Article
Estimation and selection in high-dimensional genomic studies for developing molecular diagnostics.
Biostatistics (Oxford, England) - 1 Apr 2011
Matsui Shigeyuki, Noma Hisashi
Abstract excerpt
In the development of molecular diagnostics, the main objective in high-dimensional genomic studies such as DNA microarray studies is to screen out genes strongly associated with clinical phenotypes to significantly improve diagnostic capabilities. The basic statistical task is thus estimation of the strengths of association or effect sizes for individual genes. We develop an empirical Bayes estimation method...
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