DKD reduces HDL's ability to remove cholesterol, and it is considered that this dysfunction is due to Apo A‐IV and Apo D.118Increased levels of Apo A‐IV and Apo D could lead to the chemical alteration of HDL, and this alteration could lead to HDL dysfunction.118. The gene discussed is APOA4; the disease is diabetic kidney disease.