Cyanoglycosides isolated from Moringa oleifera seeds inhibited PFKFB3/TGF-β1/smads pathway to alleviate diabetic nephropathy through driving metabolic reprogramming. This evidence concerns the gene PFKFB3 and diabetic kidney disease.