Finally, leave-one-out analysis detected potential influential SNP for the above MR analyses, such as retinol on COVID-19 susceptibility, RDH16 on COVID-19 hospitalization, CRABP1 on COVID-19 susceptibility. The gene discussed is RDH16; the disease is COVID-19.