ECHS1 and alkaline phosphatase measurement: Echs1-related genes were enriched in FAO and acyl-CoA hydratase activity (Figure 5(C1,C2)), with KEGG analysis linking them to fatty acid degradation and oxidative phosphorylation (Figure 5(C3,C4)), suggesting that disturbed mitochondrial energy metabolism drives AP progression.