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荷斯坦奶牛小母牛成活率和首次产犊过早的全基因组关联分析。

Genome-wide association analysis of heifer livability and early first calving in Holstein cattle.

作者信息

Gao Yahui, Marceau Alexis, Iqbal Victoria, Torres-Vázquez Jose Antonio, Neupane Mahesh, Jiang Jicai, Liu George E, Ma Li

机构信息

Department of Animal and Avian Sciences, University of Maryland, Room 2123, 8127 Regents Drive, College Park, MD, 20742, USA.

Animal Genomics and Improvement Laboratory, BARC, USDA-ARS, Beltsville, MD, 20705, USA.

出版信息

BMC Genomics. 2023 Oct 21;24(1):628. doi: 10.1186/s12864-023-09736-0.

Abstract

BACKGROUND

The survival and fertility of heifers are critical factors for the success of dairy farms. The mortality of heifers poses a significant challenge to the management and profitability of the dairy industry. In dairy farming, achieving early first calving of heifers is also essential for optimal productivity and sustainability. Recently, Council on Dairy Cattle Breeding (CDCB) and USDA have developed new evaluations of heifer health and fertility traits. However, the genetic basis of these traits has yet to be thoroughly studied.

RESULTS

Leveraging the extensive U.S dairy genomic database maintained at CDCB, we conducted large-scale GWAS analyses of two heifer traits, livability and early first calving. Despite the large sample size, we found no major QTL for heifer livability. However, we identified a major QTL in the bovine MHC region associated with early first calving. Our GO analysis based on nearby genes detected 91 significant GO terms with a large proportion related to the immune system. This QTL in the MHC region was also confirmed in the analysis of 27 K bull with imputed sequence variants. Since these traits have few major QTL, we evaluated the genome-wide distribution of GWAS signals across different functional genomics categories. For heifer livability, we observed significant enrichment in promotor and enhancer-related regions. For early calving, we found more associations in active TSS, active Elements, and Insulator. We also identified significant enrichment of CDS and conserved variants in the GWAS results of both traits. By linking GWAS results and transcriptome data from the CattleGTEx project via TWAS, we detected four and 23 significant gene-trait association pairs for heifer livability and early calving, respectively. Interestingly, we discovered six genes for early calving in the Bovine MHC region, including two genes in lymph node tissue and one gene each in blood, adipose, hypothalamus, and leukocyte.

CONCLUSION

Our large-scale GWAS analyses of two heifer traits identified a major QTL in the bovine MHC region for early first calving. Additional functional enrichment and TWAS analyses confirmed the MHC QTL with relevant biological evidence. Our results revealed the complex genetic basis of heifer health and fertility traits and indicated a potential connection between the immune system and reproduction in cattle.

摘要

背景

小母牛的存活和生育能力是奶牛场成功的关键因素。小母牛的死亡率对奶牛业的管理和盈利能力构成了重大挑战。在奶牛养殖中,使小母牛尽早首次产犊对于实现最佳生产力和可持续性也至关重要。最近,奶牛育种委员会(CDCB)和美国农业部(USDA)对小母牛的健康和生育性状开展了新的评估。然而,这些性状的遗传基础尚未得到深入研究。

结果

利用CDCB维护的庞大美国奶牛基因组数据库,我们对小母牛的两个性状——存活率和尽早首次产犊进行了大规模全基因组关联研究(GWAS)分析。尽管样本量很大,但我们未发现与小母牛存活率相关的主要数量性状位点(QTL)。然而,我们在牛的主要组织相容性复合体(MHC)区域鉴定出一个与尽早首次产犊相关的主要QTL。基于附近基因的基因本体(GO)分析检测到91个显著的GO术语,其中很大一部分与免疫系统相关。在对具有推算序列变异的27K公牛进行的分析中,也证实了MHC区域的这个QTL。由于这些性状的主要QTL较少,我们评估了GWAS信号在不同功能基因组类别中的全基因组分布。对于小母牛存活率,我们观察到启动子和增强子相关区域有显著富集。对于尽早产犊,我们在活跃转录起始位点(TSS)、活跃元件和绝缘子中发现了更多关联。我们还在这两个性状的GWAS结果中鉴定出编码序列(CDS)和保守变异的显著富集。通过全转录组关联研究(TWAS)将GWAS结果与来自CattleGTEx项目的转录组数据相联系,我们分别检测到与小母牛存活率和尽早产犊相关的4个和23个显著的基因-性状关联对。有趣的是,我们在牛的MHC区域发现了6个与尽早产犊相关的基因,其中包括淋巴结组织中的2个基因以及血液、脂肪、下丘脑和白细胞中各1个基因。

结论

我们对小母牛两个性状进行的大规模GWAS分析在牛的MHC区域鉴定出一个与尽早首次产犊相关的主要QTL。额外的功能富集和TWAS分析用相关生物学证据证实了MHC QTL。我们的结果揭示了小母牛健康和生育性状复杂的遗传基础,并表明牛的免疫系统与繁殖之间存在潜在联系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ed07/10590504/b0e0b4dfa7ab/12864_2023_9736_Fig1_HTML.jpg

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