Mechanically, we identified that disordered glycolipid metabolism aggravated TSC senescence and activated the CXCL13-CXCR5 axis in TSCs, which led to enhanced osteogenic differentiation of TSCs. Here, CXCR5 is linked to tuberous sclerosis.