Among them, PAXX, TGFB1, and TNFRSF10A were identified as protective proteins for AMD, while IL20RB, ABO, CFD, PILRA, WARS1, and TNFSF14 were identified as risk proteins for AMD. Here, WARS1 is linked to age-related macular degeneration.