In conclusion, the findings indicated that S100A8, IL18, and AIF1 play a critical role in NETosis and chemokine regulation in AP, including SAP, and the diagnostic models utilizing these genes demonstrated high efficacy. This evidence concerns the gene AIF1 and alkaline phosphatase measurement.