A classification tree model identified five SNPs belonging to the genes PSMB10, TNFRSF10D, PSMB2, PPARD and CYP26B1, which were associated with CML predisposition. This evidence concerns the gene PPARD and chronic myelogenous leukemia, BCR-ABL1 positive.