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Maximum-likelihood estimation of admixture proportions from genetic data.

机译:根据遗传数据对掺混物比例的最大似然估计。

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摘要

For an admixed population, an important question is how much genetic contribution comes from each parental population. Several methods have been developed to estimate such admixture proportions, using data on genetic markers sampled from parental and admixed populations. In this study, I propose a likelihood method to estimate jointly the admixture proportions, the genetic drift that occurred to the admixed population and each parental population during the period between the hybridization and sampling events, and the genetic drift in each ancestral population within the interval between their split and hybridization. The results from extensive simulations using various combinations of relevant parameter values show that in general much more accurate and precise estimates of admixture proportions are obtained from the likelihood method than from previous methods. The likelihood method also yields reasonable estimates of genetic drift that occurred to each population, which translate into relative effective sizes (N(e)) or absolute average N(e)'s if the times when the relevant events (such as population split, admixture, and sampling) occurred are known. The proposed likelihood method also has features such as relatively low computational requirement compared with previous ones, flexibility for admixture models, and marker types. In particular, it allows for missing data from a contributing parental population. The method is applied to a human data set and a wolflike canids data set, and the results obtained are discussed in comparison with those from other estimators and from previous studies.
机译:对于混合人口,一个重要的问题是每个父母人口的遗传贡献是多少。已经开发了几种方法,使用从亲代和混血人群中采样到的遗传标记数据,来估算此类混和物的比例。在这项研究中,我提出了一种可能性方法,可以共同估算混合比例,杂交和采样事件之间的混合种群和每个亲本种群发生的遗传漂移以及区间内每个祖先群体的遗传漂移。他们的分裂和杂交之间。使用相关参数值的各种组合进行的广泛模拟的结果表明,与以前的方法相比,从似然法获得的掺混物比例通常要准确得多。似然法还可以合理估计每个群体发生的遗传漂移,如果相关事件(例如群体分裂,混合和取样)是已知的。所提出的似然方法还具有诸如与以前相比相对较低的计算要求,混合模型的灵活性以及标记物类型的特征。特别是,它允许从父母的贡献人口中丢失数据。将该方法应用于人类数据集和狼状犬科动物数据集,并将获得的结果与其他估计量和先前研究的结果进行比较。

著录项

  • 期刊名称 Genetics
  • 作者

    Jinliang Wang;

  • 作者单位
  • 年(卷),期 2003(164),2
  • 年度 2003
  • 页码 747–765
  • 总页数 20
  • 原文格式 PDF
  • 正文语种
  • 中图分类 遗传学;
  • 关键词

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