Short Communication: Reduced GBLUP equations to core animals in the algorithm for proven and young (APY)

IF 1.9 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Mohammad Ali Nilforooshan
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Abstract

The number of animal genotypes is rapidly increasing, and a major challenge for animal models is inverting the genomic relationship matrix (G). Matrix G has a limited dimensionality, and the algorithm for proven and young (APY) makes inverting a large G possible via the inverse of a block diagonal of G with a size equivalent to the dimensionality of G. APY divides genotyped animals into core and non-core groups, and breeding values of non-core animals are conditioned on the breeding values of core animals. Therefore, there is the possibility of opting out equations for non-core animals from the model. A methodology was presented for a reduced APY genomic BLUP (GBLUP) to equations for core animals. Using a small example dataset, the method was validated by the equality of the full and the reduced model analysis results. Absorption of fixed effect equations into random effect equations was successful in reducing the number of equations to solve and producing the same random effect solutions. Extending the method to APY single-step GBLUP (ssGBLUP) was not computationally justifiable. Other reduction techniques exist for ssGBLUP (regardless of APY or non-APY) that work by reducing the number of equations for non-genotyped animals. The number of equations can further be reduced by data pruning.

简短交流:经证明的和年轻的算法(APY)中核心动物的GBLUP简化方程
动物基因型的数量正在迅速增加,动物模型面临的一个主要挑战是倒转基因组关系矩阵(G)。矩阵 G 的维数有限,而 "成熟与年轻算法"(APY)可以通过 G 的对角线块的逆变换(其大小与 G 的维数相当)来反转大型矩阵 G。因此,可以将非核心动物的方程从模型中剔除。本文提出了一种将 APY 基因组 BLUP(GBLUP)简化为核心动物方程的方法。利用一个小型示例数据集,通过完整模型和简化模型分析结果的相等性验证了该方法。将固定效应方程吸收到随机效应方程中成功地减少了需要求解的方程数量,并产生了相同的随机效应解。将该方法扩展到 APY 单步 GBLUP(ssGBLUP)在计算上是不合理的。对于 ssGBLUP(不分 APY 或非 APY),还有其他减少方程数量的技术,可以减少非基因分型动物的方程数量。通过数据剪枝可以进一步减少方程的数量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Veterinary and Animal Science
Veterinary and Animal Science Veterinary-Veterinary (all)
CiteScore
3.50
自引率
0.00%
发文量
43
审稿时长
47 days
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