ALDOC's involvement in cancer is paradoxical, contributing to both tumor proliferation and suppression, underscoring how shifts in the tumor microenvironment (e.g., nutrient availability, hypoxia, or lactate accumulation) can toggle ALDOC's function between pro-tumor and anti-tumor states. The gene discussed is ALDOC; the disease is neoplasm.