This study explored and analyzed the possible causal relationship between the cathepsin family and AMD pathogenesis through MR, thereby providing a reference for the subsequent exploration of the effective monitoring indicators of AMD pathogenesis. The gene discussed is CTSS; the disease is age-related macular degeneration.