The role of adiponectin in non-dialysis dependent CKD is also inconsistent [13,21,22,26–30], with some studies showing lower levels of adiponectin to be associated with CKD, while others showing higher levels to be associated with CKD or no significant association. This evidence concerns the gene ADIPOQ and chronic kidney disease.