Compared to tumors harboring wild-type EGFR, EGFR-driven NSCLC tumors exhibit low tumor immunogenicity, including reduced TMB, fewer neoantigens, impaired T cell clonality, and lower PD-L1 expression. The gene discussed is EGFR; the disease is non-small cell lung carcinoma.