INS and diabetes mellitus: 2) Biological mechanism inference: While enrichment analysis revealed that diabetes-associated differentially expressed genes (DM-DEGs) are significantly involved in biological processes such as glucose and lipid metabolism and insulin signaling pathways, the lack of definitive diabetes status data prevents direct validation of whether these gene expression changes are driven by diabetes or linked to its pathophysiological mechanisms.