Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada.
Funct Integr Genomics. 2022 Dec;22(6):1361-1376. doi: 10.1007/s10142-022-00893-1. Epub 2022 Aug 24.
The high genetic heterogeneity and environmental effects of subfertility in livestock species make the elucidation of the genetic mechanisms associated with reproductive efficiency a difficult task. Network and co-expression network meta-analyses were applied alongside genetic variant calling and long non-coding RNA (lncRNA) characterization to identify functionally relevant target genes and regulatory subnetworks associated with fertility in dairy cattle. In total, 505 lncRNAs (441 previously annotated in the bovine reference genome ARS-UCD 1.2 and 64 novel lncRNAs) were identified. Seven differentially expressed genes between high-fertile (HF) and sub-fertile (SF) Holstein cows were identified in the network meta-analysis (CA5A, ENSBTAG00000051149, ENSBTAG00000003272, DEFB7, DIO2, TRPV3, and COL4A4). Additionally, seven functional candidate differentially co-expressed (DcoExp) modules with a differential regulatory pattern (|z-score|>2) were identified between HF and SF cows. The functional candidate genes and DcoExp modules identified were associated with fertility relevant processes such as the regulation of embryonic implantation and proliferation, interaction and molecule transfer between the fetus and the cow, and the immune system. These results help to better understand the genetic mechanisms associated with reproductive efficiency in dairy cattle through the identification of potential biomarkers and genetic variants associated with differentially expressed regulatory gene and lncRNAs regulatory element networks.
家畜品种的低生育率具有高度的遗传异质性和环境影响,这使得阐明与生殖效率相关的遗传机制成为一项艰巨的任务。本研究采用网络和共表达网络荟萃分析,结合遗传变异调用和长非编码 RNA(lncRNA)特征分析,鉴定与奶牛繁殖力相关的功能相关靶基因和调控子网络。共鉴定出 505 个 lncRNA(441 个先前在牛参考基因组 ARS-UCD 1.2 中注释,64 个新的 lncRNA)。在网络荟萃分析中,鉴定出了 7 个在高生育力(HF)和低生育力(SF)荷斯坦奶牛之间差异表达的基因(CA5A、ENSBTAG00000051149、ENSBTAG00000003272、DEFB7、DIO2、TRPV3 和 COL4A4)。此外,在 HF 和 SF 奶牛之间还鉴定出了 7 个具有差异调控模式(|z-score|>2)的功能候选差异共表达(DcoExp)模块。鉴定出的功能候选基因和 DcoExp 模块与胚胎着床和增殖调控、胎儿与奶牛之间的相互作用和分子转移以及免疫系统等与繁殖力相关的过程有关。这些结果通过鉴定与差异表达调控基因和 lncRNA 调控元件网络相关的潜在生物标志物和遗传变异,有助于更好地理解与奶牛生殖效率相关的遗传机制。