CD8A and COVID-19: We found that CD16+monocytes were significantly associated with three phases of COVID-19, mature B cells showed remarkable associations with mild COVID-19, megakaryocytes were significantly associated with moderate and severe COVID-19, and memory CD8+T cells showed significant associations with severe COVID-19 (permuted P < 0.05, Fig. 3A).