Comprehensive gene expression profiling using DNA microarrays is providing a molecular classification of cancer into disease categories that are homogeneous with respect to pathogenesis and clinical behavior. Gene expression profiling revealed that diffuse large B cell lymphoma (DLBCL) consists of at least two molecularly distinct diseases that are derived from distinct stages of B cell differentiation and have strikingly different clinical outcomes. By contrast, chronic lymphocytic leukemia (CLL) was found to be a single disease defined by a characteristic gene expression signature. Nonetheless, gene expression profiling distinguished two clinically divergent CLL subtypes and provided evidence that signaling through the B cell antigen receptor may play a role in the clinically aggressive subtype. Gene expression analysis also illuminated the mechanism of lymphomagenesis caused by BCL-6 translocations and provided evidence that the NF-kappa B signaling pathway is a new molecular therapeutic target in DLBCL.