After adjusting for age, sex, education, activity, alcohol use, smoking, hypertension history, and diabetes history (Model 1), participants in the 4th quartile of RBP4 had a 3.467-fold increased risk of CKD compared to those in the 1st quartile (P<0.001). Here, RBP4 is linked to chronic kidney disease.