employed SHAP to identify serum cystatin C (SCysC) and serum creatinine (SCr) as the most critical indicators for classifying chronic kidney disease (CKD) stages, while factors such as blood pressure and CRP levels were less influential. This evidence concerns the gene CST3 and chronic kidney disease.