Next, we identified and verified some pivotal genes in functional gene modules with significant diagnostic value, including S100A6, S100A9, and S100A12, through machine-learning methods and experimental validation in blood samples from AP patients. This evidence concerns the gene S100A12 and alkaline phosphatase measurement.