HIF1A and diabetes mellitus: KEGG analysis indicated that genes upregulated in the high-MAPK12 group were enriched in pathways including HIF-1 signaling, diabetes-linked AGE-RAGE signaling, Relaxin signaling, diabetic cardiomyopathy, ECM-receptor interactions, and Toll-like receptor signaling.