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Within- and across-breed genomic predictions and genomic relationships for Western Pyrenees dairy sheep breeds Latxa, Manech, and Basco-Bearnaise

机译:西比利牛斯乳羊品种Latxa,Manech和Basco-Bearnaise的品种内和品种间基因组预测和基因组关系

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Genotypes, phenotypes and pedigrees of 6 breeds of dairy sheep (including subdivisions of Latxa, Manech, and Basco-Bearnaise) from the Spain and Prance Western Pyrenees were used to estimate genetic relationships across breeds (together with genotypes from the Lacaune dairy sheep) and to verify by forward cross-validation single-breed or multiple-breed genetic evaluations. The number of rams genotyped fluctuated between 100 and 1,300 but generally represented the 10 last cohorts of progeny-tested rams within each breed. Genetic relationships were assessed by principal components analysis of the genomic relationship matrices and also by the conservation of linkage disequilibrium patterns at given physical distances in the genome. Genomic and pedigree-based evaluations used daughter yield performances of all rams, although some of them were not genotyped. A pseudo-single step method was used in this case for genomic predictions. Results showed a clear structure in blond and black breeds for Manech and Latxa, reflecting historical exchanges, and isolation of Basco-Bearnaise and Lacaune. Related-ness between any 2 breeds was, however, lower than expected. Single-breed genomic predictions had accuracies comparable with other breeds of dairy sheep or small breeds of dairy cattle. They were more accurate than pedigree predictions for 5 out of 6 breeds, with absolute increases in accuracy ranging from 0.05 to 0.30 points. They were significantly better, as assessed by bootstrapping of candidates, for 2 of the breeds. Predictions using multiple populations only marginally increased the accuracy for a couple of breeds. Pooling populations does not increase the accuracy of genomic evaluations in dairy sheep; however, single-breed genomic predictions are more accurate, even for small breeds, and make the consideration of genomic schemes in dairy sheep interesting.
机译:西班牙和Prance Western Pyrenees的6个乳羊品种(包括Latxa,Manech和Basco-Bearnaise的细分)的基因型,表型和谱系用于估算各个品种(连同Lacaune乳羊的基因型)和通过正向交叉验证对单品种或多品种遗传评估进行验证。基因型公羊的数量在100至1300之间波动,但通常代表每个品种中经过后代测试的公羊的最后10个队列。遗传关系通过对基因组关系矩阵的主成分分析以及在基因组中给定物理距离处的连锁不平衡模式的保守性进行评估。基因组和基于谱系的评估使用了所有公羊的子代产量表现,尽管其中一些未进行基因分型。在这种情况下,伪单步法用于基因组预测。结果表明,Manech和Latxa的金发和黑色品种的结构清晰,反映了历史往来,并分离了Basco-Bearnaise和Lacaune。但是,任何两个品种之间的相关性均低于预期。单品种基因组预测的准确性可与其他品种的奶羊或小型奶牛相媲美。它们比6个品种中的5个品种的系谱预测更准确,绝对精度从0.05到0.30分不等。通过对候选品种的自举评估,它们对其中两个品种而言明显更好。使用多个种群的预测只能稍微提高几个品种的准确性。合并种群不会增加奶牛绵羊基因组评估的准确性;但是,即使对于小型品种,单品种基因组预测也更加准确,这使得对奶牛基因组方案的考虑变得有趣。

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