In this single-centre retrospective study, we found that preoperative NT-proBNP concentrations and LVEF levels were independently associated with the risk of AKI after noncardiac surgery, and they can improve the predictive ability of logistic regression models based on conventional clinical risk factors. The gene discussed is NPPB; the disease is acute kidney injury.