Genome-Wide Association Study of Conformation Traits in Brazilian Holstein Cattle

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 (<i>TMOD2</i>, <i>TMOD3</i>, <i>CCND2</i>, and <i>CTBP2</i>), three with angiogenesis (<i>FGF23</i>, <i>FGF1</i>, and <i>SCG3</i>), and four with adipogenesis and body size and development (<i>C5H12orf4</i>, <i>CCND2</i>, <i>EMILIN1</i>, and <i>FGF6</i>). These results contribute to a better understanding of the biological mechanisms underlying phenotypic variability in conformation traits in Brazilian Holstein cattle.

Authors

Institutions

Publication Details

Journal
Animals
Published
2024-08-25
DOI
https://doi.org/10.3390/ani14172472
Citations
7
Primary Topic
Genetic and phenotypic traits in livestock
Type
article
Field-Weighted Citation Impact
3.85
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Genome-Wide Association Study of Conformation Traits in Brazilian Holstein Cattle

Luís Fernando Batista Pinto, Henrique A. Mulim, Laiza Helena de Souza Iung, Emanueli F. P. Silva et al.
7 citations
Animals
Genetic and phenotypic traits in livestock
3.85
article

Genome-Wide Association Study of Conformation Traits in Brazilian Holstein Cattle

Luís Fernando Batista Pinto, Henrique A. Mulim, Laiza Helena de Souza Iung, Emanueli F. P. Silva, Rita C. Gaia, Luiz F. Brito, Victor Breno Pedrosa
article en
7 citations

Abstract

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 (<i>TMOD2</i>, <i>TMOD3</i>, <i>CCND2</i>, and <i>CTBP2</i>), three with angiogenesis (<i>FGF23</i>, <i>FGF1</i>, and <i>SCG3</i>), and four with adipogenesis and body size and development (<i>C5H12orf4</i>, <i>CCND2</i>, <i>EMILIN1</i>, and <i>FGF6</i>). These results contribute to a better understanding of the biological mechanisms underlying phenotypic variability in conformation traits in Brazilian Holstein cattle.

AnimalsVol. 14(17)
Universidade Federal da Bahia (BR), Purdue University West Lafayette (US), Neogen (United States) (US), Universidade Estadual de Ponta Grossa (BR)
Openalex Percentile: Top 6%
Genetic and phenotypic traits in livestock
3.85
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.