Liu Gaojie,Sun Xiaonan,Li Yongwu,et al.Applications of radiomics in personalized radiotherapy[J].Chinese Journal of Radiological Medicine and Protection,2025,45(6):585-590
Applications of radiomics in personalized radiotherapy
Received:June 25, 2024  
DOI:10.3760/cma.j.cn112271-20240625-00240
KeyWords:Radiomics  Personalized radiotherapy  Feature
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Author NameAffiliationE-mail
Liu Gaojie Department of Radiation Oncology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou 310016, China  
Sun Xiaonan Department of Radiation Oncology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou 310016, China sunxiaonan@zju.edu.cn 
Li Yongwu Department of Radiation Oncology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou 310016, China  
Zhou Qiong Department of Radiation Oncology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou 310016, China  
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Abstract::
      Radiomics represents a non-invasive, quantitative image analysis method, aimed at correlating high-throughput quantitative radiomics features with clinical and biological endpoints. This method enables comprehensive, multiple, and non-invasive tumor assessment based on different types of images in various stages of radiotherapy. Advancements have been made in the applications of radiomics combined with machine learning-based statistical method in multiple fields including individualized target delineation, the prediction of local recurrence and radiation-induced injuries, the assessment of distant metastasis risks, the prediction of tumor motion, adaptive radiotherapy (ART), and multi-omics analysis. These advancements provide more possibilities for personalized radiotherapy. This study presents a brief introduction to the applications of radiomics in personalized radiotherapy.
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