RBP4 and COVID-19: The MR analyses using different methods including IVW, MR-PRESSO and Wald ratio, to estimate the causal inference of retinol, RBP4, RDH16 and CRABP1 on COVID-19 susceptibility and severity were presented in Fig. 2 and Table ​1.