EGF and cancer: A comparison of subnetwork genes of 79 correctly predicted test set patients to a database of signal transduction pathways confirmed significant enrichment of pathways that have previously been associated with cancer disease mechanisms such as the EGF, ER-alpha, p53, and TGFbeta pathways as well as Caspase and beta-catenin networks.