Furthermore, multiple signaling pathways closely associated with fibrosis, such as TGF-β, NF-κB, and JAK, exhibit strong co-occurrence, further confirming the critical role of fibrosis in the progression of diabetic nephropathy. This evidence concerns the gene TGFB1 and diabetic kidney disease.