Genome-Wide Association Study of Conformation Traits in Brazilian Holstein Cattle.
Emanueli F P SilvaRita C GaiaHenrique A MulimLuís Fernando Batista PintoLaiza Helena de Souza IungLuiz Fernando BritoVictor Breno PedrosaPublished in: Animals : an open access journal from MDPI (2024)
The linear conformation of animals exerts an influence on health, reproduction, production, and welfare, in addition to longevity, which directly affects the profitability of milk-producing farms. The objectives of this study were (1) to perform genome-wide association studies (GWASs) of conformation traits, namely the Rump, Feet and Legs, Mammary System, Dairy Strength, and Final Classification traits, and (2) to identify genes and related pathways involved in physiological processes associated with conformation traits in Brazilian Holstein cattle. Phenotypic and genotypic data from 2339 Holstein animals distributed across the states of Rio Grande do Sul, Paraná, São Paulo, and Minas Gerais were used. The genotypic data were obtained with a 100 K SNP marker panel. The single-step genome-wide association study (ssGWAS) method was employed in the analyses. Genes close to a significant SNP were identified in an interval of 100 kb up- and downstream using the Ensembl database available in the BioMart tool. The DAVID database was used to identify the main metabolic pathways and the STRING program was employed to create the gene regulatory network. In total, 36 significant SNPs were found on 15 chromosomes; 27 of these SNPs were linked to genes that may influence the traits studied. Fourteen genes most closely related to the studied traits were identified, as well as four genes that showed interactions in important metabolic pathways such as myogenesis, adipogenesis, and angiogenesis. Among the total genes, four were associated with myogenesis ( TMOD2 , TMOD3 , CCND2 , and CTBP2 ), three with angiogenesis ( FGF23 , FGF1 , and SCG3 ), and four with adipogenesis and body size and development ( C5H12orf4 , CCND2 , EMILIN1 , and FGF6 ). These results contribute to a better understanding of the biological mechanisms underlying phenotypic variability in conformation traits in Brazilian Holstein cattle.
Keyphrases
- genome wide
- dna methylation
- genome wide association study
- healthcare
- public health
- crystal structure
- bioinformatics analysis
- dairy cows
- gene expression
- emergency department
- genome wide association
- machine learning
- type diabetes
- deep learning
- genome wide identification
- big data
- quality improvement
- vascular endothelial growth factor
- risk assessment
- high fat diet induced
- solid state