Among them, nine genes (STK11, MAML2, ABL2, PRDM16, PRKAR1A, ACAD8, PIK3R1, NPPA and NUP85) were overlapped with the cancer Gene Census [12] or with the putative driver genes estimated by the CHASM analysis as mentioned above. Here, STK11 is linked to cancer.