The Magnoid subtype also contained the most tumors with integrated mutation, CN amplification and overexpression in KRAS. In sum, the subtypes distinctively contained tumors with integrated alterations in EGFR, KRAS, STK11, and TP53, suggesting these genes may be subtype-specific drivers in cancer development. The gene discussed is STK11; the disease is cancer.