The prominent enrichment of HIF-1 signaling pathway provides strong bioinformatic support for our experimental findings on HIF-1α-mediated metabolic reprogramming, while additional pathways including AGE-RAGE signaling and complement cascades suggest M-SYFSF addresses multiple aspects of DKD pathophysiology simultaneously. Here, HIF1A is linked to diabetic kidney disease.