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Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle

Behavior is a complex trait and, therefore, understanding its genetic architecture is paramount for the development of effective breeding strategies. The objective of this study was to perform traditional and weighted single-step genome-wide association studies (ssGWAS and WssGWAS, respectively) for...

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Autores principales: Araujo, Andre C., Carneiro, Paulo L. S., Alvarenga, Amanda B., Oliveira, Hinayah R., Miller, Stephen P., Retallick, Kelli, Brito, Luiz F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8775055/
https://www.ncbi.nlm.nih.gov/pubmed/35052358
http://dx.doi.org/10.3390/genes13010017
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author Araujo, Andre C.
Carneiro, Paulo L. S.
Alvarenga, Amanda B.
Oliveira, Hinayah R.
Miller, Stephen P.
Retallick, Kelli
Brito, Luiz F.
author_facet Araujo, Andre C.
Carneiro, Paulo L. S.
Alvarenga, Amanda B.
Oliveira, Hinayah R.
Miller, Stephen P.
Retallick, Kelli
Brito, Luiz F.
author_sort Araujo, Andre C.
collection PubMed
description Behavior is a complex trait and, therefore, understanding its genetic architecture is paramount for the development of effective breeding strategies. The objective of this study was to perform traditional and weighted single-step genome-wide association studies (ssGWAS and WssGWAS, respectively) for yearling temperament (YT) in North American Angus cattle using haplotypes. Approximately 266 K YT records and 70 K animals genotyped using a 50 K single nucleotide polymorphisms (SNP) panel were used. Linkage disequilibrium thresholds (LD) of 0.15, 0.50, and 0.80 were used to create the haploblocks, and the inclusion of non-LD-clustered SNPs (NCSNP) with the haplotypes in the genomic models was also evaluated. WssGWAS did not perform better than ssGWAS. Cattle YT was found to be a highly polygenic trait, with genes and quantitative trait loci (QTL) broadly distributed across the whole genome. Association studies using LD-based haplotypes should include NCSNPs and different LD thresholds to increase the likelihood of finding the relevant genomic regions affecting the trait of interest. The main candidate genes identified, i.e., ATXN10, ADAM10, VAX2, ATP6V1B1, CRISPLD1, CAPRIN1, FA2H, SPEF2, PLXNA1, and CACNA2D3, are involved in important biological processes and metabolic pathways related to behavioral traits, social interactions, and aggressiveness in cattle. Future studies should further investigate the role of these candidate genes.
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spelling pubmed-87750552022-01-21 Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle Araujo, Andre C. Carneiro, Paulo L. S. Alvarenga, Amanda B. Oliveira, Hinayah R. Miller, Stephen P. Retallick, Kelli Brito, Luiz F. Genes (Basel) Article Behavior is a complex trait and, therefore, understanding its genetic architecture is paramount for the development of effective breeding strategies. The objective of this study was to perform traditional and weighted single-step genome-wide association studies (ssGWAS and WssGWAS, respectively) for yearling temperament (YT) in North American Angus cattle using haplotypes. Approximately 266 K YT records and 70 K animals genotyped using a 50 K single nucleotide polymorphisms (SNP) panel were used. Linkage disequilibrium thresholds (LD) of 0.15, 0.50, and 0.80 were used to create the haploblocks, and the inclusion of non-LD-clustered SNPs (NCSNP) with the haplotypes in the genomic models was also evaluated. WssGWAS did not perform better than ssGWAS. Cattle YT was found to be a highly polygenic trait, with genes and quantitative trait loci (QTL) broadly distributed across the whole genome. Association studies using LD-based haplotypes should include NCSNPs and different LD thresholds to increase the likelihood of finding the relevant genomic regions affecting the trait of interest. The main candidate genes identified, i.e., ATXN10, ADAM10, VAX2, ATP6V1B1, CRISPLD1, CAPRIN1, FA2H, SPEF2, PLXNA1, and CACNA2D3, are involved in important biological processes and metabolic pathways related to behavioral traits, social interactions, and aggressiveness in cattle. Future studies should further investigate the role of these candidate genes. MDPI 2021-12-22 /pmc/articles/PMC8775055/ /pubmed/35052358 http://dx.doi.org/10.3390/genes13010017 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Araujo, Andre C.
Carneiro, Paulo L. S.
Alvarenga, Amanda B.
Oliveira, Hinayah R.
Miller, Stephen P.
Retallick, Kelli
Brito, Luiz F.
Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title_full Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title_fullStr Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title_full_unstemmed Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title_short Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle
title_sort haplotype-based single-step gwas for yearling temperament in american angus cattle
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8775055/
https://www.ncbi.nlm.nih.gov/pubmed/35052358
http://dx.doi.org/10.3390/genes13010017
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