Our MR analysis showed that the increased excision of intron junction chr19:4,814,337–4,717,615 in the DPP9 gene, which is preferentially spliced in ENST00000599248, was associated with reduced risk of COVID-19 severity. This evidence concerns the gene DPP9 and COVID-19.