In this study, we longitudinally investigated the dynamics of peripheral immune cells and inflammatory cytokines in 67 COVID-19 patients with different disease severities and found that critical cases showed significantly decreased lymphocyte subsets and increased IL-6 and IL-10 levels on admission. This evidence concerns the gene IL6 and COVID-19.