Based on the findings of this study, future research should focus on conducting large scale, longitudinal and multicentered studies to validate the diagnostic and prognostic utility of BNP in patients with CKD across different stages and clinical subgroups. The gene discussed is NPPB; the disease is chronic kidney disease.