Besides, we identified a CD40-CD40 ligand interaction-mediated increased inflammatory, immune and stress response by the monocyte, NK cells, CD4+ TCM, and CD8+ T cell populations in the COVID-19 patients. The gene discussed is CD40LG; the disease is COVID-19.