Our research found that ghrelin, acyl-ghrelin, prolactin, eGFR, blood urea, ferritin, and LDL cholesterol were correlated with NT-proBNP levels in pre-dialysis CKD patients. The gene discussed is PRL; the disease is chronic kidney disease.