Centre for Genetic Improvement of Livestock, University of Guelph, Guelph, Ontario, Canada, N1G 2W1; The Semex Alliance, Guelph, Ontario, Canada, N1G 3Z2.
Centre for Genetic Improvement of Livestock, University of Guelph, Guelph, Ontario, Canada, N1G 2W1.
J Dairy Sci. 2017 Sep;100(9):7320-7329. doi: 10.3168/jds.2017-12851. Epub 2017 Jul 12.
The number of embryos produced by Holstein donors has been shown to be heritable, so it could be possible to genetically select for this trait to improve the efficiency of the assisted reproductive technology (ART) in dairy cattle. Another important parameter to consider for achieving good results from ART is embryo quality because embryos of good quality have more chance of producing live offspring. The possibility of using genetic selection for increasing the quality of embryo produced from ART has yet to be assessed. The objective of this study was, therefore, to perform a genetic analysis of embryo quality of Holstein donors in Canada using data recorded by Holstein Canada. The data set used was missing quality score data for embryos transferred fresh into a recipient, so the analyses were only performed for frozen embryos. With most traits in the Canadian dairy industry being evaluated with linear models, embryo quality was also evaluated with this class of models. However, considering the categorical nature of embryo quality, a threshold model was also evaluated. Embryo quality data were analyzed with either a univariate linear animal model or a univariate binomial threshold animal model. Genetic parameters estimated from the different models were comparable. A low heritability was found for the donor (0.04 ± <0.01) and the service sire (0.02 ± <0.01), but the repeatability estimate for the donor was higher (0.17), indicating that it was worthwhile to use a repeated records model. Overall, considering the low genetic parameters estimated, slow genetic progress is expected for the quality of frozen embryos produced by Canadian Holstein donors. Rank correlations were calculated between breeding values estimated from different models. High correlations were found between all models, indicating that no substantial re-ranking of the animals is expected from the different models. So, even though a threshold model is better suited for the analysis of categorical data, a linear model could be used for the analysis of embryo quality because it is less computationally demanding.
荷斯坦供体所产胚胎的数量具有遗传性,因此,有可能通过基因选择来改善奶牛辅助生殖技术(ART)的效率。另一个实现 ART 良好效果的重要参数是胚胎质量,因为高质量的胚胎有更多机会产生活产后代。使用基因选择来提高通过 ART 生产的胚胎质量的可能性尚未得到评估。因此,本研究的目的是使用加拿大荷斯坦协会(Holstein Canada)记录的数据,对加拿大荷斯坦供体的胚胎质量进行遗传分析。所使用的数据集缺少新鲜移植到受体的胚胎的质量评分数据,因此仅对冷冻胚胎进行了分析。由于加拿大奶牛业的大多数性状都是用线性模型进行评估的,所以胚胎质量也用这种类型的模型进行评估。然而,考虑到胚胎质量的类别性质,也评估了阈值模型。胚胎质量数据使用单变量线性动物模型或单变量二项式阈值动物模型进行分析。不同模型估计的遗传参数具有可比性。供体(0.04 ± <0.01)和服务种公牛(0.02 ± <0.01)的遗传力较低,但供体的重复性估计值较高(0.17),表明使用重复记录模型是值得的。总的来说,考虑到估计的遗传参数较低,预计加拿大荷斯坦供体生产的冷冻胚胎质量的遗传进展会较慢。计算了不同模型估计的育种值之间的秩相关系数。所有模型之间都发现了高度相关性,表明不同模型不会对动物进行实质性的重新排序。因此,尽管阈值模型更适合分析类别数据,但线性模型也可用于胚胎质量的分析,因为它的计算需求较低。