NPPB and acute kidney injury: NT-proBNP levels independently predicted AKI in obese patients (adjusted OR: 1.14 per 1000 pg/mL, 95% CI: 1.10–1.19, p < 0.001), with excellent discriminatory power (AUC: 0.88).