For vitiligo, anti-PD-1/L1 combined with anti-CTLA-4 therapy showed the strongest signal (ROR: 55.89; 95% CI: 42.34–73.78; IC025: 4.73). The gene discussed is CTLA4; the disease is vitiligo.