This study analyzed iron homeostasis indicators (serum iron, ferritin, TIBC, transferrin) and clinical data from AP patients in the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database to evaluate their associations with in-hospital, 30-day, 90-day, and 365-day mortality. Here, TF is linked to alkaline phosphatase measurement.