By combining differential expression analysis with machine learning-based feature selection, we identified four PANoptosis-related genes (PON2, BNIP3, EPHB6, and TPD52) that robustly distinguished AMD from control samples and were associated with an altered immune microenvironment. Here, EPHB6 is linked to age-related macular degeneration.