Similarly, NSCLC with an EGFR, ALK, or other non-smoking associated driver alteration is significantly overrepresented among females and is associated with lower TMB and poor ICI response (41, 56, 57). The gene discussed is EGFR; the disease is non-small cell lung carcinoma.