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Estimates of Genetic Parameters for Single-and Multiple-Country Test-Day Models

机译:单国和多国测试日模型的遗传参数估计

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Single- and multiple-country random regression models were applied to estimate genetic parameters for first-lactation test-day milk yield of cows from four countries: Australia, Canada, Italy, and New Zealand. Selected countries represented a wide range of production systems and environments. Milk production in Canada and Italy is based mainly on intensive management systems, while Australia and New Zealand are largely based on rotational grazing. Legendre polynomials with five coefficients were used to model genetic and environmental lactation curves. Covariance components of lactation curve coefficients within and across countries, and selected functions of those, were estimated by Bayesian methods with Gibbs sampling, on selected subsets of data. Countries differed in both phe-notypic and genetic parameters of lactation curves between d 5 and 305 of lactation. Principal component analysis of single-trait genetic and environmental co-variance matrices showed, however, that the pattern of variability in test-day milk yield was very similar between countries. General level of milk production in lactation and persistency components accounted for more than 90% of the total variance. Estimated genetic correlations between countries for total yield in lactation ranged from 0.65 (Italy and New Zealand) to 0.83 (Australia and New Zealand), indicating a possibility of genotype by environment interaction for some pairs of countries.
机译:应用单国和多国随机回归模型来估算来自四个国家(澳大利亚,加拿大,意大利和新西兰)的母牛的初泌乳测试日奶产量的遗传参数。所选国家/地区代表了广泛的生产系统和环境。加拿大和意大利的牛奶产量主要基于集约化管理体系,而澳大利亚和新西兰的牛奶产量主要基于轮牧。具有五个系数的勒让德多项式用于模拟遗传和环境泌乳曲线。国家或地区之间的泌乳曲线系数的协方差分量,以及这些函数的选定函数,是通过贝叶斯方法和吉布斯采样法对选定的数据子集进行估计的。各国在哺乳期d 5和305之间在哺乳期曲线的非分型和遗传参数方面有所不同。但是,单性状遗传和环境协方差矩阵的主成分分析显示,各国之间的试验日产奶量变异性模式非常相似。泌乳和持久性成分中牛奶的一般生产水平占总差异的90%以上。各国之间关于泌乳总产量的遗传相关性估计在0.65(意大利和新西兰)至0.83(澳大利亚和新西兰)之间,表明某些国家对通过环境相互作用进行基因分型的可能性。

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