Notably, the immune and inflammation molecular, such as IFNa/β, IL12, CCL2, TLR7, and IFNA2,were identified in the upstream regulators, which highlight the importance of the immune response in the pathogenesis of AMD (Supplementary Table 9). Here, TLR7 is linked to age-related macular degeneration.