Likewise, KEGG analysis revealed that DE-NMRGs were enriched in the AGE-RAGE signaling pathway, the IL-17 signaling pathway, the TNF signaling pathway, etc., in patients with diabetes-related complications (Figure 1E; Supplementary Table S3). The gene discussed is TNF; the disease is diabetes mellitus.