Here, we assessed the association between the development and severity of COVID-19, and retinol and RA signaling pathway, by MR, utilizing alleles as proxies for the genetically predicted circulating status of retinol, RBP4, RDH16 and CRABP1. Here, CRABP1 is linked to COVID-19.