LCN2 and acute kidney injury: For example, neutrophil gelatinase-associated lipocalin has demonstrated early predictive power for AKI in various clinical scenarios such as cardiac surgery and sepsis (Snel et al., 2025), providing strong evidence for exploring key regulatory molecules like HIF-1α as early diagnostic markers.