CD38 and COVID-19: Accumulation of Cd38+ macrophages may indicate the severe pneumonia at d5 (Supplementary Fig. S3c), as CD38 has been reported to be an inflammatory marker of human monocytes and macrophages and involved in COVID-19 pathophysiology32,33.