Results: Immune checkpoint inhibitors targeting PD-1, PD-L1, and CTLA-4 have demonstrated clinical efficacy in NSCLC, yet their effectiveness is often limited by resistance mechanisms and lack of robust predictive biomarkers. The gene discussed is CTLA4; the disease is non-small cell lung carcinoma.