Hypoxia‐inducible factor (HIF), a central regulator of cellular metabolism and hypoxia adaptation, plays a pivotal role in tumor metabolic reprogramming and macrophage M2 polarization, with HIF‐1α being the key mediator [118]. The gene discussed is HIF1A; the disease is neoplasm.