By identifying age- and disease-specific cytokine signatures, including the elevation of CD40L, APRIL, MCP-4, Eotaxin, STACK, and MIP-3β, we established a pathophysiological axis linking inflammation to early-age osteoporosis in GD. The gene discussed is CD40LG; the disease is osteoporosis.