Conversely, higher expression of NT5DC2, ATP5MC3, NSUN4, HINT1, RMDN1, NME6, GLYCTK, STX17, and RCC1L was inversely associated with DKD risk. Here, GLYCTK is linked to diabetic kidney disease.