Our DAG analysis further identified causal associations between IL-18BP, sCD163, M-CSF, IL-8, MIP-1 alpha, and IL-2Ra/sCD25 with increased MCP-1/CCL2, MAS, and hyperferritinemia. This evidence concerns the gene CCL2 and macrophage activation syndrome.