SVM (Support Vector Machine) gives the highest AUC for the classifications of lung, lymphoma, and breast cancers, and two ALL subtypes: Hyperdiploid > 50 and TEL-AML1. This evidence concerns the gene RUNX1 and acute lymphoblastic leukemia.