To the best of our knowledge, this is the first study to identify AP biomarkers based on the transcriptional expression pattern of peripheral blood through WGCNA and machine-learning methods, and this is the first human study emphasizing that S100A6, S100A9, and S100A12 have diagnostic value for the severity of AP. Here, S100A12 is linked to alkaline phosphatase measurement.