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. Here, IL1RL1 is linked to diabetic kidney disease.