Despite the pivotal function of the PD-1/CTLA-4 axis in the treatment of RCC has greatly improved clinical outcomes compared to previous treatment options, the majority of patients with RCC did not achieve durable clinical benefits after ICI-based combination therapy [23–26]. The gene discussed is CTLA4; the disease is renal cell carcinoma.