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. The gene discussed is HIF1A; the disease is acute kidney injury.