One leading quinolinone alkaloid, viridicatol (VDC), isolated from deep‐sea‐derived fungus, vigorously promotes osteogenic differentiation via the Wnt/SHN3 signaling pathway in osteoblasts, thereby preventing osteoporosis while enhancing bone‐fracture healing in a mouse model. This evidence concerns the gene HIVEP3 and osteoporosis.