According to recent data21, 22, 23, the pathway comprising high glucose → reduced AMPK activity → increased Nox4 → reduced fumarate hydratase activity → increased fumarate levels → increased TGF-β expression plays an important role in the development of diabetic kidney disease. This evidence concerns the gene TGFB1 and diabetic kidney disease.