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Bayesian inference of ancient human demography from individual genome sequences.

机译:从单个基因组序列对古代人类人口统计学的贝叶斯推断。

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摘要

Whole-genome sequences provide a rich source of information about human evolution. Here we describe an effort to estimate key evolutionary parameters based on the whole-genome sequences of six individuals from diverse human populations. We used a Bayesian, coalescent-based approach to obtain information about ancestral population sizes, divergence times and migration rates from inferred genealogies at many neutrally evolving loci across the genome. We introduce new methods for accommodating gene flow between populations and integrating over possible phasings of diploid genotypes. We also describe a custom pipeline for genotype inference to mitigate biases from heterogeneous sequencing technologies and coverage levels. Our analysis indicates that the San population of southern Africa diverged from other human populations approximately 108-157 thousand years ago, that Eurasians diverged from an ancestral African population 38-64 thousand years ago, and that the effective population size of the ancestors of all modern humans was approximately 9,000.
机译:全基因组序列提供了有关人类进化的丰富信息来源。在这里,我们描述了根据来自不同人群的六个个体的全基因组序列估算关键进化参数的工作。我们使用基于贝叶斯的基于聚结的方法从整个基因组中许多中性进化基因座的推断家谱中获得有关祖先种群大小,发散时间和迁移率的信息。我们介绍了新的方法来适应种群之间的基因流,并整合二倍体基因型的可能阶段。我们还描述了一种用于基因型推断的自定义管道,以减轻来自异类测序技术和覆盖水平的偏见。我们的分析表明,南部非洲的San人口与其他人类人口大约在108-15.7万年前分离,欧亚人与38-6.4万年前的非洲祖先人口分离,并且所有现代祖先的有效人口规模人类大约是9,000。

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