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Application of a time-dependent coalescence process for inferring the history of population size changes from DNA sequence data

机译:基于时间的合并过程从DNA序列数据推断种群大小变化历史的应用

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摘要

Distribution of pairwise differences of nucleotides from data on a sample of DNA sequences from a given segment of the genome has been used in the past to draw inferences about the past history of population size changes. However, all earlier methods assume a given model of population size changes (such as sudden expansion), parameters of which (e.g., time and amplitude of expansion) are fitted to the observed distributions of nucleotide differences among pairwise comparisons of all DNA sequences in the sample. Our theory indicates that for any time-dependent population size, N(τ) (in which time τ is counted backward from present), a time-dependent coalescence process yields the distribution, p(τ), of the time of coalescence between two DNA sequences randomly drawn from the population. Prediction of p(τ) and N(τ) requires the use of a reverse Laplace transform known to be unstable. Nevertheless, simulated data obtained from three models of monotone population change (stepwise, exponential, and logistic) indicate that the pattern of a past population size change leaves its signature on the pattern of DNA polymorphism. Application of the theory to the published mtDNA sequences indicates that the current mtDNA sequence variation is not inconsistent with a logistic growth of the human population.
机译:过去已使用来自基因组给定片段的DNA序列样本中数据的核苷酸成对差异分布来得出有关种群大小变化的历史的推论。但是,所有较早的方法都假设种群大小变化(例如突然扩展)的给定模型,其参数(例如,扩展的时间和幅度)适合于观察到的所有DNA序列的成对比较之间核苷酸差异的分布。样品。我们的理论表明,对于任何与时间有关的总体大小N(τ)(其中时间τ从现在开始倒数),一个与时间有关的合并过程会得出两个之间的合并时间分布p(τ)从种群中随机抽取的DNA序列。对p(τ)和N(τ)的预测需要使用已知为不稳定的反向Laplace变换。但是,从三种单调种群变化模型(逐步,指数和对数)获得的模拟数据表明,过去种群大小变化的模式在DNA多态性模式上留下了自己的签名。该理论在已发表的mtDNA序列中的应用表明,当前的mtDNA序列变异与人类的逻辑增长并不矛盾。

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