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A Test for Selection Employing Quantitative Trait Locus and Mutation Accumulation Data

机译:利用数量性状基因座和突变积累数据进行选择的检验

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摘要

Evolutionary biologists attribute much of the phenotypic diversity observed in nature to the action of natural selection. However, for many phenotypic traits, especially quantitative phenotypic traits, it has been challenging to test for the historical action of selection. An important challenge for biologists studying quantitative traits, therefore, is to distinguish between traits that have evolved under the influence of strong selection and those that have evolved neutrally. Most existing tests for selection employ molecular data, but selection also leaves a mark on the genetic architecture underlying a trait. In particular, the distribution of quantitative trait locus (QTL) effect sizes and the distribution of mutational effects together provide information regarding the history of selection. Despite the increasing availability of QTL and mutation accumulation data, such data have not yet been effectively exploited for this purpose. We present a model of the evolution of QTL and employ it to formulate a test for historical selection. To provide a baseline for neutral evolution of the trait, we estimate the distribution of mutational effects from mutation accumulation experiments. We then apply a maximum-likelihood-based method of inference to estimate the range of selection strengths under which such a distribution of mutations could generate the observed QTL. Our test thus represents the first integration of population genetic theory and QTL data to measure the historical influence of selection.
机译:进化生物学家将自然界中观察到的许多表型多样性归因于自然选择的作用。然而,对于许多表型性状,尤其是定量表型性状,测试选择的历史作用一直是挑战性的。因此,生物学家研究定量性状的一个重要挑战是区分在强选择作用下进化的性状和中性进化的性状。现有的大多数选择测试都使用分子数据,但选择也会在性状的遗传结构上留下痕迹。特别是,数量性状基因座(QTL)效应大小的分布和突变效应的分布一起提供了有关选择历史的信息。尽管QTL和突变积累数据的可用性越来越高,但尚未为此目的有效地利用这些数据。我们提出了QTL演变的模型,并使用它来为历史选择制定公式。为提供性状的中性进化的基线,我们估计了突变积累实验中突变效应的分布。然后,我们应用基于最大似然的推理方法来估计选择强度的范围,在该范围内,突变的这种分布可以生成观察到的QTL。因此,我们的测试代表了种群遗传理论和QTL数据的首次整合,以衡量选择的历史影响。

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