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Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle
BACKGROUND: Genotypic information produced from single nucleotide polymorphism (SNP) arrays has routinely been used to identify genomic regions associated with complex traits in beef and dairy cattle. Herein, we assembled a dataset consisting of 15,815 Red Angus beef cattle distributed across the co...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9287884/ https://www.ncbi.nlm.nih.gov/pubmed/35842584 http://dx.doi.org/10.1186/s12864-022-08667-6 |
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author | Smith, Johanna L. Wilson, Miranda L. Nilson, Sara M. Rowan, Troy N. Schnabel, Robert D. Decker, Jared E. Seabury, Christopher M. |
author_facet | Smith, Johanna L. Wilson, Miranda L. Nilson, Sara M. Rowan, Troy N. Schnabel, Robert D. Decker, Jared E. Seabury, Christopher M. |
author_sort | Smith, Johanna L. |
collection | PubMed |
description | BACKGROUND: Genotypic information produced from single nucleotide polymorphism (SNP) arrays has routinely been used to identify genomic regions associated with complex traits in beef and dairy cattle. Herein, we assembled a dataset consisting of 15,815 Red Angus beef cattle distributed across the continental U.S. and a union set of 836,118 imputed SNPs to conduct genome-wide association analyses (GWAA) for growth traits using univariate linear mixed models (LMM); including birth weight, weaning weight, and yearling weight. Genomic relationship matrix heritability estimates were produced for all growth traits, and genotype-by-environment (GxE) interactions were investigated. RESULTS: Moderate to high heritabilities with small standard errors were estimated for birth weight (0.51 ± 0.01), weaning weight (0.25 ± 0.01), and yearling weight (0.42 ± 0.01). GWAA revealed 12 pleiotropic QTL (BTA6, BTA14, BTA20) influencing Red Angus birth weight, weaning weight, and yearling weight which met a nominal significance threshold (P ≤ 1e-05) for polygenic traits using 836K imputed SNPs. Moreover, positional candidate genes associated with Red Angus growth traits in this study (i.e., LCORL, LOC782905, NCAPG, HERC6, FAM184B, SLIT2, MMRN1, KCNIP4, CCSER1, GRID2, ARRDC3, PLAG1, IMPAD1, NSMAF, PENK, LOC112449660, MOS, SH3PXD2B, STC2, CPEB4) were also previously associated with feed efficiency, growth, and carcass traits in beef cattle. Collectively, 14 significant GxE interactions were also detected, but were less consistent among the investigated traits at a nominal significance threshold (P ≤ 1e-05); with one pleiotropic GxE interaction detected on BTA28 (24 Mb) for Red Angus weaning weight and yearling weight. CONCLUSIONS: Sixteen well-supported QTL regions detected from the GWAA and GxE GWAA for growth traits (birth weight, weaning weight, yearling weight) in U.S. Red Angus cattle were found to be pleiotropic. Twelve of these pleiotropic QTL were also identified in previous studies focusing on feed efficiency and growth traits in multiple beef breeds and/or their composites. In agreement with other beef cattle GxE studies our results implicate the role of vasodilation, metabolism, and the nervous system in the genetic sensitivity to environmental stress. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08667-6. |
format | Online Article Text |
id | pubmed-9287884 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92878842022-07-17 Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle Smith, Johanna L. Wilson, Miranda L. Nilson, Sara M. Rowan, Troy N. Schnabel, Robert D. Decker, Jared E. Seabury, Christopher M. BMC Genomics Research BACKGROUND: Genotypic information produced from single nucleotide polymorphism (SNP) arrays has routinely been used to identify genomic regions associated with complex traits in beef and dairy cattle. Herein, we assembled a dataset consisting of 15,815 Red Angus beef cattle distributed across the continental U.S. and a union set of 836,118 imputed SNPs to conduct genome-wide association analyses (GWAA) for growth traits using univariate linear mixed models (LMM); including birth weight, weaning weight, and yearling weight. Genomic relationship matrix heritability estimates were produced for all growth traits, and genotype-by-environment (GxE) interactions were investigated. RESULTS: Moderate to high heritabilities with small standard errors were estimated for birth weight (0.51 ± 0.01), weaning weight (0.25 ± 0.01), and yearling weight (0.42 ± 0.01). GWAA revealed 12 pleiotropic QTL (BTA6, BTA14, BTA20) influencing Red Angus birth weight, weaning weight, and yearling weight which met a nominal significance threshold (P ≤ 1e-05) for polygenic traits using 836K imputed SNPs. Moreover, positional candidate genes associated with Red Angus growth traits in this study (i.e., LCORL, LOC782905, NCAPG, HERC6, FAM184B, SLIT2, MMRN1, KCNIP4, CCSER1, GRID2, ARRDC3, PLAG1, IMPAD1, NSMAF, PENK, LOC112449660, MOS, SH3PXD2B, STC2, CPEB4) were also previously associated with feed efficiency, growth, and carcass traits in beef cattle. Collectively, 14 significant GxE interactions were also detected, but were less consistent among the investigated traits at a nominal significance threshold (P ≤ 1e-05); with one pleiotropic GxE interaction detected on BTA28 (24 Mb) for Red Angus weaning weight and yearling weight. CONCLUSIONS: Sixteen well-supported QTL regions detected from the GWAA and GxE GWAA for growth traits (birth weight, weaning weight, yearling weight) in U.S. Red Angus cattle were found to be pleiotropic. Twelve of these pleiotropic QTL were also identified in previous studies focusing on feed efficiency and growth traits in multiple beef breeds and/or their composites. In agreement with other beef cattle GxE studies our results implicate the role of vasodilation, metabolism, and the nervous system in the genetic sensitivity to environmental stress. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08667-6. BioMed Central 2022-07-16 /pmc/articles/PMC9287884/ /pubmed/35842584 http://dx.doi.org/10.1186/s12864-022-08667-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Smith, Johanna L. Wilson, Miranda L. Nilson, Sara M. Rowan, Troy N. Schnabel, Robert D. Decker, Jared E. Seabury, Christopher M. Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title | Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title_full | Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title_fullStr | Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title_full_unstemmed | Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title_short | Genome-wide association and genotype by environment interactions for growth traits in U.S. Red Angus cattle |
title_sort | genome-wide association and genotype by environment interactions for growth traits in u.s. red angus cattle |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9287884/ https://www.ncbi.nlm.nih.gov/pubmed/35842584 http://dx.doi.org/10.1186/s12864-022-08667-6 |
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