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April 16, 2026Cancers2 citationsOpen Access

Imaging Biomarkers in Radiotherapy

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DZDandan ZhengINIssam El NaqaXQX Sharon Qi

Key Points

  • The aim is to explore the role of imaging biomarkers in enhancing radiotherapy through advanced imaging techniques and data analytics.
  • Provided an overview of the technical foundations of imaging biomarkers in radiotherapy.
  • Synthesized clinical evidence across major disease sites.
  • Examined challenges to clinical translation and implementation.
  • Proposed a roadmap for the development and validation of imaging biomarkers.
  • Imaging biomarkers improve target delineation and guide dose painting.
  • They can predict and monitor treatment responses effectively.
  • The review identifies key challenges like standardization and data sharing.

Abstract

Advances in medical imaging modalities such as multiparametric and functional MRI, PET, and CT/CBCT, together with complementary innovations such as radiomics, artificial intelligence (AI), adaptive radiotherapy, and theranostics, have expanded the role of imaging from anatomical guidance to biologically informed treatment planning, adaptation, and response assessment. In this review, we provide a comprehensive overview of the technical foundations of imaging biomarkers in radiotherapy (RT), spanning functional and molecular imaging techniques and data-driven analytic approaches. We synthesize current clinical evidence across major disease sites, highlighting how imaging biomarkers are being used to refine target delineation, guide dose painting and functional avoidance, predict and monitor treatment response, and support adaptive and personalized RT strategies. We also critically examine key challenges to clinical translation and implementation, including standardization and reproducibility, validation and generalizability, interpretability of AI-driven models, regulatory and ethical considerations, issues of data sharing, reimbursement, and equity. Finally, we propose a multi-stage translational roadmap to guide the development, validation, and clinical deployment of imaging biomarkers in radiotherapy. Collectively, this review underscores the central role of imaging biomarkers in advancing biologically adaptive and precision radiotherapy and outlines priorities for their responsible and equitable integration into routine clinical practice.

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Cite This Study

Zheng et al. (2026) studied this question.

synapsesocial.com/papers/69e07d732f7e8953b7cbe686https://doi.org/10.3390/cancers18081232
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