The relationship between RBP4 and non-alcoholic fatty liver disease has also been reported in the literature, and there is a cross-link between the liver and the kidney; therefore, non-alcoholic fatty liver disease is also a risk factor for CKD, but this study did not include this factor owing to the lack of relevant measurement data. The gene discussed is RBP4; the disease is chronic kidney disease.