cMono expressing VCAN, which is implicated in cytokine release, were specifically increased in COVID-19 and reduced in influenza, while complement component C1Q-expressing ncMono were increased in influenza and sepsis, but not in COVID-19. Here, VCAN is linked to COVID-19.