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Body Trait Profiles in Holstein-Friesians Modeled Using Random Regression

机译:使用随机回归建模的荷斯坦-弗里斯兰人的身体特征

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Legendre polynomial and cubic spline functions were used in random regression models to model the change in body traits over the course of the first lactation for daughters of 954 sires. Both functions estimated similar genetic variances for d 50 to 250 across lactation for the majority of traits. The heritability of the traits was similar to other studies using univariate models as well as random regression models. There was little difference between the 2 functions in their predictive power for each of the body type traits, as measured by the absolute difference between the predicted and actual type traits and the proportion of the total phenotypic variance explained by the model. Overall, the Legendre polynomial appeared to model these traits slightly better. Plots of the fixed curves and daily sire solutions obtained from the random regression models showed that there were differences in how the traits and sires changed across lactation. The daily sire solutions were then used to predict differences in liveweight of sires' daughters across first lactation and showed that the daughters of some sires grew faster during first lactation than others. The spatial differences in the body traits that are displayed by this study could be an important indicator of the physical and biological changes that cows are undergoing in their first lactation. Information from these sire profiles could be harnessed to indicate production and functional traits later in life.
机译:在随机回归模型中,使用了勒让德多项式和三次样条函数,以模拟954名父亲的女儿第一次哺乳过程中身体特征的变化。两种功能的大多数性状在哺乳期d 50到250之间估计出相似的遗传变异。性状的遗传性与使用单变量模型和随机回归模型的其他研究相似。通过预测的和实际的类型特征之间的绝对差异以及模型解释的总表型方差的比例来衡量,两种功能对于每种身体类型特征的预测能力之间几乎没有差异。总体而言,勒让德多项式似乎对这些特征进行了更好的建模。从随机回归模型获得的固定曲线和每日公母解的图表明,在整个泌乳期,性状和公母的变化方式存在差异。然后,每天的公母溶液被用来预测初次哺乳期间公母的女儿的活重差异,并显示某些公母的女儿在初次哺乳期间的生长快于其他母公。这项研究显示的身体特征的空间差异可能是奶牛第一次泌乳过程中生理和生物学变化的重要指标。这些父亲档案中的信息可以用来指示生命后期的生产和功能特征。

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