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美国杂交荷斯坦牛和泽西牛的单步基因组预测

Single-step genomic predictions for crossbred Holstein and Jersey cattle in the United States.

作者信息

Cesarani A, Lourenco D, Bermann M, Nicolazzi E L, VanRaden P M, Misztal I

机构信息

Department of Animal and Dairy Science, University of Georgia, Athens, GA 30602.

Dipartimento di Agraria, University of Sassari, Sassari, 07100, Italy.

出版信息

JDS Commun. 2023 Nov 17;5(2):124-128. doi: 10.3168/jdsc.2023-0399. eCollection 2024 Mar.

Abstract

In the dairy cattle sector, the number of crossbred genotypes increased in the last years, and therefore, the need for accurate genomic evaluations for crossbred animals has also increased. Thus, this study aimed to investigate the feasibility of including crossbred genotypes in multibreed, single-step genomic BLUP (ssGBLUP) evaluations. The Council of Dairy Cattle Breeding provided more than 47 million lactation records registered between 2000 and 2021 in purebred Holstein and Jersey and their crosses. A total of 27 million animals were included in the analysis, of which 1.4 million were genotyped. Milk, fat, and protein yields were analyzed in a 3-trait repeatability model using BLUP or ssGBLUP. The 2 models were validated using prediction bias and accuracy computed for genotyped cows with no records in the truncated dataset and at least one lactation in the complete dataset. Bias and accuracy were better in the genomic model than in the pedigree-based one, with accuracies for crossbred cows higher than those of purebreds, except for fat yield in Holstein. Our study shows that genotypes for crossbred animals can be included in a ssGBLUP analysis with their purebred ancestors to estimate genomic estimated breeding values in a single run.

摘要

在奶牛养殖领域,近年来杂交基因型的数量有所增加,因此,对杂交动物进行准确基因组评估的需求也随之增加。因此,本研究旨在探讨将杂交基因型纳入多品种单步基因组最佳线性无偏预测(ssGBLUP)评估的可行性。奶牛育种委员会提供了2000年至2021年间登记的超过4700万条纯种荷斯坦牛和泽西牛及其杂交后代的泌乳记录。共有2700万头动物被纳入分析,其中140万头进行了基因分型。使用BLUP或ssGBLUP在三性状重复性模型中分析了牛奶、脂肪和蛋白质产量。使用截断数据集中无记录且完整数据集中至少有一次泌乳记录的基因分型奶牛计算的预测偏差和准确性对这两种模型进行了验证。基因组模型的偏差和准确性优于基于系谱的模型,除了荷斯坦牛的脂肪产量外,杂交奶牛的准确性高于纯种奶牛。我们的研究表明,杂交动物的基因型可以与其纯种祖先一起纳入ssGBLUP分析,以便在一次运行中估计基因组估计育种值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3903/10928432/c6a8a9b47392/fx1.jpg

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