Our data showed use of insulin (OR 1.411; 95% CI 1.167–1.706) and sulfonylurea (OR 1.226; 95% CI 1.027–1.464) could be related to higher odds of COVID-19 hospitalizations. The gene discussed is INS; the disease is COVID-19.