Two-step MR and bidirectional MR analyses were performed to examine the mediating pathways from order Bifidobacteriales through CCL2 to COVID-19, and family Bifidobacteriaceae through CCL2 to COVID-19. This evidence concerns the gene CCL2 and COVID-19.