These outcomes were then combined, resulting in the identification of the final 5 genes out of 21 (ACSS2, MBOAT2, LRIG1, IL18, HADH) as potential biomarkers for AP (Fig. 10D). Here, LRIG1 is linked to alkaline phosphatase measurement.