THRB and osteoporosis: This study elucidates the molecular mechanisms by which fructose influences osteogenesis through the Thrb/Prkcz/cholesterol accumulation pathway in the context of osteoporosis, thereby highlighting the therapeutic potential of Thrb and Prkcz as targets for osteoporosis treatment.