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小鼠食物摄入量选择实验的混合模型分析

Mixed model analysis of a selection experiment for food intake in mice.

作者信息

Meyer K, Hill W G

机构信息

Institute of Animal Genetics, University of Edinburgh, Scotland.

出版信息

Genet Res. 1991 Feb;57(1):71-81. doi: 10.1017/s0016672300029062.

DOI:10.1017/s0016672300029062
PMID:2040457
Abstract

Data from 23 generations of mice selected for increased and reduced appetite were analysed by Restricted Maximum Likelihood fitting an animal model with litters as additional random effects. Traits considered were food intake between 4 and 6 weeks of age adjusted for 4-week body weight (AFI), the selection criterion, and body weight at 6 weeks (6WW). Selection was carried out within families. A high and a low selection line and a control were maintained in each of three replicates. Analyses were performed for each replicate separately taking subsets of the data spanning different numbers of generations. Overall estimates of heritabilities were 0.15 for AFI, which agreed well with realized heritability estimates, and 0.42 for 6WW. The litter variance, expressed as a proportion of the phenotypic variance, was 0.21 for both traits, yielding intraclass correlations of full-sibs of 0.29 and 0.42, respectively. Similar results were obtained for variances of each trait using univariate and multivariate analyses. From the latter, estimates of correlations between the two traits were 0.46 for additive genetic, -0.19 for litter and 0.31 for residual effects, resulting in a phenotypic correlation of 0.23. Analyses of data from generations 2-7, 8-13 and 14-23 separately showed a marked decrease in genetic variance and heritability in later generations for both traits. Heritabilities of AFI, for instance, were 0.24, 0.10 and 0.07, respectively. These changes could not be attributed to the effects of inbreeding or of selection in an infinitesimal model and suggested that some change in variance due to change in gene frequency had occurred during the course of the experiment.

摘要

对经过23代选育、食欲增强和减弱的小鼠数据进行了分析,采用限制最大似然法拟合动物模型,将窝别作为额外的随机效应。所考虑的性状包括4至6周龄时经4周龄体重校正的食物摄入量(AFI)(选择标准)以及6周龄时的体重(6WW)。选育在家族内部进行。在三个重复实验中,分别维持了一个高选育系、一个低选育系和一个对照系。对每个重复实验分别进行分析,采用跨越不同代数的数据子集。AFI的遗传力总体估计值为0.15,与实测遗传力估计值吻合良好,6WW的遗传力总体估计值为0.42。以表型方差的比例表示的窝别方差,这两个性状均为0.21,全同胞的组内相关系数分别为0.29和0.42。使用单变量和多变量分析对每个性状的方差得出了相似的结果。从多变量分析中得出,两个性状之间的加性遗传相关系数为0.46,窝别相关系数为-0.19,残差效应相关系数为0.31,导致表型相关系数为0.23。分别对第2 - 7代、第8 - 13代和第14 - 23代的数据进行分析,结果显示两个性状在后代中的遗传方差和遗传力均显著降低。例如,AFI的遗传力分别为0.24、0.10和0.07。这些变化不能归因于近亲繁殖的影响或无穷小模型中的选择效应,这表明在实验过程中由于基因频率的变化导致了方差的某些改变。

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