The results showed that adiponectin serum levels were significantly lower during COVID-19 respiratory failure, even after adjustments for age, sex, pre-existing diabetes mellitus, BMI, type of enteral nutrition, or glucocorticoid therapy use. The gene discussed is ADIPOQ; the disease is diabetes mellitus.