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Misspecification in Mixed-Model-Based Association Analysis

机译:基于混合模型的关联分析中的规范错误

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摘要

Additive genetic variance in natural populations is commonly estimated using mixed models, in which the covariance of the genetic effects is modeled by a genetic similarity matrix derived from a dense set of markers. An important but usually implicit assumption is that the presence of any nonadditive genetic effect increases only the residual variance and does not affect estimates of additive genetic variance. Here we show that this is true only for panels of unrelated individuals. In the case that there is genetic relatedness, the combination of population structure and epistatic interactions can lead to inflated estimates of additive genetic variance.
机译:通常使用混合模型估算自然种群中的加性遗传方差,其中遗传效应的协方差由密集的一组标记衍生的遗传相似性矩阵建模。一个重要但通常隐含的假设是,任何非加性遗传效应的存在只会增加残留变异,而不会影响加性遗传变异的估计。在这里,我们证明这仅适用于无亲属的小组。在存在遗传相关性的情况下,种群结构和上位性相互作用的结合可导致加性遗传方差的夸大估计。

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