Article
A fast and scalable framework for large-scale and ultrahigh-dimensional sparse regression with application to the UK Biobank.
PLoS genetics - 1 Oct 2020
Qian Junyang, Tanigawa Yosuke, Du Wenfei, Aguirre Matthew, Chang Chris, Tibshirani Robert, Rivas Manuel A, Hastie Trevor
Abstract excerpt
The UK Biobank is a very large, prospective population-based cohort study across the United Kingdom. It provides unprecedented opportunities for researchers to investigate the relationship between genotypic information and phenotypes of interest. Multiple regression methods, compared with genome-wide association studies (GWAS), have already been showed to greatly improve the prediction performance for a variety...
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