In this study, we first analyzed the differential expression of pancreatic tissue genes between the control group and the AP group, identified the genes that might be related to the occurrence of AP, and combined LASSO regression and SVM-RFE algorithm to extract potential gene Prdx4 related to AP generation, and validated it on another dataset. Here, PRDX4 is linked to alkaline phosphatase measurement.