Moreover, Cox regression analysis showed that only a high NT-proBNP/BNP ratio was associated with a significant increase in the incidence of non-fatal CVD, CVD, and MACE in patients with CKD stages 4 and 5. The gene discussed is NPPB; the disease is chronic kidney disease.