In this study, using publicly available data from exceptionally large GWAS including hundreds of thousands of individuals and the Mendelian randomization methodology, we aim to investigate the potential mediation role of 41 cytokines, leptin, JAK2, and lymphocyte percentage in the link between obesity and COVID-19 severity. This evidence concerns the gene JAK2 and COVID-19.