The risk of critical COVID-19 and mortality increased by 9%(OR = 1.09, 95%CI = 1.04 −1.14, P < 0.001) and 6%(OR = 1.06, 95%CI = 1.02 −1.10, P = 0.002) for each 1 kg/m2 increase in BMI, respectively.