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AdmixPower: Statistical Power and Sample Size Estimation for Mapping Genetic Loci in Admixed Populations

机译:AdmixPower:混合种群中遗传基因位图的统计功效和样本量估计

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摘要

Admixed populations result from recent admixture of two or more ancestral populations with divergent allele frequencies. The genome of each admixed individual is a mosaic of haplotypes inherited from the ancestral populations. Despite the substantial work to assess power and sample size requirements for association mapping in genetically homogeneous populations of European ancestry, power and sample size estimation methods for mapping genes in genetically heterogeneous admixed populations such as African Americans are lacking. Admixture mapping is a method that traces the ancestral origin of disease-susceptibility genetic loci in the admixed population. We developed AdmixPower, a freely available tool set based on the open-source R software, to perform power and sample size analysis for genetically heterogeneous admixed populations considering continuous or dichotomous outcomes with a case-only or case-control study design. AdmixPower can be used to compute the sample size required to achieve investigator-specified statistical power under several key parameters including ancestry odds ratio, genotype risk ratio, parental risk ratio, an underlying genetic risk model, trait type, and admixture model (hybrid-isolation or continuous gene flow model). We demonstrate that differences in the key parameters in the admixed population results in substantial differences in the sample size required to achieve adequate power in admixture mapping studies. Our tool provides a resource for researchers to develop a strategy to minimize cost and maximize the success of identifying disease-susceptibility loci in an admixed population. R code used in the sample size and power analysis is freely available from .
机译:混合种群是由于最近混合了两个或多个具有不同等位基因频率的祖先种群而引起的。每个混合个体的基因组都是从祖先群体继承的单倍型的镶嵌体。尽管在评估欧洲祖先的遗传同质群体中进行关联作图的能力和样本量要求方面进行了大量工作,但仍缺乏用于在遗传异质混合群体(如非裔美国人)中进行基因作图的能力和样本量估计方法。混合映射是一种在混合人群中追踪疾病易感性基因位点的祖先起源的方法。我们开发了AdmixPower,这是一种基于开源R软件的免费提供的工具集,可以通过仅病例研究或病例对照研究设计来考虑连续或二分结果,对遗传异质混合种群进行功效和样本量分析。 AdmixPower可用于计算在几个关键参数下获得研究者指定的统计能力所需的样本量,包括祖先几率,基因型风险比,父母风险比,潜在的遗传风险模型,性状类型和混合模型(杂交分离)或连续基因流模型)。我们证明,在混合种群中关键参数的差异会导致需要在样本数量上产生实质性差异,以实现混合物作图研究中足够的功效。我们的工具为研究人员提供了一种资源,以开发一种策略,以最小化成本并最大程度地确定混合人群中疾病易感性基因座。可以免费获得用于样本大小和功效分析的R代码。

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