In DKD, metabolic changes in renal cells (96), including increased glucose and sodium reabsorption mediated by Sodium-Glucose Cotransporter 2 (SGLT2) in proximal tubules, lead to significantly higher oxygen consumption. This evidence concerns the gene SLC5A2 and diabetic kidney disease.