After applying FlowSOM to cluster cell types (Fig. 2c), we discovered a HLA-DR+ CD38+ CD8+ T cell whose %parent is greater in COVID-19 patients than healthy controls (p = 3.19 × 10−10, FDR = 2.76 × 10−8) (Fig. 2d). Here, CD8A is linked to COVID-19.