In individuals who have ever smoked and high PRS, we identified 18 distinct complement proteins, including CFHR2, CFHR5, SERPING1, CFI, C2, FCN2, and FCN1, underscoring the synergistic effects of genetic predisposition to AMD and smoking history. Here, CFHR2 is linked to age-related macular degeneration.