ADIPOQ and Abnormal renal physiology: Higher HDL-cholesterol and adiponectin levels in our renal declining group are consistent with the evidence of an independent association of the higher HDL-C levels with accelerated GFR loss, and a relationship between elevated adiponectin levels and renal dysfunction [27,28].