After adjustment for age, sex, obesity, active cancer, D-dimer, CRP, and IL-6, severe lung involvement remained a strong independent predictor of in-hospital mortality (OR 4.46; 95% CI 1.55–12.86; p = 0.006). This evidence concerns the gene IL6 and obesity due to melanocortin 4 receptor deficiency.