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A General Efficient and Flexible Approach for Genome-Wide Association Analyses of Imputed Genotypes in Family-Based Designs

机译:基于家族设计中估算基因型全基因组关联分析的通用高效灵活方法

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摘要

Genotype imputation is a critical technique for following up genome-wide association studies. Efficient methods are available for dealing with the probabilistic nature of imputed single nucleotide polymorphisms (SNPs) in population-based designs, but not for family-based studies. We have developed a new analytical approach (FBATdosage), using imputed allele dosage in the general framework of family-based association tests to bridge this gap. Simulation studies showed that FBATdosage yielded highly consistent type I error rates, whatever the level of genotype uncertainty, and a much higher power than the best-guess genotype approach. FBATdosage allows fast linkage and association testing of several million of imputed variants with binary or quantitative phenotypes in nuclear families of arbitrary size with arbitrary missing data for the parents. The application of this approach to a family-based association study of leprosy susceptibility successfully refined the association signal at two candidate loci, Clorf141-IL23R on chromosome 1 and RAB32-C6orf103 on chromosome 6.
机译:基因型估算是跟进全基因组关联研究的关键技术。在基于人群的设计中,有效的方法可用于处理估算的单核苷酸多态性(SNP)的概率性质,但对于基于家庭的研究则不行。我们开发了一种新的分析方法(FBATdosage),在基于家庭的关联测试的一般框架中使用估算的等位基因剂量来弥合这一差距。仿真研究表明,无论基因型不确定性的水平如何,FBAT剂量都能产生高度一致的I型错误率,并且比最佳猜测基因型方法具有更高的功效。 FBATdosage可以对任意大小的核族中数百万个具有二元或定量表型的估算变异体进行快速链接和关联测试,并为父母提供任意缺失的数据。该方法在麻风易感性的基于家庭的关联研究中的应用成功地完善了两个候选基因座的关联信号,即染色体1的Clorf141-IL23R和染色体6的RAB32-C6orf103。

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