{"title":"Radiomics-driven personalized radiotherapy for primary and recurrent tumors: A general review with a focus on reirradiation","authors":"Arnaud Beddok , Fanny Orlhac , Laura Rozenblum , Valentin Calugaru , Gilles Créhange , Laurent Dercle , Christophe Nioche , Juliette Thariat , Thibault Marin , Georges El Fakhri , Irène Buvat","doi":"10.1016/j.canrad.2024.09.002","DOIUrl":"10.1016/j.canrad.2024.09.002","url":null,"abstract":"<div><h3>Purpose</h3><div>This review systematically investigates the role of radiomics in radiotherapy, with a particular emphasis on the use of quantitative imaging biomarkers for predicting clinical outcomes, assessing toxicity, and optimizing treatment planning. While the review encompasses various applications of radiomics in radiotherapy, it particularly highlights its potential for guiding reirradiation of recurrent cancers.</div></div><div><h3>Methods</h3><div>A systematic review was conducted based on a Medline search with the search engine PubMed using the keywords “radiomics or radiomic” and “radiotherapy or reirradiation”. Out of 189 abstracts reviewed, 147 original articles were included in the analysis. These studies were categorized by tumor localization, imaging modality, study objectives, and performance metrics, with a particular emphasis on the inclusion of external validation and adherence to a standardized radiomics pipeline.</div></div><div><h3>Results</h3><div>The review identified 14 tumor localizations, with the majority of studies focusing on lung (33 studies), head and neck (27 studies), and brain (15 studies) cancers. CT was the most frequently employed imaging modality (77 studies) for radiomics, followed by MRI (46 studies) and PET (13 studies). The overall AUC across all studies, primarily focused on predicting the risk of recurrence (94 studies) or toxicity (41 studies), was 0.80 (SD<!--> <!-->=<!--> <!-->0.08). However, only 24 studies (16.3%) included external validation, with a slightly lower AUC compared to those without it. For studies using CT versus MRI or PET, both had a median AUC of 0.79, with IQRs of 0.73–0.86 for CT and 0.76–0.855 for MRI/PET, showing no significant differences in performance. Five studies involving reirradiation reported a median AUC of 0.81 (IQR: 0.73–0.825).</div></div><div><h3>Conclusion</h3><div>Radiomics demonstrates considerable potential in personalizing radiotherapy by improving treatment precision through better outcome prediction and treatment planning. However, its clinical adoption is hindered by the lack of external validation and variability in study designs. Future research should focus on implementing rigorous validation methods and standardizing imaging protocols to enhance the reliability and generalizability of radiomics in clinical radiotherapy, with particular attention to its application in reirradiation.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 597-602"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142483060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Olivier Riou , Jessica Prunaretty , Morgan Michalet
{"title":"Personalizing radiotherapy with adaptive radiotherapy: Interest and challenges","authors":"Olivier Riou , Jessica Prunaretty , Morgan Michalet","doi":"10.1016/j.canrad.2024.07.007","DOIUrl":"10.1016/j.canrad.2024.07.007","url":null,"abstract":"<div><div>Adaptive radiotherapy (ART) is a recent development in radiotherapy technology and treatment personalization that allows treatment to be tailored to the daily anatomical changes of patients. While it was until recently only performed “offline”, i.e. between two radiotherapy sessions, it is now possible during ART to perform a daily online adaptive process for a given patient. Therefore, ART allows a daily customization to ensure optimal coverage of the treatment target volumes with minimized margins, taking into account only the uncertainties related to the adaptive process itself. This optimization appears particularly relevant in case of daily variations in the positioning of the target volume or of the organs at risk (OAR) associated with a proximity of these volumes and a tenuous therapeutic index. ART aims to minimize severe acute and late toxicity and allows tumor dose escalation. These new achievements have been possible thanks to technological development, the contribution of new multimodal and onboard imaging modalities and the integration of artificial intelligence tools for the contouring, planning and delivery of radiation therapy. Online ART is currently available on two types of radiotherapy machines: MR-linear accelerators and recently CBCT-linear accelerators. We will first describe the benefits, advantages, constraints and limitations of each of these two modalities, as well as the online adaptive process itself. We will then evaluate the clinical situations for which online adaptive radiotherapy is particularly indicated on MR- and CBCT-linear accelerators. Finally, we will detail some challenges and possible solutions in the development of online ART in the coming years.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 603-609"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142367862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vincent Bourbonne , Luc Ollivier , Delphine Antoni , Olivier Pradier , Axel Cailleteau , Ulrike Schick , Georges Noël , François Lucia
{"title":"Diagnosis and management of brain radiation necrosis","authors":"Vincent Bourbonne , Luc Ollivier , Delphine Antoni , Olivier Pradier , Axel Cailleteau , Ulrike Schick , Georges Noël , François Lucia","doi":"10.1016/j.canrad.2024.07.014","DOIUrl":"10.1016/j.canrad.2024.07.014","url":null,"abstract":"<div><div>Brain radiation necrosis (BRN) is a significant and complex side effect of stereotactic radiotherapy (SRT). Differentiating BRN from local tumor recurrence is critical, requiring advanced diagnostic techniques and a multidisciplinary approach. BRN typically manifests months to years post-treatment, presenting with radiological changes on MRI and may produce neurological symptoms. Key risk factors include the volume of irradiated brain tissue, the radiation dose, and prior radiotherapy history. This manuscript reviews the diagnostic process for BRN, emphasizing the importance of assessing baseline risk, clinical evaluation, and advanced imaging modalities. Multimodal imaging enhances diagnostic accuracy and aids in distinguishing BRN from tumor relapse. Therapeutic management varies based on symptoms. Asymptomatic BRN may be monitored with regular imaging, while symptomatic BRN often requires corticosteroids to reduce inflammation. Emerging therapies like bevacizumab have shown promise in clinical trials, with significant radiographic and symptomatic improvement. Surgical intervention may be necessary for histological confirmation and severe, treatment-resistant cases. Ongoing research aims to improve diagnostic accuracy and treatment efficacy, enhancing patient outcomes and quality of life. This review underscores the need for a multidisciplinary approach and continuous advancements to address the challenges posed by BRN in brain tumor patients.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 547-552"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142376458","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Manou Rakotosamimanana , Jean-Michel Hannoun-Lévi , Sofia Rivera
{"title":"Réirradiation des récidives de carcinomes mammaires","authors":"Manou Rakotosamimanana , Jean-Michel Hannoun-Lévi , Sofia Rivera","doi":"10.1016/j.canrad.2024.07.012","DOIUrl":"10.1016/j.canrad.2024.07.012","url":null,"abstract":"<div><div>Approximately 10 to 15% of patients with breast cancer will have a local recurrence after initial conservative treatment or mastectomy. Total mastectomy has historically been the standard treatment for local recurrence. However, the question of reirradiation may arise as part of a second conservative treatment in conjunction with segmentectomy or in the case of chest wall recurrence to improve local control. Different modalities are available: brachytherapy, external beam radiotherapy with or without hyperthermia. Although the carcinologic results are encouraging, this complex situation requires rigorous patient selection and technical requirements to achieve the best local control and limit toxicity events. This article presents a review of the literature on the different indications and techniques for reirradiation of ipsilateral recurrent breast cancer, with the aim of providing decision support in clinical practice.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 586-590"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142395956","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Delineation of target volume by radiation therapists during online adaptive radiation therapy: What authorization?","authors":"Tiffanie Trouillet, Silouane Poli-Flament, Florence Huguet","doi":"10.1016/j.canrad.2024.07.016","DOIUrl":"10.1016/j.canrad.2024.07.016","url":null,"abstract":"<div><div>The evolution of radiation therapy techniques goes hand in hand with the evolution of the profession of radiation therapist. In the particular context of online adaptive radiotherapy based on cone beam computed tomography images, delegation of certain tasks from the physician to the radiation therapist is possible within the framework of a cooperation protocol. This delegation requires prior theoretical and practical training. It enriches the practice of radiation therapists by allowing them to acquire new skills and greater autonomy. It foreshadows access for radiation therapists to advanced practice.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 565-567"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142378729","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Salvage reirradiation for locally recurrent prostate cancer: A narrative review","authors":"Juliette Jacques , Mario Terlizzi","doi":"10.1016/j.canrad.2024.07.008","DOIUrl":"10.1016/j.canrad.2024.07.008","url":null,"abstract":"<div><div>In this narrative review, we will explore the different options for salvage re-irradiation for locally recurrent prostate cancer. Brachytherapy (BT) and stereotactic body radiation therapy (SBRT) appear to be successful options. We detailed doses, volumes, oncological outcomes, and toxicity events to identify the best salvage strategy. Salvage reirradiation can only be proposed in certain cases, depending on the patient and the clinical scenario. Specific imaging and tests are needed to safely deliver this treatment.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 576-579"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142402337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julian Biau , Florent Guillemin , Angeline Ginzac , Julie Villa , Gilles Truc , Delphine Antoni , Clara Le Fèvre , François Thillays
{"title":"Preoperative stereotactic radiotherapy for the management of brain metastases","authors":"Julian Biau , Florent Guillemin , Angeline Ginzac , Julie Villa , Gilles Truc , Delphine Antoni , Clara Le Fèvre , François Thillays","doi":"10.1016/j.canrad.2024.07.006","DOIUrl":"10.1016/j.canrad.2024.07.006","url":null,"abstract":"<div><div>Traditionally, postoperative whole-brain radiation therapy (WBRT) has been used for resected brain metastases, reducing local and intracerebral relapses. However, WBRT is associated with cognitive deterioration. Postoperative stereotactic radiotherapy (SRT) has emerged due to its neurocognitive preservation benefits. Despite its advantages, postoperative SRT has several drawbacks, including difficulties in target volume delineation, increased risk of radionecrosis (RN) and leptomeningeal disease (LMD), and prolonged treatment duration. Preoperative SRT has been proposed as a potential alternative, offering promising results in retrospective studies. Retrospective studies have suggested that preoperative SRT could achieve high local control rates with fewer LMD and RN rates compared to postoperative SRT. However, preoperative SRT is primarily based on retrospective data, and no phase 2/3 trials have been published to date. Ongoing clinical trials are expected to provide further insights into the efficacy and safety of preoperative SRT, addressing key questions regarding fractionation, dose, and timing relative to surgery.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 534-537"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142367863","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Essais qui changent les pratiques : cancers urologiques","authors":"Pierre Graff , Pascal Pommier , Mathieu Minsat , Gilles Créhange","doi":"10.1016/j.canrad.2024.07.010","DOIUrl":"10.1016/j.canrad.2024.07.010","url":null,"abstract":"<div><div>Herein, we provide a non-exhaustive selection of the main clinical trials presented in 2023–2024 related to radiation-oncology used in the treatment of urological cancers including prostate cancer (radiotherapy of localized prostate cancer, post-prostatectomy irradiation, reirradiation, biochemical recurrence following local treatment, radiotherapy for metastatic cancer), muscle invasive bladder cancer and primary kidney cancer.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 513-518"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142395955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Charlotte Robert , Philippe Meyer , Brigitte Séroussi , Thomas Leroy , Jean-Emmanuel Bibault
{"title":"Artificial intelligence and radiotherapy: Evolution or revolution?","authors":"Charlotte Robert , Philippe Meyer , Brigitte Séroussi , Thomas Leroy , Jean-Emmanuel Bibault","doi":"10.1016/j.canrad.2024.09.003","DOIUrl":"10.1016/j.canrad.2024.09.003","url":null,"abstract":"<div><div>The integration of artificial intelligence, particularly deep learning algorithms, into radiotherapy represents a transformative shift in the field, enhancing accuracy, efficiency, and personalized care. This paper explores the multifaceted impact of artificial intelligence on radiotherapy, the evolution of the roles of radiation oncologists and medical physicists, and the associated practical challenges. The adoption of artificial intelligence promises to revolutionize the profession by automating repetitive tasks, improving diagnostic precision, and enabling adaptive radiotherapy. However, it also introduces significant risks, such as automation bias, verification failures, and the potential erosion of clinical skills. Ethical considerations, such as maintaining patient autonomy and addressing biases in artificial intelligence systems, are critical to ensuring the responsible use of artificial intelligence. Continuous training and development of robust quality assurance programs are required to mitigate these risks and maximize the benefits of artificial intelligence in radiotherapy.</div></div>","PeriodicalId":9504,"journal":{"name":"Cancer Radiotherapie","volume":"28 6","pages":"Pages 503-509"},"PeriodicalIF":1.5,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142483057","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}