In conclusion, genetically instrumented smoking phenotypes reflected by both smoking initiation and smoking intensity are significantly associated with a high expression level of ACE2 in multiple tissues/organs, subsequently increasing the susceptibility and severity of COVID-19. Here, ACE2 is linked to COVID-19.