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. This evidence concerns the gene EGFR and cancer.