Six genes (namely, SLC20A6, CCR9, CXCR6, CCR2, CCR5, and CCR5AS) were significant from the MR-JTI analysis after Bonferroni correction (Fig. 4a), indicating causal support for these genes on COVID-19 hospitalization. This evidence concerns the gene CCR9 and COVID-19.