TGFB1 and renal fibrosis: Simultaneously, AGE-RAGE interactions upregulate TGF-β1 and collagen expression including Col4A1 and FN1, promoting extracellular matrix (ECM) deposition and driving renal fibrosis (Liu et al., 2022a; Bhupesh et al., 2025).