Male sex, >65-year-old, and high diastolic blood pressure, a series of abnormal laboratory test indicators and hyponatremia, hypokalemia, acute respiratory distress syndrome, shock, solid tumor, hematological tumor, and insulin use were independent risk factors for in-hospital mortality of patients with COVID-19. This evidence concerns the gene INS and acute respiratory distress syndrome.