Do D N, Bissonnette N, Lacasse P, Miglior F, Sargolzaei M, Zhao X, Ibeagha-Awemu E M
Agriculture and Agri-Food Canada, Sherbrooke Research and Development Centre, Sherbrooke, QC, J1M 0C8, Canada; Department of Animal Science, McGill University, Ste-Anne-de-Bellevue, QC, H9X 3V9, Canada.
Agriculture and Agri-Food Canada, Sherbrooke Research and Development Centre, Sherbrooke, QC, J1M 0C8, Canada.
J Dairy Sci. 2017 Mar;100(3):1955-1970. doi: 10.3168/jds.2016-11910. Epub 2017 Jan 11.
Lactation persistency (LP), defined as the rate of declining milk yield after milk peak, is an economically important trait for dairy cattle. Improving LP is considered a good alternative method for increasing overall milk production because it does not cause the negative energy balance and other health issues that cows experience during peak milk production. However, little is known about the biology of LP. A genome-wide association study (GWAS) and pathway enrichment were used to explore the genetic mechanisms underlying LP. The GWAS was performed using a univariate regression mixed linear model on LP data of 3,796 cows and 44,100 single nucleotide polymorphisms (SNP). Eight and 47 SNP were significantly and suggestively associated with LP, respectively. The 2 most important quantitative trait loci regions for LP were (1) a region from 106 to 108 Mb on Bos taurus autosome (BTA) 5, where the most significant SNP (ARS-BFGL-NGS-2399) was located and also formed a linkage disequilibrium block with 3 other SNP; and (2) a region from 29.3 to 31.3 Mb on BTA 20, which contained 3 significant SNP. Based on physical positions, MAN1C1, MAP3K5, HCN1, TSPAN9, MRPS30, TEX14, and CCL28 are potential candidate genes for LP because the significant SNP were located in their intronic regions. Enrichment analyses of a list of 536 genes in 0.5-Mb flanking regions of significant and suggestive SNP indicates that synthesis of milk components, regulation of cell apoptosis processes and insulin, and prolactin signaling pathways are important for LP. Upstream regulators relevant for LP positional candidate genes were prolactin (PRL), peroxisome proliferator-activated receptor gamma (PPARG), and Erb-B2 receptor tyrosine kinase 2 (ERBB2). Several networks related to cellular development, proliferation and death were significantly enriched for LP positional candidate genes. In conclusion, this study detected several SNP, genes, and interesting regions for fine mapping and validation of candidate genes and SNP for potential use in selection for improved LP. This study also provided further insights on the biology of LP which will help to prioritize selected candidate genes for functional validation and application.
泌乳持续性(LP)定义为产奶高峰后产奶量下降的速率,是奶牛的一个重要经济性状。提高LP被认为是增加总体产奶量的一种良好替代方法,因为它不会导致奶牛在产奶高峰期所经历的负能量平衡和其他健康问题。然而,关于LP的生物学特性知之甚少。本研究采用全基因组关联研究(GWAS)和通路富集分析来探究LP潜在的遗传机制。GWAS运用单变量回归混合线性模型,对3796头奶牛的LP数据和44100个单核苷酸多态性(SNP)进行分析。分别有8个和47个SNP与LP显著相关和潜在相关。LP最重要的两个数量性状基因座区域为:(1)牛常染色体(BTA)5上106至108 Mb的区域,其中最显著的SNP(ARS-BFGL-NGS-2399)位于该区域,并且还与其他3个SNP形成了一个连锁不平衡块;(2)BTA 20上29.3至31.3 Mb的区域,该区域包含3个显著的SNP。基于物理位置,MAN1C1、MAP3K5、HCN1、TSPAN9、MRPS30、TEX14和CCL28是LP的潜在候选基因,因为显著的SNP位于它们的内含子区域。对显著和潜在SNP侧翼0.5 Mb区域内536个基因列表进行的富集分析表明,乳成分合成、细胞凋亡过程调控以及胰岛素和催乳素信号通路对LP很重要。与LP位置候选基因相关的上游调节因子为催乳素(PRL)、过氧化物酶体增殖物激活受体γ(PPARG)和表皮生长因子受体2(ERBB2)。与细胞发育、增殖和死亡相关的几个网络在LP位置候选基因中显著富集。总之,本研究检测到了几个SNP、基因以及一些有趣的区域,可用于精细定位和验证候选基因及SNP,以便在选择中潜在地用于改善LP。本研究还为LP的生物学特性提供了进一步的见解,这将有助于确定用于功能验证和应用的选定候选基因的优先级。