Moreover, the predictive value for incident CKD was significantly improved by adding the A/L ratio to the model with baseline factors, whereas this was not shown with adding leptin alone, suggesting the robustness of the A/L ratio in predicting CKD development. This evidence concerns the gene LEP and chronic kidney disease.