These findings highlight TYMS’s multifaceted involvement, particularly its modulation of immune responses and contribution to endothelial proliferation and vascular injury repair, presenting TYMS as a potential therapeutic target for precise intervention in ARDS among the elderly ICU population. The gene discussed is TYMS; the disease is acute respiratory distress syndrome.