Gene expression networks have different gene components depending on the cell types. SAMURAI (System for Assembling Modules by Ultra Rapid Algorithm on Itemsets) is a tool for finding such minimal functional units of genes called modules from large-scale gene expression data. Modules are searched against by an ultra fast and exhaustive biclustering method using a closed itemset mining algorithm.