Ataluren prevented bone loss induced by ovariectomy and aging in mice through the BMP-SMAD signaling pathway

Lijun Zeng1, Ranli Gu1, Wei Li2

  • 1Department of Prosthodontics, Peking University School and Hospital of Stomatology, Beijing 100081, China; National Center for Stomatology & National Clinical Research Center for Oral Diseases & National Engineering Research Center of Oral Biomaterials and Digital Medical Devices & Beijing Key Laboratory of Digital Stomatology & National Health Commission Key Laboratory of Digital Technology of Stomatology, Beijing 100081, China.

Insights

Ataluren, identified by deep learning, reverses bone loss in osteoporosis models. This novel drug promotes human mesenchymal stem cell osteogenic differentiation via the BMP-SMAD pathway, offering a potential osteoporosis treatment.

Area of Science:

  • Biomedical research
  • Drug discovery
  • Osteoporosis research

Background:

  • Osteoporosis is linked to estrogen deficiency and aging.
  • Novel therapeutic agents for osteoporosis are actively sought.
  • Transcriptional profiles offer a basis for drug screening.

Purpose of the Study:

  • To identify novel therapeutic agents for osteoporosis using a deep learning-based system.
  • To evaluate the efficacy of ataluren in preclinical osteoporosis models.
  • To elucidate the mechanism of action of ataluren in bone formation.

Main Methods:

  • Screening potential drugs using a deep learning-based efficacy prediction system (DLEPS) on transcriptional profiles.
  • Assessing ataluren's effect on bone loss in ovariectomized and aged mice.
  • Evaluating ataluren's impact on human bone marrow-derived mesenchymal stem cell (hBMMSC) osteogenic differentiation in vitro.
  • Investigating the role of the BMP-SMAD pathway in ataluren's mechanism.

Main Results:

  • DLEPS identified ataluren as a potential osteoporosis therapeutic.
  • Ataluren significantly reversed bone loss in both ovariectomized and aged mice.
  • Ataluren enhanced hBMMSC osteogenic differentiation without cytotoxicity, upregulating key osteogenic genes.
  • Ataluren activated SMAD phosphorylation, indicating BMP-SMAD pathway involvement.

Conclusions:

  • Ataluren shows therapeutic potential for osteoporosis.
  • The drug functions by promoting hBMMSC osteogenic differentiation through the BMP-SMAD pathway.
  • DLEPS is an effective tool for novel osteoporosis drug discovery.