Seabury Christopher M, Oldeschulte David L, Saatchi Mahdi, Beever Jonathan E, Decker Jared E, Halley Yvette A, Bhattarai Eric K, Molaei Maral, Freetly Harvey C, Hansen Stephanie L, Yampara-Iquise Helen, Johnson Kristen A, Kerley Monty S, Kim JaeWoo, Loy Daniel D, Marques Elisa, Neibergs Holly L, Schnabel Robert D, Shike Daniel W, Spangler Matthew L, Weaber Robert L, Garrick Dorian J, Taylor Jeremy F
Department of Veterinary Pathobiology, Texas A&M University, College Station, 77843, USA.
Department of Animal Science, Iowa State University, Ames, 50011, USA.
BMC Genomics. 2017 May 18;18(1):386. doi: 10.1186/s12864-017-3754-y.
Single nucleotide polymorphism (SNP) arrays for domestic cattle have catalyzed the identification of genetic markers associated with complex traits for inclusion in modern breeding and selection programs. Using actual and imputed Illumina 778K genotypes for 3887 U.S. beef cattle from 3 populations (Angus, Hereford, SimAngus), we performed genome-wide association analyses for feed efficiency and growth traits including average daily gain (ADG), dry matter intake (DMI), mid-test metabolic weight (MMWT), and residual feed intake (RFI), with marker-based heritability estimates produced for all traits and populations.
Moderate and/or large-effect QTL were detected for all traits in all populations, as jointly defined by the estimated proportion of variance explained (PVE) by marker effects (PVE ≥ 1.0%) and a nominal P-value threshold (P ≤ 5e-05). Lead SNPs with PVE ≥ 2.0% were considered putative evidence of large-effect QTL (n = 52), whereas those with PVE ≥ 1.0% but < 2.0% were considered putative evidence for moderate-effect QTL (n = 35). Identical or proximal lead SNPs associated with ADG, DMI, MMWT, and RFI collectively supported the potential for either pleiotropic QTL, or independent but proximal causal mutations for multiple traits within and between the analyzed populations. Marker-based heritability estimates for all investigated traits ranged from 0.18 to 0.60 using 778K genotypes, or from 0.17 to 0.57 using 50K genotypes (reduced from Illumina 778K HD to Illumina Bovine SNP50). An investigation to determine if QTL detected by 778K analysis could also be detected using 50K genotypes produced variable results, suggesting that 50K analyses were generally insufficient for QTL detection in these populations, and that relevant breeding or selection programs should be based on higher density analyses (imputed or directly ascertained).
Fourteen moderate to large-effect QTL regions which ranged from being physically proximal (lead SNPs ≤ 3Mb) to fully overlapping for RFI, DMI, ADG, and MMWT were detected within and between populations, and included evidence for pleiotropy, proximal but independent causal mutations, and multi-breed QTL. Bovine positional candidate genes for these traits were functionally conserved across vertebrate species.
用于家养牛的单核苷酸多态性(SNP)阵列推动了与复杂性状相关的遗传标记的鉴定,以便纳入现代育种和选择计划。利用来自3个群体(安格斯牛、海福特牛、西门塔尔安格斯杂交牛)的3887头美国肉牛的实际和推算的Illumina 778K基因型,我们对饲料效率和生长性状进行了全基因组关联分析,这些性状包括平均日增重(ADG)、干物质采食量(DMI)、中期测试代谢体重(MMWT)和剩余饲料采食量(RFI),并对所有性状和群体进行了基于标记的遗传力估计。
在所有群体的所有性状中均检测到了中等和/或大效应数量性状基因座(QTL),其共同定义为标记效应解释的方差比例(PVE)(PVE≥1.0%)和名义P值阈值(P≤5e - 05)。PVE≥2.0%的领先SNP被视为大效应QTL的推定证据(n = 52),而PVE≥1.0%但<2.0%的SNP被视为中等效应QTL的推定证据(n = 35)。与ADG、DMI、MMWT和RFI相关的相同或近端领先SNP共同支持了多效性QTL的可能性,或分析群体内部和之间多个性状的独立但近端因果突变的可能性。使用778K基因型时,所有研究性状的基于标记的遗传力估计范围为0.18至0.60,使用50K基因型时(从Illumina 778K HD减少到Illumina Bovine SNP50),范围为0.17至0.57。一项关于使用50K基因型是否也能检测到778K分析所检测到的QTL的调查产生了可变结果,这表明50K分析通常不足以在这些群体中检测QTL,并且相关的育种或选择计划应基于更高密度的分析(推算或直接确定)。
在群体内部和之间检测到了14个中等至大效应的QTL区域,这些区域在物理位置上从近端(领先SNP≤3Mb)到RFI、DMI、ADG和MMWT完全重叠,并且包括多效性、近端但独立的因果突变和多品种QTL的证据。这些性状的牛定位候选基因在脊椎动物物种中功能保守。