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Genome-wide association analysis and genetic architecture of egg weight and egg uniformity in layer chickens

机译:蛋鸡体重和蛋均匀度的全基因组关联分析和遗传结构

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摘要

The pioneering work by Professor Soller et?al., among others, on the use of genetic markers to analyze quantitative traits has provided opportunities to discover their genetic architecture in livestock by identifying quantitative trait loci (QTL). The recent availability of high-density single nucleotide polymorphism (SNP) panels has advanced such studies by capitalizing on population-wide linkage disequilibrium at positions across the genome. In this study, genomic prediction model Bayes-B was used to identify genomic regions associated with the mean and standard deviation of egg weight at three ages in a commercial brown egg layer line. A total of 24?425 segregating SNPs were evaluated simultaneously using over 2900 genotyped individuals or families. The corresponding phenotypic records were represented as individual measurements or family means from full-sib progeny. A novel approach using the posterior distribution of window variances from the Monte Carlo Markov Chain samples was used to describe genetic architecture and to make statistical inferences about regions with the largest effects. A QTL region on chromosome 4 was found to explain a large proportion of the genetic variance for the mean (30%) and standard deviation (up to 16%) of the weight of eggs laid at specific ages. Additional regions with smaller effects on chromosomes 2, 5, 6, 8, 20, 23, 28 and Z showed suggestive associations with mean egg weight and a region on chromosome 13 with the standard deviation of egg weight at 26–28?weeks of age. The genetic architecture of the analyzed traits was characterized by a limited number of genes or genomic regions with large effects and many regions with small polygenic effects. The region on chromosome 4 can be used to improve both the mean and standard deviation of egg weight by marker-assisted selection.
机译:Soller等人的开创性工作,尤其是利用遗传标记分析数量性状,为通过鉴定数量性状基因座(QTL)发现家畜的遗传结构提供了机会。高密度单核苷酸多态性(SNP)面板的最新可用性通过利用整个基因组位置的群体范围内的连锁不平衡而推进了此类研究。在这项研究中,使用基因组预测模型Bayes-B来识别与商业化棕色蛋层品系中三个年龄段的蛋重的均值和标准差相关的基因组区域。使用2900多个基因分型的个体或家庭,同时评估了总共24?425个分离的SNP。相应的表型记录表示为来自全同胞子代的个体测量或家庭平均值。一种使用来自蒙特卡洛马尔科夫链样本的窗口方差的后验分布的新颖方法来描述遗传结构,并对影响最大的区域进行统计推断。发现第4号染色体上的QTL区域解释了在特定年龄下卵重的平均(30%)和标准偏差(最大16%)的遗传变异的很大一部分。其他对染色体2、5、6、8、20、23、28和Z的影响较小的区域显示出与平均卵重的暗示关联,而在13号染色体上的区域与26-28周龄的卵重的标准偏差相关。所分析性状的遗传结构的特征是有限的基因或基因组区域影响大,而许多区域的基因突变率小。通过标记辅助选择,第4号染色体上的区域可用于改善鸡蛋重量的平均值和标准差。

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