The top oncogenic signatures identified from male smoking include tumor suppressor genes (PTEN and RB1), colon cancer gene sets (CTIP and SNF5), skin tumor progression protein (ATF2), oncogenic signatures KRAS-600-LUNG and E2F3 pathway genes. Here, ATF2 is linked to malignant colon neoplasm.