In this very large population-based study, ACE inhibitor and ARB prescriptions were associated with a reduced risk of COVID-19 RT-PCR positive disease in a hospital setting adjusting for a wide range of demographic factors, potential comorbidities and other medication. The gene discussed is ACE; the disease is COVID-19.