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Piras A, Morelli I, Colciago RR, Boldrini L, D'Aviero A, De Felice F, Grassi R, Iorio GC, Longo S, Mastroleo F, Desideri I, Salvestrini V. The continuous improvement of digital assistance in the radiation oncologist's work: from web-based nomograms to the adoption of large-language models (LLMs). A systematic review by the young group of the Italian association of radiotherapy and clinical oncology (AIRO). LA RADIOLOGIA MEDICA 2024; 129:1720-1735. [PMID: 39397129 DOI: 10.1007/s11547-024-01891-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Accepted: 09/20/2024] [Indexed: 10/15/2024]
Abstract
PURPOSE Recently, the availability of online medical resources for radiation oncologists and trainees has significantly expanded, alongside the development of numerous artificial intelligence (AI)-based tools. This review evaluates the impact of web-based clinical decision-making tools in the clinical practice of radiation oncology. MATERIAL AND METHODS We searched databases, including PubMed, EMBASE, and Scopus, using keywords related to web-based clinical decision-making tools and radiation oncology, adhering to PRISMA guidelines. RESULTS Out of 2161 identified manuscripts, 70 were ultimately included in our study. These papers all supported the evidence that web-based tools can be transversally integrated into multiple radiation oncology fields, with online applications available for dose and clinical calculations, staging and other multipurpose intents. Specifically, the possible benefit of web-based nomograms for educational purposes was investigated in 35 of the evaluated manuscripts. As regards to the applications of digital and AI-based tools to treatment planning, diagnosis, treatment strategy selection and follow-up adoption, a total of 35 articles were selected. More specifically, 19 articles investigated the role of these tools in heterogeneous cancer types, while nine and seven articles were related to breast and head & neck cancers, respectively. CONCLUSIONS Our analysis suggests that employing web-based and AI tools offers promising potential to enhance the personalization of cancer treatment.
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Affiliation(s)
- Antonio Piras
- UO Radioterapia Oncologica, Villa Santa Teresa, 90011, Bagheria, Palermo, Italy
- Ri.Med Foundation, 90133, Palermo, Italy
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, Molecular and Clinical Medicine, University of Palermo, 90127, Palermo, Italy
- Radiation Oncology, Mater Olbia Hospital, Olbia, Italy
| | - Ilaria Morelli
- Radiation Oncology Unit, Department of Experimental and Clinical Biomedical Sciences, Azienda Ospedaliero-Universitaria Careggi, University of Florence, Florence, Italy
| | - Riccardo Ray Colciago
- Department of Radiation Oncology, Fondazione IRCCS Istituto Nazionale Dei Tumori, 20133, Milan, Italy
| | - Luca Boldrini
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario IRCCS "A. Gemelli", Rome, Italy
- Università Cattolica del Sacro Cuore, Rome, Italy
| | - Andrea D'Aviero
- Department of Medical, Oral and Biotechnological Sciences, "G. D'Annunzio" University of Chieti, Chieti, Italy
- Department of Radiation Oncology, "S.S. Annunziata" Chieti Hospital, Chieti, Italy
| | - Francesca De Felice
- Radiation Oncology, Policlinico Umberto I, Department of Radiological, Oncological and Pathological Sciences, "Sapienza" University of Rome, Rome, Italy
| | - Roberta Grassi
- Department of Precision Medicine, University of Campania "L. Vanvitelli", Naples, Italy
| | | | - Silvia Longo
- UOC Radioterapia Oncologica, Fondazione Policlinico Universitario IRCCS "A. Gemelli", Rome, Italy
| | - Federico Mastroleo
- Division of Radiation Oncology, European Institute of Oncology IRCCS, Via Ripamonti 435, 20141, Milan, Italy.
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.
| | - Isacco Desideri
- Radiation Oncology Unit, Department of Experimental and Clinical Biomedical Sciences, Azienda Ospedaliero-Universitaria Careggi, University of Florence, Florence, Italy
| | - Viola Salvestrini
- Radiation Oncology Unit, Department of Experimental and Clinical Biomedical Sciences, Azienda Ospedaliero-Universitaria Careggi, University of Florence, Florence, Italy
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Grover S, Court L, Amoo-Mitchual S, Longo J, Rodin D, Scott AA, Lievens Y, Yap ML, Abdel-Wahab M, Lee P, Harsdorf E, Khader J, Jia X, Dosanjh M, Elzawawy A, Ige T, Pomper M, Pistenmaa D, Hardenbergh P, Petereit DG, Sargent M, Cina K, Li B, Anacak Y, Mayo C, Prattipati S, Lasebikan N, Rendle K, O'Brien D, Wendling E, Coleman CN. Global Workforce and Access: Demand, Education, Quality. Semin Radiat Oncol 2024; 34:477-493. [PMID: 39271284 DOI: 10.1016/j.semradonc.2024.07.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/15/2024]
Abstract
There has long existed a substantial disparity in access to radiotherapy globally. This issue has only been exacerbated as the growing disparity of cancer incidence between high-income countries (HIC) and low and middle-income countries (LMICs) widens, with a pronounced increase in cancer cases in LMICs. Even within HICs, iniquities within local communities may lead to a lack of access to care. Due to these trends, it is imperative to find solutions to narrow global disparities. This requires the engagement of a diverse cohort of stakeholders, including working professionals, non-governmental organizations, nonprofits, professional societies, academic and training institutions, and industry. This review brings together a diverse group of experts to highlight critical areas that could help reduce the current global disparities in radiation oncology. Advancements in technology and treatment, such as artificial intelligence, brachytherapy, hypofractionation, and digital networks, in combination with implementation science and novel funding mechanisms, offer means for increasing access to care and education globally. Common themes across sections reveal how utilizing these new innovations and strengthening collaborative efforts among stakeholders can help improve access to care globally while setting the framework for the next generation of innovations.
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Affiliation(s)
- Surbhi Grover
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA; Botswana-University of Pennsylvania Partnership, Gaborone, Botswana.
| | - Laurence Court
- Department of Radiation Physics, The University of Texas MD Anderson Cancer Center
| | - Sheldon Amoo-Mitchual
- Botswana-University of Pennsylvania Partnership, Gaborone, Botswana; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - John Longo
- Department of Radiation Oncology, Medical College of Wisconsin, Milwaukee, WI
| | - Danielle Rodin
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada; Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, ON, Canada; Global Cancer Program, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | | | - Yolande Lievens
- Department of Radiation Oncology, Ghent University Hospital, Belgium; Ghent University, Ghent, Belgium
| | - Mei Ling Yap
- Liverpool and Macarthur Cancer Therapy Centres, Western Sydney University, Campbelltown, New South Wales, Australia; The George Institute for Global Health, UNSW Sydney, Barangaroo, NSW, Australia; Collaboration for Cancer Outcomes, Research and Evaluation (CCORE), Ingham Institute, UNSW Sydney, Liverpool, NSW, Australia
| | - May Abdel-Wahab
- Division of Human Health, International Atomic Energy Agency, Vienna, Austria
| | - Peter Lee
- Division of Human Health, International Atomic Energy Agency, Vienna, Austria
| | - Ekaterina Harsdorf
- Division of Human Health, International Atomic Energy Agency, Vienna, Austria
| | - Jamal Khader
- Radiation Oncology Department, King Hussein Cancer Center, Amman, Jordan
| | - Xun Jia
- Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD
| | - Manjit Dosanjh
- ICEC, CERN, Geneva, Switzerland; University of Oxford, Oxford, UK
| | - Ahmed Elzawawy
- Department of Clinical Oncology, Suez Canal University, Ismailia, Egypt; Alsoliman Clinical and Radiation Oncology Center, Port Said, Egypt
| | | | - Miles Pomper
- James Martin Center for Nonproliferation Studies, Washington, DC; ICEC, International Cancer Expert Corps, Washington, DC
| | | | | | - Daniel G Petereit
- Monument Health Cancer Care Institute Rapid City, South Dakota; Avera Research Institute, Sioux Falls, SD
| | | | | | - Benjamin Li
- University of Washington, Seattle, WA; Fred Hutch Cancer Center, Seattle, WA
| | - Yavuz Anacak
- Department of Radiation Oncology, Ege University, Faculty of Medicine, Izmir, Turkey
| | - Chuck Mayo
- Department of Radiation Oncology, University of Michigan, Ann Arbor, Michigan
| | | | - Nwamaka Lasebikan
- Department of Radiation and Clinical Oncology, University of Nigeria Teaching Hospital, Enugu, Nigeria
| | - Katharine Rendle
- Department of Family Medicine & Community Health, Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Donna O'Brien
- ICEC, International Cancer Expert Corps, Washington, DC
| | | | - C Norman Coleman
- ICEC, International Cancer Expert Corps, Washington, DC; Radiation Research Program, Division of Cancer Treatment and Diagnosis, National Cancer Institute, National Institutes of Health, Bethesda, MD
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Janssen S, El Shafie RA, Grohmann M, Knippen S, Putora PM, Beck M, Baehr A, Clemens P, Stefanowicz S, Rades D, Becker JN, Fahlbusch FB. Survey in radiation oncology departments in Germany, Austria, and Switzerland: state of digitalization by 2023. Strahlenther Onkol 2024; 200:497-506. [PMID: 38052968 PMCID: PMC11111513 DOI: 10.1007/s00066-023-02182-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 11/01/2023] [Indexed: 12/07/2023]
Abstract
PURPOSE The aim of this work was to assess the current state of digitalization in radiation oncology departments in Germany, Austria, and Switzerland. METHODS A comprehensive survey was conducted in a digital format, consisting of 53 questions that covered various aspects of digitalization including patient workflow, departmental organization, radiotherapy planning, and employee-related aspects. RESULTS Overall, 120 forms were eligible for evaluation. Participants were mainly physicians or medical physicists responsible for digitalization aspects in their departments. Nearly 70% of the institutions used electronic patient records, with 50% being completely paperless. However, the use of smartphone apps for electronic patient reported outcomes (ePROMs) and digital health applications (DIGA) was limited (9% and 4.9%, respectively). In total, 70.8% of the radio-oncology departments had interfaces with diagnostic departments, and 36% had digital interchanges with other clinics. Communication with external partners was realized mainly through fax (72%), e‑mails (55%), postal letters (63%), or other digital exchange formats (28%). Almost half of the institutions (49%) had dedicated IT staff for their operations. CONCLUSION To the best of our knowledge, this survey is the first of its kind conducted in German-speaking radiation oncology departments within the medical field. The findings suggest that there is a varied level of digitalization implementation within these departments, with certain areas exhibiting lower rates of digitalization that could benefit from targeted improvement initiatives.
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Affiliation(s)
- Stefan Janssen
- Department of Radiation Oncology, University of Lübeck, Lübeck, Germany.
- Private Practice of Radiation Oncology, Hannover, Germany.
| | - Rami A El Shafie
- Clinic of Radiotherapy and Radiation Oncology, University Medical Center Göttingen, Göttingen, Germany
| | - Maximilian Grohmann
- Department of Radiotherapy and Radiation Oncology, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246, Hamburg, Germany
| | - Stefan Knippen
- Department of Radiation Oncology, Helios Hospitals Schwerin, 19053 Schwerin, Germany
- Department for Human Medicine, MSH Medical School Hamburg, 20457 Hamburg, Germany
| | - Paul M Putora
- Department of Radiation Oncology, Kantonsspital St. Gallen, St. Gallen, Switzerland
- Department of Radiation Oncology, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Marcus Beck
- Department of Radiooncology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität zu Berlin, Augustenburger Platz 1, 13353, Berlin, Germany
| | - Andrea Baehr
- Department of Radiotherapy and Radiation Oncology, University Medical Center Hamburg-Eppendorf, Martinistr. 52, 20246, Hamburg, Germany
| | - Patrick Clemens
- Department of Radio-Oncology, Academic Teaching Hospital Feldkirch, Carinagasse 47, 6800, Feldkirch, Austria
| | - Sarah Stefanowicz
- Department of Radiation Oncology, Klinikum Rechts der Isar, Technical University Munich, Munich, Germany
| | - Dirk Rades
- Department of Radiation Oncology, University of Lübeck, Lübeck, Germany
| | - Jan-Niklas Becker
- Department of Radiotherapy and Special Oncology, Medical School Hannover, 30625, Hannover, Germany
| | - Fabian B Fahlbusch
- Neonatology and Pediatric Intensive Care, Faculty of Medicine, University of Augsburg, 86156 Augsburg, Germany
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Büttner M, Melton P, Fietkau R, Petersen C, Krause M, Borgmann K, Wolf U, Niyazi M, Christiansen H, Höller U, Schmitt D, Käsmann L, Linde P, Fleischmann DF, Ziegler S, Bresch A, Mäurer M. Successful implementation of online educational lectures of the German Society for Radiation Oncology (DEGRO). Strahlenther Onkol 2024; 200:151-158. [PMID: 37889301 PMCID: PMC10805975 DOI: 10.1007/s00066-023-02162-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 09/24/2023] [Indexed: 10/28/2023]
Abstract
PURPOSE Modern digital teaching formats have become increasingly important in recent years, in part due to the COVID-19 pandemic. In January 2021, an online-based webinar series was established by the German Society for Radiation Oncology (DEGRO) and the young DEGRO (yDEGRO) working group. In the monthly 120-minute courses, selected lecturers teach curricular content as preparation for the board certification exam for radiation oncology. METHODS The evaluation of the 24 courses between 01.2021 and 12.2022 was performed using a standardized questionnaire with 21 items (recording epidemiological characteristics of the participants, didactic quality, content quality). A Likert scale (1-4) was used in combination with binary and open-ended questions. RESULTS A combined total of 4200 individuals (1952 in 2021 and 2248 in 2022) registered for the courses, and out of those, 934 participants (455 in 2021 and 479 in 2022) later provided evaluations for the respective courses (36% residents, 35% specialists, 21% medical technicians for radiology [MTR], 8% medical physics experts [MPE]). After 2 years, 74% of the DEGRO Academy curriculum topics were covered by the monthly webinars. The overall rating by participants was positive (mean 2021: 1.33 and 2022: 1.25) and exceeded the curriculum offered at each site for 70% of participants. Case-based learning was identified as a particularly well-rated method. CONCLUSION The DEGRO webinar expands the digital teaching opportunities in radiation oncology. The consistently high number of participants confirms the need for high-quality teaching and underlines the advantages of e‑learning methods. Optimization opportunities were identified through reevaluation of feedback from course participants. In its design as a teaching format for a multiprofessional audience, the webinar series could be used as a practice model of online teaching for other disciplines.
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Affiliation(s)
- Marcel Büttner
- Department of Radiation Oncology, University Hospital, LMU Munich, Munich, Germany
| | | | - Rainer Fietkau
- Radiation Clinic, Erlangen University Hospital, Erlangen, Germany
| | - Cordula Petersen
- Department of Radiotherapy and Radiation Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Mechthild Krause
- Department of Radiotherapy and Radiation Oncology and National Center for Radiation Research in Oncology (OncoRay), University Hospital Carl Gustav Carus, Medical Faculty, Technische Universität Dresden, Dresden, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- partner site Dresden, German Cancer Consortium, Dresden, Germany
- partner site Dresden, National Center for Tumor Diseases, Dresden, Germany
- Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany
| | - Kerstin Borgmann
- Department of Radiotherapy and Radiation Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ulrich Wolf
- Department of Radiation Oncology, University Hospital Leipzig, Leipzig, Germany
| | - Maximilian Niyazi
- Department of Radiation Oncology, University Hospital, LMU Munich, Munich, Germany
- partner site Munich, German Cancer Consortium (DKTK), Munich, Germany
| | - Hans Christiansen
- Clinic for Radiotherapy and Special Oncology, Hanover Medical School, Hanover, Germany
| | | | - Daniela Schmitt
- Department of Radiation Oncology, University Medical Center Göttingen, Göttingen, Germany
| | - Lukas Käsmann
- Department of Radiation Oncology, University Hospital, LMU Munich, Munich, Germany
- partner site Munich, German Cancer Consortium (DKTK), Munich, Germany
| | - Philipp Linde
- Department of Radiation Oncology, Cyberknife and Radiation Therapy, Faculty of Medicine and University Hospital of Cologne, University of Cologne, Cologne, Germany
- Center for Integrated Oncology (CIO), University Hospital of Cologne, Faculty of Medicine and University of Cologne, Kerpener St 62, 50937, Cologne, Germany
| | - Daniel F Fleischmann
- Department of Radiation Oncology, University Hospital, LMU Munich, Munich, Germany
- partner site Munich, German Cancer Consortium (DKTK), Munich, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Sonia Ziegler
- Department of Radiation Oncology, University Medical Center Göttingen, Göttingen, Germany
| | - Angelique Bresch
- Office of the German Society for Radiation Oncology (DEGRO), Berlin, Germany
| | - Matthias Mäurer
- Department for Radiotherapy and Radiation Oncology, University Hospital Jena, Friedrich-Schiller-University, Bachstr. 18, 07743, Jena, Germany.
- Clinician Scientist Program "OrganAge", Jena University Hospital, 07747, Jena, Germany.
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Wu TC, No HJ, Rahimy E, Kishan AU, Steinberg ML, Raldow AC, Beadle BM. Performance Analysis of a Radiation Oncology Educational Podcast. J Am Coll Radiol 2024; 21:186-191. [PMID: 37516159 DOI: 10.1016/j.jacr.2023.06.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/07/2023] [Accepted: 06/09/2023] [Indexed: 07/31/2023]
Abstract
PURPOSE Asynchronous podcast education is a popular supplementary tool, with up to 88% of medical residents reporting its use. Radiation oncology podcasts remain scarce. The authors analyzed the early performance, listenership, and engagement of the first education-specific radiation oncology medical podcast. METHODS Episode data and listener demographics were gathered from Spotify and Apple Podcasts. Episodes were case based, categorized by disease subsite, and reviewed by a board-certified radiation oncologist. Listenership was defined by the number of plays per day (ppd) on unique devices, averaged up to 60 days from publication. Episode engagement was defined as a percentage of plays on unique devices playing >40% of an episode within a single session. Quantitative end points included episode engagement and listenership. Pearson's correlation coefficient calculations were used for analysis. RESULTS From July 2022 to March 2023, 20 total episodes had 13,078 total plays over 227 days. The median episode length was 13.8 min (range, 9.2-20.1 min). Listener demographics were as follows: 54.4% men, 44.0% women, 1.3% not specified, and 0.3% nonbinary, with ages 18 to 22 (1%), 23 to 27 (13%), 28 to 34 (58%), 35 to 44 (22%), 45 to 59 (4%), and ≥60 (2%) years. Episodes were played in 53 countries, with the most plays in North America (71.5%), followed by Asia (10.2%), Europe (8.2%), Oceania (8.0%), Africa (1.5%), and South America (0.5%). There was a 585.2% increase in listenership since initiation, with median growth of 46.0% per month. Median listenership and engagement were 11.3 ppd (interquartile range, 10.3-13.8 ppd) and 81.4% (interquartile range, 72.0%-84.2%) for all episodes, respectively. A significant negative relationship between episode length and engagement was observed (r[20] = -0.51, P = .02). There was no statistically significant relationship between ppd and episode length (r[20] = -0.19, P = .42). CONCLUSIONS The significant rise in listenership, high episode engagement, and large international audience support a previously unmet need in radiation oncology medical education that may be supplemented by podcasts.
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Affiliation(s)
- Trudy C Wu
- Resident Physician, Department of Radiation Oncology, University of California, Los Angeles, Los Angeles, California.
| | - Hyunsoo J No
- Resident Physician, Department of Radiation Oncology, Stanford University School of Medicine, Stanford, California
| | - Elham Rahimy
- Assistant Professor, Department of Radiation Oncology, Stanford University School of Medicine, Stanford, California
| | - Amar U Kishan
- Associate Professor, Vice-Chair of Clinical and Translational Research, Department of Radiation Oncology, University of California, Los Angeles, Los Angeles, California
| | - Michael L Steinberg
- Professor, Chairman, Department of Radiation Oncology, University of California, Los Angeles, Los Angeles, California
| | - Ann C Raldow
- Associate Professor, Program Director, Department of Radiation Oncology, University of California, Los Angeles, Los Angeles, California
| | - Beth M Beadle
- Professor, Department of Radiation Oncology, University of California, Los Angeles, Los Angeles, California
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