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Application of single-step genomic evaluation for crossbred performance in pig

机译:单步基因组评价在猪杂交性能中的应用

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Crossbreding is predominant and intensively used in commercial meat production systems, especially in poultry and swine. Genomic evaluation has been successfully applied for breeding within purebreds but also offers opportunities of selecting purebreds for crossbred performance by combining information from purebreds with information from crossbreds. However, it generally requires that all relevant animals are genotyped, which is costly and presently does not seem to be feasible in practice. Recently, a novel single-step BLUP method for genomic evaluation of both purebred and crossbred performance has been developed that can incorporate marker genotypes into a traditional animal model. This new method has not been validated in real data sets. In this study, we applied this single-step method to analyze data for the maternal trait of total number of piglets born in Danish Landrace, Yorkshire, and two-way crossbred pigs in different scenarios. The genetic correlation between purebred and crossbred performances was investigated first, and then the impact of (crossbred) genomic information on prediction reliability for crossbred performance was explored. The results confirm the existence of a moderate genetic correlation, and it was seen that the standard errors on the estimates were reduced when including genomic information. Models with marker information, especially crossbred genomic information, improved model-based reliabilities for crossbred performance of purebred boars and also improved the predictive ability for crossbred animals and, to some extent, reduced the bias of prediction. We conclude that the new single-step BLUP method is a good tool in the genetic evaluation for crossbred performance in purebred animals.
机译:杂种在商业肉类生产系统中尤其是家禽和猪中占主导地位,并且被大量使用。基因组评估已成功地应用于纯种内的育种,但通过将纯种信息与杂种信息相结合,也为选择纯种以提供杂交性能提供了机会。然而,通常需要对所有相关动物进行基因分型,这是昂贵的并且目前在实践中似乎不可行。最近,已经开发了一种用于纯种和杂交性能的基因组评估的新颖的单步BLUP方法,该方法可以将标记基因型整合到传统动物模型中。此新方法尚未在实际数据集中得到验证。在这项研究中,我们采用这种单步方法分析了在不同情况下丹麦约克郡长白猪和两用杂交猪出生的仔猪总数的母体特征数据。首先研究纯种和杂交性能之间的遗传相关性,然后探讨(杂交)基因组信息对杂交性能预测可靠性的影响。结果证实存在适度的遗传相关性,并且可以看出,当包括基因组信息时,估计值的标准误差降低了。具有标记信息(特别是杂交基因组信息)的模型改善了基于模型的纯种公猪杂交性能的可靠性,并且还提高了对杂交猪的预测能力,并在一定程度上降低了预测偏差。我们得出的结论是,新的单步BLUP方法是遗传评估纯种动物杂交性能的良好工具。

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