The Two-step MR results indicated that CCL2 may act as a mediator in the causal relationship between family Bifidobacteriaceae and order Bifidobacteriales and COVID-19, with a mediation ratio of 12.73% (Table 3). The gene discussed is CCL2; the disease is COVID-19.