In general, hypomethylation of inflammatory genes, hypermethylation of IFN-related genes, and perturbations to the epigenetic clock and epigenetic inferred mortality risk were the major epigenetic alterations of severe COVID-19 cases. Here, CLOCK is linked to COVID-19.