Using imputed whole-genome sequence variants to uncover candidate mutations and genes affecting milking speed and temperament in Holstein cattle
- PMID: 32952011
- DOI: 10.3168/jds.2020-18897
Using imputed whole-genome sequence variants to uncover candidate mutations and genes affecting milking speed and temperament in Holstein cattle
Abstract
Milking speed (MS) and temperament (MT) are 2 workability traits of great importance in dairy cattle production and breeding. This is mainly due to an increased intensification of the worldwide production systems and greater adoption of precision technologies with less human-cattle interaction. Both MS and MT are heritable traits and thus, genomic selection is a promising tool to expedite their genetic progress. However, the genetic architecture and biological mechanisms underlying the phenotypic expression of these traits remain underexplored. In this study, we investigated the association of >5.7 million imputed whole-genome sequence variants with MT and MS in 4,381 and 4,219 North American Holstein cattle, respectively. The statistical analyses were performed using a mixed linear model fitting a polygenic effect. We detected 40 and 35 significant SNPs independently associated with MT and MS, respectively, which were distributed across 26 chromosomes. Eight candidate genes (GRIN3A, KCNJ3, BOSTAUV1R417, BOSTAUV1R419, MAP2K5, KCTD3, GAP43, and LSAMP) were suggested to play an important role in MT as they are involved in biologically relevant pathways, such as glutamatergic synapse, vomeronasal receptor and oxytocin signaling. Within their coding and upstream sequences, we used an independent data set to further detect or validate significantly differentiated SNP between cattle breeds with known differences in MT. There were fewer candidate genes potentially implicated in MS, but immunity-related genes (e.g., BOLA-NC1 and LOC512672), also identified in other populations, were validated in this study. The significant SNP and novel candidate genes identified contribute to a better understanding of the biological mechanisms underlying both traits in dairy cattle. This information will also be useful for the optimization of prediction of genomic breeding values by giving greater weights to SNP located in the genomic regions identified.
Keywords: GWAS; behavior; docility; genome-wide association study; milking rate.
Copyright © 2020 American Dairy Science Association. Published by Elsevier Inc. All rights reserved.
Similar articles
-
Association analysis for udder index and milking speed with imputed whole-genome sequence variants in Nordic Holstein cattle.J Dairy Sci. 2018 Mar;101(3):2199-2212. doi: 10.3168/jds.2017-12982. Epub 2017 Dec 21. J Dairy Sci. 2018. PMID: 29274975
-
Genome-wide association for milk production traits and somatic cell score in different lactation stages of Ayrshire, Holstein, and Jersey dairy cattle.J Dairy Sci. 2019 Sep;102(9):8159-8174. doi: 10.3168/jds.2019-16451. Epub 2019 Jul 10. J Dairy Sci. 2019. PMID: 31301836
-
Analysis of the relationship between workability traits and functional longevity in Canadian dairy breeds.J Dairy Sci. 2010 Sep;93(9):4359-65. doi: 10.3168/jds.2009-2969. J Dairy Sci. 2010. PMID: 20723709
-
A systematic review with meta-analysis of heritability estimates for temperament-related traits in beef and dairy cattle populations.J Anim Breed Genet. 2025 Jan;142(1):1-23. doi: 10.1111/jbg.12874. Epub 2024 May 29. J Anim Breed Genet. 2025. PMID: 38807564 Free PMC article.
-
Invited review: Phenotyping strategies and genetic background of dairy cattle behavior in intensive production systems-From trait definition to genomic selection.J Dairy Sci. 2025 Jan;108(1):6-32. doi: 10.3168/jds.2024-24953. Epub 2024 Oct 9. J Dairy Sci. 2025. PMID: 39389298 Review.
Cited by
-
Detection of genomic regions that differentiate Bos indicus from Bos taurus ancestral breeds for milk yield in Indian crossbred cows.Front Genet. 2023 Jan 9;13:1082802. doi: 10.3389/fgene.2022.1082802. eCollection 2022. Front Genet. 2023. PMID: 36699459 Free PMC article.
-
Haplotype-Based Single-Step GWAS for Yearling Temperament in American Angus Cattle.Genes (Basel). 2021 Dec 22;13(1):17. doi: 10.3390/genes13010017. Genes (Basel). 2021. PMID: 35052358 Free PMC article.
-
Genome-Wide Association Study for Lactation Performance in the Early and Peak Stages of Lactation in Holstein Dairy Cows.Animals (Basel). 2022 Jun 14;12(12):1541. doi: 10.3390/ani12121541. Animals (Basel). 2022. PMID: 35739877 Free PMC article.
-
Whole-Genome Insights into the Genetic Basis of Conformation Traits in German Black Pied (DSN) Cattle.Genes (Basel). 2025 Apr 10;16(4):445. doi: 10.3390/genes16040445. Genes (Basel). 2025. PMID: 40282405 Free PMC article.
-
Genomewide Association Analyses of Lactation Persistency and Milk Production Traits in Holstein Cattle Based on Imputed Whole-Genome Sequence Data.Genes (Basel). 2021 Nov 19;12(11):1830. doi: 10.3390/genes12111830. Genes (Basel). 2021. PMID: 34828436 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Miscellaneous