Reverse MR analysis further revealed bidirectional causal relationships between allergic diseases and DNA methylation at CpG sites cg03689048(BAT3), cg17272563 (PRRT1), and cg20069688 (STK19). The gene discussed is BAG6; the disease is allergic disease.