Inspired by these findings, our study adopts a pan-cancer framework to first establish the overarching significance of ALDOA, followed by a deep dive into its specific role and mechanism in LUSC, thereby aiming to delineate both its universal and context-dependent oncogenic functions. The gene discussed is ALDOA; the disease is cancer.