Generalized estimating equations showed that DS and tumor necrosis factor-α (TNF-α) were independently associated with ARDS onset in sepsis patients, but their generalizability across ARDS subtypes warrants further validation. The gene discussed is TNF; the disease is acute respiratory distress syndrome.