Cox regression analysis including the parameters differed between patients with pneumonia and those without indicated that older age and circulating levels of IL-6, CRP, procalcitonin, and lactate at the 1st day after admission to hospital significantly predicted the progression of COVID-19 (Table 3). This evidence concerns the gene IL6 and pneumonia.