文献速递技术与安全胸部神经CTMRPET

数字孪生在放射学与放疗中的应用、挑战与未来展望

Digital twin applications in radiology and radiotherapy: Applications, challenges, and future perspectives.
PubMed 文献 · Eur J Radiol · 2026-04-12

该叙述性综述检索2018年以来文献,总结数字孪生在放射学与放疗中的成熟度与临床转化。放射学应用多属实验阶段,设备层面(预测性维护、流程优化)较患者层面成熟;放疗患者层面整合更先进,自适应放疗报告局部/区域控制相对改善低十几到约18%,并降低选定终点的毒性风险。关键瓶颈包括标准化验证框架、互操作性与监管指南缺失。

要点

  • 放射学数字孪生仍以设备层面应用为主,患者层面尚处实验阶段
  • 放疗患者层面数字孪生更成熟,自适应放疗可改善局部控制并降低毒性风险
  • 标准化验证、互操作性与监管指南是临床转化的主要缺口

核心结论

  • 数字孪生在影像与放射肿瘤精准医学中潜力显著,但放射学患者层面应用仍以实验为主,放疗患者层面整合更先进。

研究设计与样本

  • 叙述性综述,检索PubMed、Scopus、IEEE Xplore和Web of Science数据库中2018年以来同行评议文献。
  • 未报告纳入文献数量、样本量或中心数,未涉及具体设备/序列参数。

诊断标准与关键数值

  • DT对齐的自适应放疗报告局部/区域控制相对改善低十几到约18%,并降低选定终点的毒性风险,同时维持较低的器官辐射剂量。

临床应用与阅片要点

  • 放射学日常阅片可关注设备预测性维护、流程优化、剂量管理和个性化成像协议优化等数字孪生应用方向。
  • 放疗科医生可关注数字孪生支持个体化治疗计划、实时剂量自适应、治疗反应预测和质量保证。

局限性

  • 叙述性综述未报告系统检索的文献筛选流程与纳入研究数量,证据合成方法透明度有限。
  • 原文指出关键缺口包括标准化验证框架、互操作性标准和监管指南缺失,且放射学与放疗领域实施障碍不同。

以上解读依据论文摘要(全文未开放获取或许可不允许翻译转载)。

英文原文(摘要)· 点击展开

Digital twin technology has emerged as a transformative innovation in healthcare, offering virtual replicas of physical entities at patient-level, equipment-level, and departmental-level that enable real-time monitoring, prediction, and optimisation. This narrative review synthesizes current evidence on digital twin maturity and clinical translation in radiology and radiotherapy. A comprehensive literature search was conducted across PubMed, Scopus, IEEE Xplore, and Web of Science databases for peer-reviewed articles published from 2018 onwards. The review reveals that digital twin applications in radiology remain predominantly experimental, with equipment-focused implementations (predictive maintenance, workflow optimization) showing greater maturity than patient-level applications. In radiology, emerging applications include personalised imaging protocol optimisation, predictive equipment maintenance, dose management, and workflow enhancement. In contrast, radiotherapy demonstrates more advanced patient-level digital twin integration, facilitating individualised treatment planning, real-time dose adaptation, treatment response prediction, and quality assurance. DT-aligned adaptive radiotherapy report improved local/locoregional control in the low-teens to ∼18% relative range, alongside clinically meaningful toxicity-risk reductions in selected endpoints, while maintaining lower radiation dose to organs. Key benefits include improved patient outcomes, reduced radiation exposure, enhanced treatment precision, and optimised resource utilisation. However, critical gaps persist in standardized validation frameworks, interoperability standards, and regulatory guidance. Implementation faces challenges including data integration complexity, computational requirements, regulatory uncertainties, and domain-specific barriers differing between radiology and radiotherapy contexts. Successful clinical translation requires addressing technical infrastructure gaps, establishing evidence-based validation protocols, and developing reimbursement mechanisms that recognize digital twin value. Digital twin technology demonstrates substantial potential for advancing precision medicine in imaging and radiation oncology.

来源:Eur J Radiol,查看原文。版权归原作者所有。

引用

  1. Olawade DB, Akinro O, Oisakede EO, et al. Digital twin applications in radiology and radiotherapy: Applications, challenges, and future perspectives. Eur J Radiol. 2026. PMID: 42000470. doi:10.1016/j.ejrad.2026.112865

供执业医师工作参考,不替代临床判断;数值与分级以指南原文为准。