Hub protein identification based on degree centrality prioritized TNFRSF1A, IL1RL1, TNFRSF1B, and ANGPT1 among the top 10 proteins (Figure 7D), positioning these molecules as key regulatory nodes in DKD pathogenesis. This evidence concerns the gene TNFRSF1A and diabetic kidney disease.