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Parameters affecting genome simulation for evaluating genomic selection method

机译:影响基因组模拟的参数,用于评估基因组选择方法

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The present study investigated the parameter settings for obtaining a simulated genome at steady state of allele frequency (mutation-drift equilibrium) and linkage disequilibrium (LD), and evaluated the impact of whether or not the simulated genome reached steady state of allele frequency and LD on the accuracy of genomic estimated breeding values (GEBVs). After 500 to 50000 historical generations, the base population and subsequent seven generations were generated as recent populations. The allele frequency distribution of the last generations of the historical population and LD in the base population were calculated when varying the values of five parameters: initial minor allele frequency, mutation rate, effective population size, number of markers and chromosome length. The accuracies of GEBVs in the last generation of the recent population were calculated by genomic best linear unbiased prediction. The number of historical generations required to reach mutation-drift equilibrium depended on the initial allele frequency and mutation rate. Regardless of the parameters, LD reached a steady state before allele frequency distribution reached mutation-drift equilibrium. The accuracies of GEBVs largely reflect the extent of linkage disequilibrium with the exception of varying chromosome length, although there were no associations between the accuracies of GEBVs and allele frequency distribution.
机译:本研究调查了在等位基因频率(突变漂移平衡)和连锁不平衡(LD)稳态下获得模拟基因组的参数设置,并评估了模拟基因组是否达到等位基因频率和LD稳态的影响估计基因组育种值(GEBV)的准确性。在500到50000个历史世代之后,基本种群和随后的7代作为最近的种群产生。当改变五个参数:初始次要等位基因频率,突变率,有效种群大小,标记数和染色体长度五个参数的值时,可以计算出历史种群最后几代和基础种群中LD的等位基因频率分布。通过基因组最佳线性无偏预测来计算最近种群中最后一代的GEBV的准确性。达到突变漂移平衡所需的历史代数取决于初始等位基因频率和突变率。无论参数如何,在等位基因频率分布达到突变漂移平衡之前,LD达到稳定状态。尽管GEBVs的准确性与等位基因频率分布之间没有关联,但GEBVs的准确性在很大程度上反映了连锁不平衡的程度,但染色体长度不同。

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