both dependent variables. CONCLUSIONS: There were no large effects for the visual scores, indicating that they have a polygenic nature; however, regions in chromosomes 1, 3, 5, 7, 14, 15, 16, 19, 20 and 23 were identified and explained a large part of the genetic variance. BioMed Central 2019-02-20 /pmc/articles/PMC6381746/ /pubmed/30786866 http://dx.doi.org/10.1186/s12864-019-5520-9 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Carreño, Luis Orlando Duitama da Conceição Pessoa, Matilde Espigolan, Rafael Takada, Luciana Bresolin, Tiago Cavani, Ligia Baldi, Fernando Carvalheiro, Roberto de Albuquerque, Lucia Galvão da Fonseca, Ricardo Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title | Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title_full | Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title_fullStr | Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title_full_unstemmed | Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title_short | Genome Association Study for Visual Scores in Nellore Cattle Measured at Weaning |
title_sort | genome association study for visual scores in nellore cattle measured at weaning |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381746/ https://www.ncbi.nlm.nih.gov/pubmed/30786866 http://dx.doi.org/10.1186/s12864-019-5520-9 |
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