Thirteen genes (NLN, CTSA, REN, AGT, AGTR2, ANPEP, ENPEP, MME, MRGPRD, ACE2, ACE, AGTR1, and MAS1) were found shared by hypertension and COVID-19. Here, ANPEP is linked to COVID-19.