Methods of Calculating Prediction Error Variance and Prediction Accuracy for Restricted Best Linear Unbiased Prediction of Breeding Values.

IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Masahiro Satoh
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引用次数: 0

Abstract

Prediction error variance (PEV) and prediction accuracy (PA) of breeding values (BVs) are essential for formulating breeding plans and predicting response to selection. However, restricted best linear unbiased prediction method (RBLUP method) carries many unknowns: in particular, the formulas for calculating PEV and PA are not clear. New findings were obtained using the RBLUP method. The uniqueness of RBLUP of BVs was proven. The formulas of PEV and PA for the RBLUP of BVs were derived from restricted mixed model equations. A method was also devised for easily calculating the PEV and PA for the RBLUP of BVs. Finally, the relationship between the RBLUP and ordinary BLUP of BVs was derived. It has become easier to calculate the PEV and PA for the RBLUP of BVs. This method is particularly effective for calculating the PEV and PA when applying the RBLUP method to achieve relative desired changes in all traits. This has also made it possible to predict the response to selection using the RBLUP method.

限制性最佳线性无偏预测育种值的预测误差方差和预测精度的计算方法。
育种值(BV)的预测误差方差(PEV)和预测准确度(PA)对于制定育种计划和预测对选择的反应至关重要。然而,限制性最佳线性无偏预测法(RBLUP 法)存在许多未知因素:尤其是 PEV 和 PA 的计算公式并不明确。使用 RBLUP 方法获得了新的发现。证明了 BV 的 RBLUP 的唯一性。从受限混合模型方程中推导出了 BV RBLUP 的 PEV 和 PA 计算公式。还设计了一种方法,可以轻松计算 BV RBLUP 的 PEV 和 PA。最后,得出了 BV 的 RBLUP 与普通 BLUP 之间的关系。计算 BV 的 RBLUP 的 PEV 和 PA 变得更加容易。当应用 RBLUP 方法实现所有性状的相对预期变化时,这种方法对计算 PEV 和 PA 尤为有效。这也使得使用 RBLUP 方法预测选择反应成为可能。
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来源期刊
Journal of Animal Breeding and Genetics
Journal of Animal Breeding and Genetics 农林科学-奶制品与动物科学
CiteScore
5.20
自引率
3.80%
发文量
58
审稿时长
12-24 weeks
期刊介绍: The Journal of Animal Breeding and Genetics publishes original articles by international scientists on genomic selection, and any other topic related to breeding programmes, selection, quantitative genetic, genomics, diversity and evolution of domestic animals. Researchers, teachers, and the animal breeding industry will find the reports of interest. Book reviews appear in many issues.
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