GPD2 and alkaline phosphatase measurement: In this study, seven core genes (Amacr, Cyp39a1, Echs1, Gpd2, Osbpl9, Acsl4, and Mcee) closely associated with lipid metabolism disorders in AP were systematically identified through the integration of bioinformatics and machine learning approaches.