IVW analysis showed a positive causal association between RDH16 and COVID-19 hospitalization (OR: 1.10, 95% CI: 1.01–1.18, P: 0.0199) using a liberal selection of genetic variants (P < 5 × 10− 6). This evidence concerns the gene RDH16 and COVID-19.