IL6 and COVID-19: All features were categorical variables, and seven factors were significantly associated with the risk of COVID-19 death, including age, IL-6, blood urea nitrogen (BUN), lactate dehydrogenase (LDH), D-dimer, neutrophil count, and neutrophil-to-lymphocyte ratio (NLR) (Fig. 1A and B).