Strong signals among CD4+T cells, memory B cells, and monocytes in stage A (Supplementary Figure S7B) indicate activation of BTLA in T and B cells in the early phase (33, 34), which was in concordance with a previous report that severe COVID-19 expressed higher BTLA (35). Here, BTLA is linked to COVID-19.