INS and renal fibrosis: These genes (e.g., AKT1, EGFR, SRC) collectively contribute to the pathological progression of diabetic nephropathy by regulating insulin signaling, inflammation, oxidative stress, apoptosis, and renal fibrosis, leading to glomerular injury, metabolic disturbances, and renal functional deterioration.