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Association screening for genes with multiple potentially rare variants: an inverse-probability weighted clustering approach

机译:关联筛选具有多个潜在稀有变异的基因:逆概率加权聚类方法

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摘要

Both common variants and rare variants are involved in the etiology of most complex diseases in humans. Developments in sequencing technology have led to the identification of a high density of rare variant single-nucleotide polymorphisms (SNPs) on the genome, each of which affects only at most 1% of the population. Genotypes derived from these SNPs allow one to study the involvement of rare variants in common human disorders. Here, we propose an association screening approach that treats genes as units of analysis. SNPs within a gene are used to create partitions of individuals, and inverse-probability weighting is used to overweight genotypic differences observed on rare variants. Association between a phenotype trait and the constructed partition is then evaluated. We consider three association tests (one-way ANOVA, chi-square test, and the partition retention method) and compare these strategies using the simulated data from the Genetic Analysis Workshop 17. Several genes that contain causal SNPs were identified by the proposed method as top genes.
机译:普通变体和稀有变体都与人类大多数复杂疾病的病因有关。测序技术的发展已导致在基因组上鉴定出高密度的稀有变异单核苷酸多态性(SNP),每一种仅影响最多1%的人口。从这些SNP衍生的基因型使人们能够研究罕见变异体与普通人类疾病的关系。在这里,我们提出一种关联筛选方法,该方法将基因视为分析单位。基因内的SNP用于创建个体的分区,逆概率加权用于对罕见变体上观察到的基因型差异进行超重。然后评估表型性状与构建的分区之间的关联。我们考虑了三种关联测试(单向方差分析,卡方检验和分区保留方法),并使用了来自遗传分析研讨会17的模拟数据对这些策略进行了比较。顶级基因。

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