4) These results provide fresh insights into the possible mechanisms through which active vitamin D acts in DKD treatment and highlight SUMO3 and CD74 as potential biomarkers for therapeutic strategies in DKD. The gene discussed is CD74; the disease is diabetic kidney disease.