Animal Breeding and Genomics Centre, Wageningen UR Livestock Research, P.O. Box 65, 8200 AB, Lelystad, The Netherlands.
Animal. 2012 Nov;6(11):1738-49. doi: 10.1017/S1751731112001152.
Genome-wide association studies for difficult-to-measure traits are generally limited by the sample size with accurate phenotypic data. The objective of this study was to utilise data on primiparous Holstein–Friesian cows from experimental farms in Ireland, the United Kingdom, the Netherlands and Sweden to identify genomic regions associated with the feed utilisation complex: fat and protein corrected milk yield (FPCM), dry matter intake (DMI), body condition score (BCS) and live-weight (LW). Phenotypic data and 37 590 single nucleotide polymorphisms (SNPs) were available on up to 1629 animals. Genetic parameters of the traits were estimated using a linear animal model with pedigree information, and univariate genome-wide association analyses were undertaken using Bayesian stochastic search variable selection performed using Gibbs sampling. The variation in the phenotypes explained by the SNPs on each chromosome was related to the size of the chromosome and was relatively consistent for each trait with the possible exceptions of BTA4 for BCS, BTA7, BTA13, BTA14, BTA18 for LW and BTA27 for DMI. For LW, BCS, DMI and FPCM, 266, 178, 206 and 254 SNPs had a Bayes factor .3, respectively. Olfactory genes and genes involved in the sensory smell process were overrepresented in a 500 kbp window around the significant SNPs. Potential candidate genes were involved with functions linked to insulin, epidermal growth factor and tryptophan.
针对难以衡量的特征进行全基因组关联研究通常受到具有准确表型数据的样本量限制。本研究的目的是利用爱尔兰、英国、荷兰和瑞典实验农场的初产荷斯坦-弗里森奶牛的数据,鉴定与饲料利用复杂性状相关的基因组区域:乳脂和乳蛋白校正乳产量(FPCM)、干物质采食量(DMI)、体况评分(BCS)和活重(LW)。表型数据和 37590 个单核苷酸多态性(SNP)可用于多达 1629 头动物。使用带有系谱信息的线性动物模型估计了性状的遗传参数,并使用贝叶斯随机搜索变量选择进行了单变量全基因组关联分析,使用 Gibbs 采样进行了随机搜索变量选择。每个染色体上 SNP 解释的表型变异与染色体的大小有关,对于每个性状相对一致,可能的例外是 BCS 的 BTA4、LW 的 BTA7、BTA13、BTA14、BTA18 和 DMI 的 BTA27。对于 LW、BCS、DMI 和 FPCM,分别有 266、178、206 和 254 个 SNP 的贝叶斯因子.3。嗅觉基因和参与感觉嗅觉过程的基因在显著 SNP 周围 500 kbp 窗口中过表达。潜在的候选基因参与与胰岛素、表皮生长因子和色氨酸相关的功能。