The importance of distinct modeling strategies for gene and gene-specific treatment effects in hierarchical models for microarray data

Steven P. Lund, Dan Nettleton

When analyzing microarray data, hierarchical models are often used to share information across genes when estimating means and variances or identifying differential expression. Man…