KEGG enrichment analysis further validated the significant association between high FAP expression and pathways like ECM-receptor interactions, focal adhesions, AGE-RAGE signaling in diabetes-related complications, HPV infection, and the PI3K-Akt signaling cascade (Figure 4(c)). This evidence concerns the gene FAP and diabetes mellitus.