Among the 41 identified causal nodes, only increased MCP-1/CCL2, MAS, and hyperferritinemia levels were directly causally associated with death (Figs. 3 and 4, Additional file 1: Table S7). The gene discussed is CCL2; the disease is macrophage activation syndrome.