TNF and diabetic kidney disease: KEGG enrichment analysis of these genes showed that pathways, including HIF-1 signaling pathway, PI3K-AKT signaling pathway, VEGF signaling pathway, TNF signaling pathway and NOD-like receptor signaling pathway, participated in the development of DKD (Figure 2B).