Departamento de Zootecnia, FCAV, UNESP, CEP: 14.884-900, Jaboticabal, SP, Brazil.
Genet Sel Evol. 2012 Jul 4;44(1):19. doi: 10.1186/1297-9686-44-19.
Many studies have provided evidence of the existence of genetic heterogeneity of environmental variance, suggesting that it could be exploited to improve robustness and uniformity of livestock by selection. However, little is known about the perspectives of such a selection strategy in beef cattle.
A two-step approach was applied to study the genetic heterogeneity of residual variance of weight gain from birth to weaning and long-yearling weight in a Nellore beef cattle population. First, an animal model was fitted to the data and second, the influence of additive and environmental effects on the residual variance of these traits was investigated with different models, in which the log squared estimated residuals for each phenotypic record were analyzed using the restricted maximum likelihood method. Monte Carlo simulation was performed to assess the reliability of variance component estimates from the second step and the accuracy of estimated breeding values for residual variation.
The results suggest that both genetic and environmental factors have an effect on the residual variance of weight gain from birth to weaning and long-yearling in Nellore beef cattle and that uniformity of these traits could be improved by selecting for lower residual variance, when considering a large amount of information to predict genetic merit for this criterion. Simulations suggested that using the two-step approach would lead to biased estimates of variance components, such that more adequate methods are needed to study the genetic heterogeneity of residual variance in beef cattle.
许多研究提供了环境方差遗传异质性存在的证据,表明通过选择可以利用这种异质性来提高家畜的稳健性和均匀性。然而,对于这种选择策略在肉牛中的应用前景知之甚少。
应用两步法研究了从出生到断奶的体重增长和长牛体重的残留方差的遗传异质性。首先,对数据进行动物模型拟合,然后,用不同的模型研究加性和环境效应对这些性状的剩余方差的影响,其中,使用限制最大似然法分析每个表型记录的对数平方估计残差。进行蒙特卡罗模拟以评估第二步中方差分量估计的可靠性和剩余变异估计育种值的准确性。
结果表明,遗传和环境因素都对从出生到断奶和长牛体重的残留方差有影响,并且当考虑大量信息来预测该标准的遗传优势时,通过选择较低的残留方差可以提高这些性状的均匀性。模拟表明,使用两步法会导致方差分量的偏差估计,因此需要更合适的方法来研究肉牛的残留方差遗传异质性。