In the future, we will explore the specific mechanisms of SCD’s impact on the immune response of AMD through fatty acid metabolism and ferroptosis pathways in cell and animal models, and verify the potential application of SCD genes in immunotherapy for AMD. The gene discussed is SCD; the disease is age-related macular degeneration.