We found several immune responses associated signaling pathways such as IL6-JAK-STAT3, IL2-STAT5, TGF-β, TNFα, Inflammatory response pathway, and Complement system activation, upregulated in the classical monocyte, NK cells, activated CD4+ T cells, and CD4+ central memory T cells during active COVID-19. The gene discussed is TNF; the disease is COVID-19.