Artificial Intelligence for Evidence Synthesis of Emerging Biologics to Improve Skeletal Health in Osteogenesis Imperfecta: Systematic Review and Meta-Analysis - Takeaways - MDSpire

Artificial Intelligence for Evidence Synthesis of Emerging Biologics to Improve Skeletal Health in Osteogenesis Imperfecta: Systematic Review and Meta-Analysis

  • By

  • Chengfei Li

  • Zonglin Dai

  • Wing Chung Tang

  • Zesen Gao

  • Vivien Kin Yi Chan

  • Mariana Ramirez-Posada

  • Jiyeong Kim

  • Eleni Linos

  • CL Cheung

  • Ian Chi Kei Wong

  • Dong Dong

  • Michael To

  • Dawn Craig

  • Xue Li

  • July 10, 2026

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  • 1

    Osteogenesis imperfecta (OI) is a rare genetic disorder with an incidence of 1 in 15,000 to 20,000 live births, causing bone fragility and lifelong disability.

  • 2

    Current therapies for OI, primarily bisphosphonates, focus on symptomatic relief but show limited efficacy in adults and severe phenotypes.

  • 3

    Emerging biologics like denosumab and romosozumab target specific molecular pathways in bone remodeling, offering potential advantages over bisphosphonates.

  • 4

    A systematic review and meta-analysis of biologics for OI was conducted to evaluate their efficacy and safety, utilizing an LLM-assisted workflow.

  • 5

    The review process faced challenges due to heterogeneous study designs and inconsistent outcomes, highlighting the need for improved methodologies.

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