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General Triallelic Frequency Spectrum Under Demographic Models with Variable Population Size

机译:人口规模可变的人口模型下的三等分频谱

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摘要

It is becoming routine to obtain data sets on DNA sequence variation across several thousands of chromosomes, providing unprecedented opportunity to infer the underlying biological and demographic forces. Such data make it vital to study summary statistics that offer enough compression to be tractable, while preserving a great deal of information. One well-studied summary is the site frequency spectrum—the empirical distribution, across segregating sites, of the sample frequency of the derived allele. However, most previous theoretical work has assumed that each site has experienced at most one mutation event in its genealogical history, which becomes less tenable for very large sample sizes. In this work we obtain, in closed form, the predicted frequency spectrum of a site that has experienced at most two mutation events, under very general assumptions about the distribution of branch lengths in the underlying coalescent tree. Among other applications, we obtain the frequency spectrum of a triallelic site in a model of historically varying population size. We demonstrate the utility of our formulas in two settings: First, we show that triallelic sites are more sensitive to the parameters of a population that has experienced historical growth, suggesting that they will have use if they can be incorporated into demographic inference. Second, we investigate a recently proposed alternative mechanism of mutation in which the two derived alleles of a triallelic site are created simultaneously within a single individual, and we develop a test to determine whether it is responsible for the excess of triallelic sites in the human genome.
机译:获取数千个染色体上DNA序列变异的数据集已成为日常工作,这为推断潜在的生物学和人口统计力提供了前所未有的机会。此类数据对于研究摘要统计数据至关重要,因为摘要统计数据可提供足够的压缩度以使其易于处理,同时保留大量信息。一项经过深入研究的摘要是位点频谱-分离等位基因在各个分离位点的经验分布。但是,大多数以前的理论工作都假设每个位点在其家谱史中最多经历了一次突变事件,而对于非常大的样本量,这种突变变得不那么可靠了。在这项工作中,我们以封闭形式获得了在有关合并树的分支长度分布的非常普遍的假设下,经历最多两次突变事件的位点的预测频谱。在其他应用程序中,我们在人口历史变化的模型中获得了三方位点的频谱。我们在两个环境中证明了公式的效用:首先,我们表明三方位点对经历了历史增长的人群的参数更为敏感,这表明如果可以将其纳入人口统计学推论,它们将会有用。其次,我们调查了最近提出的另一种突变机制,其中在一个人内同时创建了一个三方位点的两个衍生等位基因,并且我们开发了一种测试以确定它是否对人类基因组中的三方位点负责。 。

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