However, while NGAL showed statistical significance in univariable analysis, it failed to demonstrate independent predictive power in adjusted models, possibly reflecting both its susceptibility to systemic inflammatory responses and the inclusion of patients with established AKI at the time of sepsis recognition, which may have confounded its prognostic discrimination [24]. Here, LCN2 is linked to acute kidney injury.