Our findings highlight that a high WWOX/HIF1A ratio correlates with favourable prognosis across multiple cancers by promoting oxidative metabolism, enhancing DNA repair, maintaining ECM integrity, and supporting immune surveillance. The gene discussed is WWOX; the disease is cancer.