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

机译:混合器:统计功率和样本量估计,用于映射遗传基因座中的遗传群体

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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.
机译:综合性群体由最近的两个或多个具有不同等位基因频率的祖先种群的混合物。每个混合的个体的基因组是从祖先群中遗传的单倍型马赛克。尽管有实质性的努力来评估欧洲血统均匀群体在欧洲祖先的遗传均地群体中的关联映射的权力和样本规模,但缺乏非洲裔美国人的基因异构混合群体中的基因的权力和样本量估算方法。混合物测绘是一种方法,其追踪混合人群中的疾病 - 易感性遗传基因座的祖先起源。我们开发了一种基于开源R软件的自由可用的工具集的AdmixPower,对考虑案例或案例控制研究设计的连续或二分的成果进行基因异质混合群进行电力和样本量分析。综合征可用于计算在包括祖先差率比,基因型风险比,亲本风险比,潜在的遗传风险模型,特质和混合物模型(杂交隔离或连续基因流动模型)。我们证明,混合群中的关键参数的差异导致在达到混合物映射研究中实现足够功率所需的样本大小的显着差异。我们的工具为研究人员提供了一种资源,以制定一种最大限度地减少成本并最大限度地识别混合人群中疾病 - 易感性基因座的成功的策略。

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