In summary, this study reveals that WSTLZTD ameliorates osteoporosis by regulating macrophage senescence via LONP1, thereby suppressing cGAS/STING pathway activation in BMSCs to enhance osteogenic differentiation (Created in BioRender, Figure 11). This evidence concerns the gene LONP1 and osteoporosis.