Long Fung Chau and colleagues report the generation of transgenic pigs expressing human ACE2, and show that they exhibit clinical signs and immunopathology consistent with COVID-19 following infection with SARS-CoV-2, suggesting that human ACE2 transgenic pigs are a viable large animal model for COVID-19. Here, ACE2 is linked to COVID-19.