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Reconstructing genetic ancestry blocks in admixed individuals

机译:在混合个体中重建遗传祖先块

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A chromosome in an individual of recently admixed ancestry resembles a mosaic of chromosomal segments, or ancestry blocks, each derived from a particular ancestral population. We consider the problem of inferring ancestry along the chromosomes in an admixed individual and thereby delineating the ancestry blocks. Using a simple population model, we infer gene-flow history in each individual. Compared with existing methods, which are based on a hidden Markov model, the Markov-hidden Markov model ( MHMM) we propose has the advantage of accounting for the background linkage disequilibrium ( LD) that exists in ancestral populations. When there are more than two ancestral groups, we allow each ancestral population to admix at a different time in history. We use simulations to illustrate the accuracy of the inferred ancestry as well as the importance of modeling the background LD; not accounting for background LD between markers may mislead us to false inferences about mixed ancestry in an indigenous population. The MHMM makes it possible to identify genomic blocks of a particular ancestry by use of any high-density single- nucleotide polymorphism panel. One application of our method is to perform admixture mapping without genotyping special ancestry-informative-marker panels.
机译:最近混合血统的个体中的染色体类似于染色体节段或血统块的镶嵌图,每个染色体节段或血统块均源自特定的祖先种群。我们考虑了在混合个体中沿着染色体推断祖先的问题,从而描绘出祖先的块。使用简单的种群模型,我们可以推断每个个体的基因流历史。与基于隐马尔可夫模型的现有方法相比,我们提出的马尔可夫-隐马尔可夫模型(MHMM)具有解决祖先种群中存在的背景连锁不平衡(LD)的优势。当有两个以上的祖先群体时,我们允许每个祖先群体在历史上的不同时间混合。我们使用仿真来说明推断祖先的准确性以及对背景LD建模的重要性。不考虑标记之间的背景LD可能会误导我们对土著人口中混合血统的错误推断。 MHMM可以通过使用任何高密度单核苷酸多态性面板来鉴定特定血统的基因组区块。我们方法的一种应用是执行混合映射,而无需对特殊的祖先信息标记面板进行基因分型。

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