全基因组关联研究
插补(统计学)
生物
统计能力
单核苷酸多态性
遗传关联
计算生物学
关联测试
基因型
荟萃分析
缺少数据
遗传学
统计
计算机科学
医学
基因
机器学习
数学
内科学
作者
Jonathan Marchini,Bryan Mowry
摘要
In the past few years genome-wide association (GWA) studies have uncovered a large number of convincingly replicated associations for many complex human diseases. Genotype imputation has been used widely in the analysis of GWA studies to boost power, fine-map associations and facilitate the combination of results across studies using meta-analysis. This Review describes the details of several different statistical methods for imputing genotypes, illustrates and discusses the factors that influence imputation performance, and reviews methods that can be used to assess imputation performance and test association at imputed SNPs.
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