The recurrence of genes like APP, SRC, and CASP3 across multiple functional categories underscores their centrality in mediating these overlapping biological processes, positioning them as key candidates in the shared pathophysiology of DM and HNSCC. Here, CASP3 is linked to diabetes mellitus.