Article
Valid inference for machine learning-assisted genome-wide association studies.
Nature genetics - 1 Nov 2024
Miao Jiacheng, Wu Yixuan, Sun Zhongxuan, Miao Xinran, Lu Tianyuan, Zhao Jiwei, Lu Qiongshi
Abstract excerpt
Machine learning (ML) has become increasingly popular in almost all scientific disciplines, including human genetics. Owing to challenges related to sample collection and precise phenotyping, ML-assisted genome-wide association study (GWAS), which uses sophisticated ML techniques to impute phenotypes and then performs GWAS on the imputed outcomes, have become increasingly common in complex trait genetics...
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