NPPB and acute kidney injury: Specifically, NT-proBNP emerged as a robust independent predictor of acute kidney injury (AKI) in obese patients, with an adjusted odds ratio (OR) of 1.14 per 1000 pg/mL (95% CI: 1.10–1.19, p < 0.001).