These results suggest causal associations between retinol and COVID-19 susceptibility, RBP4 and COVID-19 susceptibility, RDH16 and COVID-19 hospitalization, and CRABP1 and COVID-19 susceptibility. Here, RDH16 is linked to COVID-19.