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基因组学和转录组学分析可用于鉴定与荷斯坦奶牛皮下脂肪沉积相关的重要基因。

Genomic and transcriptomic analyses enable the identification of important genes associated with subcutaneous fat deposition in Holstein cows.

机构信息

Laboratory of Animal Genetics, Breeding and Reproduction, Ministry of Agriculture of China, National Engineering Laboratory of Animal Breeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China.

Department of Animal Sciences, Purdue University, West Lafayette, IN 47907, USA.

出版信息

J Genet Genomics. 2023 Jun;50(6):385-397. doi: 10.1016/j.jgg.2023.01.011. Epub 2023 Feb 3.

Abstract

Subcutaneous fat deposition has many important roles in dairy cattle, including immunological defense and mechanical protection. The main objectives of this study are to identify key candidate genes regulating subcutaneous fat deposition in high-producing dairy cows by integrating genomic and transcriptomic datasets. A total of 1654 genotyped Holstein cows are used to perform a genome-wide association study (GWAS) aiming to identify genes associated with subcutaneous fat deposition. Subsequently, weighted gene co-expression network analyses (WGCNA) are conducted based on RNA-sequencing data of 34 cows and cow yield deviations of subcutaneous fat deposition. Lastly, differentially expressed (DE) mRNA, lncRNA, and differentially alternative splicing genes are obtained for 12 Holstein cows with extreme and divergent phenotypes for subcutaneous fat deposition. Forty-six protein-coding genes are identified as candidate genes regulating subcutaneous fat deposition in Holstein cattle based on GWAS. Eleven overlapping genes are identified based on the analyses of DE genes and WGCNA. Furthermore, the candidate genes identified based on GWAS, WGCNA, and analyses of DE genes are significantly enriched for pathways involved in metabolism, oxidative phosphorylation, thermogenesis, fatty acid degradation, and glycolysis/gluconeogenesis pathways. Integrating all findings, the NID2, STARD3, UFC1, DEDD, PPP1R1B, and USP21 genes are considered to be the most important candidate genes influencing subcutaneous fat deposition traits in Holstein cows. This study provides novel insights into the regulation mechanism underlying fat deposition in high-producing dairy cows, which will be useful when designing management and breeding strategies.

摘要

皮下脂肪沉积在奶牛中有许多重要作用,包括免疫防御和机械保护。本研究的主要目的是通过整合基因组和转录组数据集,鉴定调控高产奶牛皮下脂肪沉积的关键候选基因。总共使用了 1654 头荷斯坦奶牛进行全基因组关联研究(GWAS),旨在鉴定与皮下脂肪沉积相关的基因。随后,基于 34 头奶牛的 RNA-seq 数据和皮下脂肪沉积的牛产量偏差进行加权基因共表达网络分析(WGCNA)。最后,对 12 头具有极端和不同皮下脂肪沉积表型的荷斯坦奶牛进行差异表达(DE)mRNA、lncRNA 和差异可变剪接基因分析。基于 GWAS 鉴定了 46 个与荷斯坦牛皮下脂肪沉积相关的候选基因。基于 DE 基因和 WGCNA 分析,鉴定了 11 个重叠基因。此外,基于 GWAS、WGCNA 和 DE 基因分析鉴定的候选基因显著富集于代谢、氧化磷酸化、产热、脂肪酸降解和糖酵解/糖异生途径。综合所有发现,NID2、STARD3、UFC1、DED、PPP1R1B 和 USP21 基因被认为是影响荷斯坦奶牛皮下脂肪沉积性状的最重要候选基因。本研究为高产奶牛脂肪沉积的调控机制提供了新的见解,这将有助于设计管理和育种策略。

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