Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Aug 7;13(15):2545.
doi: 10.3390/ani13152545.

Genome-Wide Association Study of Lactation Traits in Chinese Holstein Cows in Southern China

Affiliations

Genome-Wide Association Study of Lactation Traits in Chinese Holstein Cows in Southern China

Minqiang Su et al. Animals (Basel). .

Abstract

Lactation traits are economically important for dairy cows. Southern China has a high-temperature and high-humidity climate, and environmental and genetic interactions greatly impact dairy cattle performance. The aim of this study was to identify novel single-nucleotide polymorphism sites and novel candidate genes associated with lactation traits in Chinese Holstein cows under high-temperature and humidity conditions in southern China. A genome-wide association study was performed for the lactation traits of 392 Chinese Holstein cows, using GGP Bovine 100 K SNP gene chips. Some 23 single nucleotide polymorphic loci significantly associated with lactation traits were screened. Among them, 16 were associated with milk fat rate, 7 with milk protein rate, and 3 with heat stress. A quantitative trait locus that significantly affects milk fat percentage in Chinese Holstein cows was identified within a window of approximately 0.5 Mb in the region of 0.4-0.9 Mb on Bos taurus autosome 14. According to Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses, ten genes (DGAT1, IDH2, CYP11B1, GFUS, CYC1, GPT, PYCR3, OPLAH, ALDH1A3, and NAPRT) associated with lactation fat percentage, milk yield, antioxidant activity, stress resistance, and inflammation and immune response were identified as key candidates for lactation traits. The results of this study will help in the development of an effective selection and breeding program for Chinese Holstein cows in high-temperature and humidity regions.

Keywords: Chinese Holstein cows; genome-wide association study; high temperature and humidity; lactation traits.

PubMed Disclaimer

Conflict of interest statement

The authors declare no conflict of interest.

Figures

Figure 1
Figure 1
(A) The PCA plot of top two principal components. (B) The kinship matrix diagram.
Figure 2
Figure 2
Manhattan plots and Q–Q plots from GWAS for MY, FP, and PP traits in Chinese Holstein cows. (A) MY: milk yield; (B) FP: milk fat percentage; (C) PP: milk protein percentage. In the Manhattan plot, above the blue horizontal line indicates a significant SNP chromosome level and above the red horizontal line indicates a significant SNP genomic level.
Figure 3
Figure 3
GO analysis of regional candidate genes for lactation traits.

References

    1. Kahi A.K., Nitter G. Developing breeding schemes for pasture based dairy production systems in Kenya: I. Derivation of economic values using profit functions. Livest. Prod. Sci. 2004;88:161–177. doi: 10.1016/j.livprodsci.2003.10.008. - DOI
    1. Qian L., Zhao A., Zhang Y., Chen T., Zeisel S.H., Jia W., Cai W. Metabolomic Approaches to Explore Chemical Diversity of Human Breast-Milk, Formula Milk and Bovine Milk. Int. J. Mol. Sci. 2016;17:2128. doi: 10.3390/ijms17122128. - DOI - PMC - PubMed
    1. Chen S., Chai M., Tian C., Li Y., Deng T., Wu H., Liu X. Genetic variants of fatty acid elongase 6 in Chinese Holstein cow. Gene. 2018;670:123–129. doi: 10.1016/j.gene.2018.05.073. - DOI - PubMed
    1. West J.W. Effects of Heat-Stress on Production in Dairy Cattle. J. Dairy. Sci. 2003;86:2131–2144. doi: 10.3168/jds.S0022-0302(03)73803-X. - DOI - PubMed
    1. Cowley F.C., Barber D.G., Houlihan A.V., Poppi D.P. Immediate and residual effects of heat stress and restricted intake on milk protein and casein composition and energy metabolism. J. Dairy. Sci. 2015;98:2356–2368. doi: 10.3168/jds.2014-8442. - DOI - PubMed

LinkOut - more resources