Chiaia H L J, de Lemos M V A, Venturini G C, Aboujaoude C, Berton M P, Feitosa F B, Carvalheiro R, Albuquerque L G, de Oliveira H N, Baldi F
J Anim Sci. 2015 Apr;93(4):1503-10. doi: 10.2527/jas.2014-8217.
The aim of this study was to evaluate the effect of genotype × environment interaction (G×E) on age at first calving (AFC), scrotal circumference (SC), and yearling weight (YW) and to estimate genetic correlations between these traits in Nellore cattle using reaction norms in multitrait random regression models. In this study, 28,871, 41,386, and 89,152 records of Nellore cattle for AFC, SC, and YW, respectively, were used. The data were obtained from farms located in the north, northeast, midwest, and southeast regions of Brazil that participate in the DeltaGen Breeding Program. Environmental levels were defined as a function of contemporary groups, that is, animals born in the same herd and year, from the same management group (from birth to yearling), and of the same sex. Postweaning weight gain was used as a criterion to evaluate the environmental conditions for all traits. For reaction norm analyses, residual variances were modeled with homogeneous and heterogeneous classes. The model for SC and YW included the fixed effects of contemporary group and age of the animal as a covariate as well as random direct additive genetic and residual effects. The same model, excluding the covariate age of the animal, was used for AFC. The heritability estimates were low to high for AFC (0.09 to 0.50), high for SC (0.51 to 0.67), and moderate to high for YW (0.33 to 0.71). The genetic correlations (within each trait) along the environmental levels varied from -0.27 to 1.0 for AFC, from 0.73 to 1.0 for SC, and from 0.26 to 1.0 for YW. The genetic correlations between different traits in different environments varied from -0.14 to -0.60 between AFC and SC, from -0.05 to -0.32 between AFC and YW, and from -0.05 to 0.72 between YW and SC. The genetic correlations have had different magnitudes for AFC, SC, and YW, which could indicate the presence of G×E. The present results should support researchers and farmers in defining selection criteria to improve growth traits and sexual precocity. Our results suggest that animals for breeding have to be selected in the same environment and management conditions as their progeny will be reared.
本研究旨在评估基因型×环境互作(G×E)对初产年龄(AFC)、阴囊周长(SC)和周岁体重(YW)的影响,并使用多性状随机回归模型中的反应规范来估计内洛尔牛这些性状之间的遗传相关性。在本研究中,分别使用了28871条、41386条和89152条内洛尔牛的AFC、SC和YW记录。数据来自参与DeltaGen育种计划的位于巴西北部、东北部、中西部和东南部地区的农场。环境水平根据当代组来定义,即同一牛群、同一年出生、来自同一管理组(从出生到周岁)且同性别的动物。断奶后体重增加被用作评估所有性状环境条件的标准。对于反应规范分析,残余方差采用同质和异质类别进行建模。SC和YW的模型包括当代组的固定效应以及动物年龄作为协变量,以及随机直接加性遗传效应和残余效应。AFC使用相同的模型,但不包括动物年龄协变量。AFC的遗传力估计值从低到高(0.09至0.50),SC的遗传力估计值较高(0.51至0.67),YW的遗传力估计值从中等至高(0.33至0.71)。沿环境水平的遗传相关性(各性状内),AFC为-0.27至1.0,SC为0.73至1.0,YW为0.26至1.0。不同环境中不同性状之间的遗传相关性,AFC和SC之间为-0.14至-0.60,AFC和YW之间为-0.05至-0.32,YW和SC之间为-0.05至0.72。AFC、SC和YW的遗传相关性大小不同,这可能表明存在G×E。本研究结果应有助于研究人员和养殖者确定选择标准,以改善生长性状和性早熟。我们的结果表明,用于繁殖的动物必须在与其后代将饲养环境相同的环境和管理条件下进行选择。