In a large, prospective, multicenter cohort, we find that either a single gene, OLAH, or a combination of 3 genes, CD83, ATP1B2, and DAAM2, accurately predicted 28-day mortality in hospitalized patients with COVID-19, including those who have been vaccinated. Here, ATP1B2 is linked to COVID-19.