Suppr超能文献

中国荷斯坦牛体型性状的全基因组关联分析

Genome-wide association analysis of body conformation traits in Chinese Holstein Cattle.

作者信息

Li Shuangshuang, Ge Fei, Chen Lili, Liu Yuxin, Chen Yan, Ma Yi

机构信息

Tianjin Key Laboratory of Animal Molecular Breeding and Biotechnology, Tianjin Engineering Research Center of Animal Healthy Farming, Institute of Animal Science and Veterinary, Tianjin Academy of Agricultural Sciences, Tianjin, 300381, China.

Tianjin Key Laboratory of Agricultural Animal Breeding and Healthy Husbandry, College of Animal Science and Veterinary Medicine, Tianjin Agricultural University, Tianjin, 300392, China.

出版信息

BMC Genomics. 2024 Dec 3;25(1):1174. doi: 10.1186/s12864-024-11090-8.

Abstract

BACKGROUND

The body conformation traits of dairy cattle are closely related to their production performance and health. The present study aimed to identify gene variants associated with body conformation traits in Chinese Holstein cattle and provide marker loci for genomic selection in dairy cattle breeding. These findings could offer robust theoretical support for optimizing the health of dairy cattle and enhancing their production performance.

RESULTS

This study involved 586 Chinese Holstein cattle and used the predicted transmitting abilities (PTAs) of 17 body conformation traits evaluated by the Council on Dairy Cattle Breeding in the USA as phenotypic values. These traits were categorized into body size traits, rump traits, feet/legs traits, udder traits, and dairy characteristic traits. On the basis of the genomic profiling results from the Genomic Profiler Bovine 100 K SNP chip, genotype data were quality controlled via PLINK software, and 586 individuals and 80,713 SNPs were retained for further analysis. Genome-wide association studies (GWASs) were conducted via GEMMA software, which employs both univariate linear mixed models (LMMs) and multivariate linear mixed models (mvLMMs). The Bonferroni method was used to determine the significance threshold, identifying gene variants significantly associated with body conformation traits in Chinese Holstein cattle. The single-trait GWAS identified 24 SNPs significantly associated with body conformation traits (P < 0.01), with annotation leading to the identification of 21 candidate genes. The multi-trait GWAS identified 54 SNPs, which were annotated to 57 candidate genes, including 39 new SNPs not identified in the single-trait GWAS. Additionally, 14 SNPs in the 86.84-87.41 Mb region of chromosome 6 were significantly associated with multiple traits, such as body size, udder, and dairy characteristics. Four genes-SLC4A4, GC, NPFFR2, and ADAMTS3-were annotated in this region.

CONCLUSIONS

A total of 63 SNPs were identified as significantly associated with 17 body conformation traits in Chinese Holstein cattle through both single-trait and multi-trait GWAS analyses. Sixty-six candidate genes were annotated, with 12 genes identified by both methods, such as SLC4A4, GC, NPFFR2, and ADAMTS3, which are involved in pathways such as growth hormone synthesis and secretion, sphingolipid signaling, and dopaminergic synapse pathways. These findings provide potential genetic marker information related to body conformation traits for the breeding of Chinese Holstein cattle.

摘要

背景

奶牛的体型性状与其生产性能和健康状况密切相关。本研究旨在鉴定中国荷斯坦牛中与体型性状相关的基因变异,并为奶牛育种中的基因组选择提供标记位点。这些发现可为优化奶牛健康状况和提高其生产性能提供有力的理论支持。

结果

本研究涉及586头中国荷斯坦牛,并将美国奶牛育种委员会评估的17种体型性状的预测传递能力(PTA)用作表型值。这些性状被分为体型性状、臀部性状、蹄/腿部性状、乳房性状和乳用特征性状。基于Genomic Profiler Bovine 100K SNP芯片的基因组分析结果,通过PLINK软件对基因型数据进行质量控制,保留了586个个体和80,713个单核苷酸多态性(SNP)用于进一步分析。通过GEMMA软件进行全基因组关联研究(GWAS),该软件采用单变量线性混合模型(LMM)和多变量线性混合模型(mvLMM)。使用Bonferroni方法确定显著性阈值,鉴定出与中国荷斯坦牛体型性状显著相关的基因变异。单性状GWAS鉴定出24个与体型性状显著相关的SNP(P < 0.01),经注释后鉴定出21个候选基因。多性状GWAS鉴定出54个SNP,注释到57个候选基因,其中包括单性状GWAS中未鉴定出的39个新SNP。此外,6号染色体86.84 - 87.41 Mb区域的14个SNP与多种性状显著相关,如体型、乳房和乳用特征。该区域注释到四个基因——SLC4A4、GC、NPFFR2和ADAMTS3。

结论

通过单性状和多性状GWAS分析,共鉴定出63个与中国荷斯坦牛17种体型性状显著相关的SNP。注释了66个候选基因,两种方法均鉴定出12个基因,如SLC4A4、GC、NPFFR2和ADAMTS3,它们参与生长激素合成与分泌、鞘脂信号传导和多巴胺能突触途径等通路。这些发现为中国荷斯坦牛育种提供了与体型性状相关的潜在遗传标记信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/abbe/11616231/82951b00b3fb/12864_2024_11090_Fig1_HTML.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验