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基于加权基因共表达网络分析鉴定三河牛健康和乳成分性状的关键基因

Identification of the key genes in Sanhe cattle for health and milk composition traits based on the weighted gene co-expression network analysis.

作者信息

Wang Y N, Chen S Q, Tang Y J, Chen Q Z, Wang J H, Bai Y F, Zhou Y L, Xu H H, Li W L, Chen J, Cui J H, Wang Y C, Zhang Y L, Yu Y

机构信息

State Key Laboratory of Animal Biotech Breeding, National Engineering Laboratory for Animal Breeding, Breeding and Reproduction of Ministry of Agriculture and Rural Affairs, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China.

College of Food Science and Nutritional Engineering, China Agricultural University, Beijing 100083, China.

出版信息

J Dairy Sci. 2025 Jul;108(7):7741-7757. doi: 10.3168/jds.2024-25842. Epub 2025 Apr 11.

Abstract

Sanhe cattle are domestically bred dual-purpose (i.e., milk and meat) cattle in northeast China that exhibit exceptional adaptability, resilience, and milk composition traits. Nevertheless, few studies that have analyzed the transcriptome of Sanhe cattle and elucidated the key pathways and genes accountable for its immune and production traits. Weighted gene co-expression network analysis is effective for cattle genetic studies. In this study, with Holstein cattle (n = 82) serving as the dairy breed, we aimed to investigate the manifestations and regulatory pathways of the health and milk composition traits for the Sanhe cattle population (n = 61). We employed principal composition analysis and pathway scoring to compare the distinct characteristics between the 2 cattle breeds using transcriptome, routine blood examination, milk composition, and dairy herd improvement data. We then identified 20 hub genes and potentially crucial pathways that were specifically and significantly correlated with the health and milk composition traits of Sanhe cattle by weighted co-expression network analysis and enrichment analysis. We discovered 56 hub genes that might give rise to commonalities and differences in health and milk composition between Sanhe cattle and Holstein cattle. Finally, we examined the differences in hub gene expression in health and milk composition traits between Sanhe cattle and Holstein cattle using correlation analysis. Overall, this study establishes a foundation for further exploration of the molecular markers related to the health and milk composition traits of Sanhe cattle.

摘要

三河牛是中国东北地区培育的兼用型(即乳肉兼用)牛,具有出色的适应性、抗逆性和乳成分特性。然而,很少有研究分析过三河牛的转录组,阐明其免疫和生产性状的关键途径和基因。加权基因共表达网络分析对牛的遗传研究很有效。在本研究中,以荷斯坦奶牛(n = 82)作为乳用品种,我们旨在调查三河牛群体(n = 61)的健康和乳成分性状的表现及调控途径。我们采用主成分分析和通路评分,利用转录组、常规血液检查、乳成分和奶牛群改良数据来比较这两个牛品种之间的不同特征。然后,通过加权共表达网络分析和富集分析,我们鉴定出20个与三河牛的健康和乳成分性状特异性且显著相关的核心基因和潜在关键途径。我们发现56个核心基因可能导致三河牛和荷斯坦奶牛在健康和乳成分方面存在异同。最后,我们使用相关性分析研究了三河牛和荷斯坦奶牛在健康和乳成分性状方面核心基因表达的差异。总体而言,本研究为进一步探索与三河牛健康和乳成分性状相关的分子标记奠定了基础。

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