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Tene T, Bonilla García N, Coello-Fiallos D, Borja M, Vacacela Gomez C. A systematic review of immersive educational technologies in medical physics and radiation physics. Front Med (Lausanne) 2024; 11:1384799. [PMID: 39450107 PMCID: PMC11499124 DOI: 10.3389/fmed.2024.1384799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Accepted: 09/30/2024] [Indexed: 10/26/2024] Open
Abstract
Objective This systematic review aims to analyze and synthesize the current state of research on the role of immersive technologies, specifically augmented reality (AR), virtual reality (VR), and mixed reality (MR), in medical physics and radiation physics education. The primary focus is to evaluate their impact on learning outcomes, performance, and engagement across various educational contexts. Methods We conduct a comprehensive search of four major databases: Scopus, Web of Science, PubMed, and IEEE Xplore, covering the period from 2012 to 2023. A total of 316 articles are initially identified. After removing duplicates and screening for relevance based on titles and abstracts, 107 articles are selected for full-text review. Finally, 37 articles met the inclusion criteria and are included in the analysis. The review follows the PRISMA guidelines and utilizes the PICOS framework to structure the research question. Analysis Data extraction focuses on key variables such as the type of immersive technology used, educational context, study design, participant demographics, and measured outcomes. The studies are analyzed for their reported effects on learning outcomes, performance, and engagement. Results The review found that immersive technologies significantly enhance learning outcomes and engagement. Specifically, 36.4% of the studies reported increased engagement, while 63.6% of studies focusing on practical skills noted performance improvements. The use of AR, VR, and MR showed broad applicability across different educational levels, from undergraduate courses to professional training programs. Conclusion Immersive technologies have considerable potential to transform medical and radiation physics. They enhance student engagement, improve learning outcomes, and boost performance in practical skills. Nevertheless, future research should focus on standardizing methodologies, expanding participant demographics, and exploring long-term impacts on skill retention and clinical practice. This review provides a valuable resource for guiding future research and implementing innovative educational strategies in the dynamic fields of medical physics and radiation physics.
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Affiliation(s)
- Talia Tene
- Department of Chemistry, Universidad Técnica Particular de Loja, Loja, Ecuador
| | - Nataly Bonilla García
- Facultad de Ciencias, Escuela Superior Politécnica de Chimborazo (ESPOCH), Riobamba, Ecuador
| | - Diana Coello-Fiallos
- Facultad de Ciencias, Escuela Superior Politécnica de Chimborazo (ESPOCH), Riobamba, Ecuador
| | - Myrian Borja
- Grupo de Investigación Ciencia de Datos (CIDED), Escuela Superior Politécnica de Chimborazo (ESPOCH), Riobamba, Ecuador
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2
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Hill R, Barbagallo C, Baldock C. In Australia professional registration for qualified medical physicists should be mandated through the Australian Health Practitioner Regulation Agency (AHPRA). Phys Eng Sci Med 2024; 47:381-384. [PMID: 38165633 DOI: 10.1007/s13246-023-01376-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2024]
Affiliation(s)
- Robin Hill
- Department of Radiation Oncology, Chris O'Brien Lifehouse, 2050, Camperdown, NSW, Australia
- Institute of Medical Physics, School of Physics, University of Sydney, 2006, Camperdown, NSW, Australia
- Arto Hardy Family Biomedical Innovation Hub, Chris O'Brien Lifehouse, 2050, Camperdown, NSW, Australia
| | - Cathryn Barbagallo
- Australasian College of Physical Scientists and Engineers in Medicine, 2020, Mascot, NSW, Australia
- Alfred Health Radiation Oncology, Alfred Health, 3181, Prahran, VIC, Australia
| | - Clive Baldock
- Graduate Research School, Western Sydney University, 2747, Penrith, NSW, Australia.
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Fiagbedzi E, Hasford F, Tagoe SN. The influence of artificial intelligence on the work of the medical physicist in radiotherapy practice: a short review. BJR Open 2023; 5:20230003. [PMID: 37942499 PMCID: PMC10630976 DOI: 10.1259/bjro.20230003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 04/11/2023] [Accepted: 08/02/2023] [Indexed: 11/10/2023] Open
Abstract
There have been many applications and influences of Artificial intelligence (AI) in many sectors and its professionals, that of radiotherapy and the medical physicist is no different. AI and technological advances have necessitated changing roles of medical physicists due to the development of modernized technology with image-guided accessories for the radiotherapy treatment of cancer patients. Given the changing role of medical physicists in ensuring patient safety and optimal care, AI can reshape radiotherapy practice now and in some years to come. Medical physicists' roles in radiotherapy practice have evolved to meet technology for the management of better patient care in the age of modern radiotherapy. This short review provides an insight into the influence of AI on the changing role of medical physicists in each specific chain of the workflow in radiotherapy in which they are involved.
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Affiliation(s)
| | - Francis Hasford
- Department of Medical Physics, Accra-Ghana, University of Ghana, Accra, Ghana
| | - Samuel Nii Tagoe
- Department of Medical Physics, Accra-Ghana, University of Ghana, Accra, Ghana
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4
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McGinnis GJ, Ning MS, Beadle BM, Joubert N, Shaw W, Trauernich C, Simonds H, Grover S, Cardenas CE, Court LE, Smith GL. Barriers and Facilitators of Implementing Automated Radiotherapy Planning: A Multisite Survey of Low- and Middle-Income Country Radiation Oncology Providers. JCO Glob Oncol 2022; 8:e2100431. [PMID: 35537104 PMCID: PMC9126530 DOI: 10.1200/go.21.00431] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 02/18/2022] [Accepted: 03/30/2022] [Indexed: 02/04/2023] Open
Abstract
PURPOSE Global access to radiotherapy (RT) is inequitable, with obstacles to implementing modern technologies in low- and middle- income countries (LMICs). The Radiation Planning Assistant (RPA) is a web-based automated RT planning software package intended to increase accessibility of high-quality RT planning. We surveyed LMIC RT providers to identify barriers and facilitators of future RPA deployment and uptake. METHODS RT providers underwent a pilot RPA teaching session in sub-Saharan Africa (Botswana, South Africa, and Tanzania) and Central America (Guatemala). Thirty providers (30 of 33, 90.9% response rate) participated in a postsession survey. RESULTS Respondents included physicians (n = 10, 33%), physicists (n = 9, 30%), dosimetrists (n = 8, 27%), residents/registrars (n = 1, 3.3%), radiation therapists (n = 1, 3.3%), and administrators (n = 1, 3.3%). Overall, 86.7% expressed interest in RPA; more respondents expected that RPA would be usable in 2 years (80%) compared with now (60%). Anticipated barriers were lack of reliable internet (80%), potential subscription fees (60%), and need for functionality in additional disease sites (48%). Expected facilitators included decreased workload (80%), decreased planning time (72%), and ability to treat more patients (64%). Forty-four percent anticipated that RPA would help transition from 2-dimensional to 3-dimensional techniques and 48% from 3-dimensional to intensity-modulated radiation treatment. Of a maximum acceptability/feasibility score of 60, physicians (45.6, standard deviation [SD] = 7.5) and dosimetrists (44.3, SD = 9.1) had lower scores than the mean for all respondents (48.3, SD = 7.7) although variation in scores by roles was not significantly different (P = .21). CONCLUSION These data provide an early assessment and create an initial framework to identify stakeholder needs and establish priorities to address barriers and promote facilitators of RPA deployment and uptake across global sites, as well as to tailor to needs in LMICs.
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Affiliation(s)
- Gwendolyn J. McGinnis
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Matthew S. Ning
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Beth M. Beadle
- Department of Radiation Oncology, Stanford University, Palo Alto, CA
| | - Nanette Joubert
- Division of Medical Physics, University of Cape Town and Groote Schuur Hospital, Cape Town, South Africa
| | - William Shaw
- Department of Medical Physics (G68), University of the Free State, Bloemfontein, South Africa
| | - Christoph Trauernich
- Division of Medical Physics, Stellenbosch University, Tygerberg Academic Hospital, Cape Town, South Africa
| | - Hannah Simonds
- Division of Radiation Oncology, Stellenbosch University, Tygerberg Academic Hospital, Cape Town, South Africa
| | - Surbhi Grover
- School of Medicine, University of Botswana, Gaborone, Botswana
- Princess Marina Hospital, Gaborone, Botswana
- Department of Radiation Oncology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
- Botswana University of Pennsylvania Partnership, Gaborone, Botswana
| | - Carlos E. Cardenas
- Department of Radiation Physics, The University of Alabama at Birmingham, Birmingham, AL
| | - Laurence E. Court
- Department of Radiation Physics, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Grace L. Smith
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Health Services Research, The University of Texas MD Anderson Cancer Center, Houston, TX
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Vergalasova I, Li T, Cai J. Point/Counterpoint. Universal implementation of automated treatment planning software will be detrimental to future generations of trainees. Med Phys 2021; 48:3409-3412. [PMID: 33928653 DOI: 10.1002/mp.14900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Revised: 04/01/2021] [Accepted: 04/11/2021] [Indexed: 11/11/2022] Open
Affiliation(s)
- Irina Vergalasova
- Department of Radiation Oncology, Rutgers University, New Brunswick, NJ, 08854, USA
| | - Taoran Li
- Department of Radiation Oncology, University of Pennsylvania, Philadelphia, PA, 19104, USA
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Scarpelli M, Whelan B, Farahani K. Domain classification and analysis of national institutes of health-funded medical physics research. Med Phys 2021; 48:605-614. [PMID: 32970862 DOI: 10.1002/mp.14469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Revised: 07/24/2020] [Accepted: 08/22/2020] [Indexed: 11/08/2022] Open
Abstract
PURPOSE The American Association of Physicists in Medicine (AAPM) previously developed a research database consisting of the National Institutes of Health (NIH) grants that were awarded to its members. The purpose of this report is to classify these NIH grants into various medical physics subdisciplines and analyze the scope of AAPM member research. METHODS For this report, an algorithm classified grant topics into medical physics research subdisciplines (grants from 2002 to 2019 were analyzed). This algorithm utilized a search for common words and phrases within grant titles, keywords, abstracts, and activity codes to perform the classification. AAPM member grants were compared with non-AAPM member grants in various relevant subcategories to assess what percentage of these grants was held by AAPM members. RESULTS The percentage of AAPM member grants that included words relating to both imaging and therapy (image-guided therapy grants) increased from 13% (27/207) in 2002 to 27% (79/293) in 2019. The percentage of AAPM member grants utilizing words relating to artificial intelligence increased from 8% in 2002 to 20% in 2019. From 2002 to 2019, AAPM member grants referenced cancer more than all other diseases combined. The majority of AAPM member grants included words relating to clinical research (81% of grants in 2002 and 99% in 2019). When comparing AAPM member with non-AAPM member grants it was found that in 2019 AAPM members held a substantial fraction of all NIH grants that referenced stereotactic radiation therapies (41%), radionuclide therapies (10%), brachytherapies (35%), intensity-modulated radiation therapies (45%), and external beam particle therapies (55%). From 2002 to 2019, the percentage of AAPM membership holding NIH grants decreased for males (3.2% down to 2.3%) and increased for females (0.8% up to 1.3%) CONCLUSIONS: The majority of grants awarded to AAPM members focus on clinical research, which underlies the translational aspect of medical physics and suggests medical physicists are uniquely positioned to help translate new technologies such as artificial intelligence into the clinic. Since 2002, NIH grants awarded to AAPM members have increasingly referenced some form of image-guided therapy, suggesting opportunities for continued innovation of imaging technologies. A substantial fraction of all radiotherapy-related research grants were awarded to AAPM members, emphasizing the important role physicists have in developing radiotherapy-related treatments.
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Affiliation(s)
- Matthew Scarpelli
- Department of Neuroimaging, Barrow Neurological Institute, Phoenix, AZ, 85012, USA
| | - Brendan Whelan
- Image X institute, University of Sydney, Eveleigh, NSW, 2015, Australia
| | - Keyvan Farahani
- Center for Biomedical Informatics and Information Technology, National Cancer Institute, Bethesda, MD, 20892, USA
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7
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Kang ES, Popovic M, Noel G. Integration of Gross Anatomy Laboratory Sessions into Medical Physics Curriculum. MEDICAL SCIENCE EDUCATOR 2020; 30:1765-1773. [PMID: 34457844 PMCID: PMC8368750 DOI: 10.1007/s40670-020-01099-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/01/2020] [Indexed: 06/13/2023]
Abstract
BACKGROUND Gross anatomy laboratory sessions with hands-on activities using specimens are essential for teaching anatomy in the medical field. However, they are not seen in medical physics programs. The objective of this pilot study at McGill University was to explore the educational potential of integrated gross anatomy laboratory sessions tailored to the medical physics curriculum. METHODS The study included 21 medical physics and 11 radiation oncology participants. It was conducted over four 2-h laboratory sessions on pelvic, thoracic, and head and neck anatomy. A radiotherapy applicator device and augmented reality tools were brought in to focus on radiological anatomy and radiation therapy. Students' lab experiences were evaluated through post-laboratory surveys using a mixed methodology. Qualitative data from short-answer questions were analyzed using an inductive coding approach. Quantitative data from Likert scale questions were analyzed with descriptive statistics. RESULTS All participants reported gross anatomy laboratory sessions as a superior method of learning anatomy compared with a single didactic course (mean Likert: 4.38; median = 5; SD = 0.74). Participants also expressed greater comfort with radiological anatomy and the lab environment with gradual exposure from pelvic prosections to full-body cadavers. Lastly, all participants showed enthusiasm for multidisciplinary activities. CONCLUSION Carefully designed gross anatomy laboratory sessions were very well received by medical physics students as they transition into a clinical role in healthcare. This pilot study serves as a foundation for future studies exploring anatomical education in medical physics. These sessions will continue to be offered at our school and could be adopted also by other medical physics departments in their courses.
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Affiliation(s)
| | - Marija Popovic
- Department of Medical Physics, McGill University Health Centre, Montreal, Canada
- Department of Oncology, McGill University, Montreal, Canada
| | - Geoffroy Noel
- Division of Anatomical Sciences, Department of Anatomy and Cell Biology, Faculty of Medicine, McGill University, Montreal, Canada
- Institute of Health Sciences Education, McGill University, Montreal, Canada
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8
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Grand challenges for medical physics in radiation oncology. Radiother Oncol 2020; 153:7-14. [DOI: 10.1016/j.radonc.2020.10.001] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 10/02/2020] [Accepted: 10/02/2020] [Indexed: 12/12/2022]
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9
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Thwaites D. Beginnings, endings, histories and horizons. Radiother Oncol 2020; 153:1-4. [PMID: 33189761 DOI: 10.1016/j.radonc.2020.10.034] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2020] [Accepted: 10/26/2020] [Indexed: 12/19/2022]
Affiliation(s)
- David Thwaites
- Institute of Medical Physics, School of Physics, The University of Sydney, NSW 2006, Australia; Medical Physics, Leeds Institute of Cancer and Pathology, School of Medicine, The University of Leeds, UK; West Sydney Radiation Oncology Network and Cancer Research Network, Crown Princess Mary Cancer Centre, Westmead, NSW, Australia
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10
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Antoine M, Ralite F, Soustiel C, Marsac T, Sargos P, Cugny A, Caron J. Use of metrics to quantify IMRT and VMAT treatment plan complexity: A systematic review and perspectives. Phys Med 2019; 64:98-108. [PMID: 31515041 DOI: 10.1016/j.ejmp.2019.05.024] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 05/24/2019] [Accepted: 05/26/2019] [Indexed: 12/25/2022] Open
Abstract
PURPOSE Fixed-field intensity modulated radiation therapy (FF-IMRT) or volumetric modulated arc therapy (VMAT) beams complexity is due to fluence fluctuation. Pre-treatment Quality Assurance (PTQA) failure could be linked to it. Several plan complexity metrics (PCM) have been published to quantify this complexity but in a heterogeneous formalism. This review proposes to gather different PCM and to discuss their eventual PTQA failure identifier abilities. METHODS AND MATERIALS A systematic literature search and outcome extraction from MEDLINE/PubMed (National Center for Biotechnology Information, NCBI) was performed. First, a list and a synthesis of available PCM is made in a homogeneous formalism. Second, main results relying on the link between PCM and PTQA results but also on other uses are listed. RESULTS A total of 163 studies were identified and n = 19 were selected after inclusion and exclusion criteria application. Difference is made between fluence and degree of freedom (DOF)-based PCM. Results about the PCM potential as PTQA failure identifier are described and synthesized. Others uses are also found in quality, big data, machine learning and audit procedure. CONCLUSIONS A state of the art is made thanks to this homogeneous PCM classification. For now, PCM should be seen as a planning procedure quality indicator although PTQA failure identifier results are mitigated. However limited clinical use seems possible for some cases. Yet, addressing the general PTQA failure prediction case could be possible with the big data or machine learning help.
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Affiliation(s)
- Mikaël Antoine
- Service d'onco-radiothérapie, Polyclinique de Bordeaux Nord, 33000 Bordeaux, France; Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France.
| | - Flavien Ralite
- Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France; SUBATECH, IMT-Atlantique, CNRS/IN2P3, Université de Nantes, Nantes, France
| | - Charles Soustiel
- Department of Radiotherapy, Centre Hospitalier de Dax, Dax, France
| | - Thomas Marsac
- Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France
| | - Paul Sargos
- Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France
| | - Audrey Cugny
- Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France
| | - Jérôme Caron
- Department of Radiotherapy, Institut Bergonié, Comprehensive Cancer Centre, F-33000 Bordeaux, France
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Clark CH, Gagliardi G, Heijmen B, Malicki J, Thorwarth D, Verellen D, Muren LP. Adapting training for medical physicists to match future trends in radiation oncology. Phys Imaging Radiat Oncol 2019; 11:71-75. [PMID: 33458282 PMCID: PMC7807663 DOI: 10.1016/j.phro.2019.09.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Affiliation(s)
- Catharine H. Clark
- Medical Physics, St Lukes Cancer Centre, Royal Surrey County Hospital, Guildford, UK
- Dept Medical Physics, National Physical Laboratory, Teddington, UK
| | - Giovanna Gagliardi
- Department of Medical Radiation Physics and Nuclear Medicine, Karolinska University Hospital, Sweden
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden
| | - Ben Heijmen
- Department of Radiation Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Julian Malicki
- Department of Electroradiology, Poznań University of Medical Sciences, Poznań, Poland
- Department of Medical Physics, Greater Poland Cancer Centre, Poznań, Poland
| | - Daniela Thorwarth
- Section for Biomedical Physics, Department of Radiation Oncology, University of Tübingen, Germany
| | - Dirk Verellen
- Iridium Kankernetwerk, Antwerp, Belgium; University of Antwerp, Faculty of Medicine and Health Sciences, Belgium
| | - Ludvig P. Muren
- Department of Medical Physics, Aarhus University Hospital/Aarhus University, Denmark
- Danish Centre for Particle Therapy, Aarhus University Hospital, Denmark
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12
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Malicki J. In Regard to Burmeister et al. Int J Radiat Oncol Biol Phys 2018; 102:1592. [PMID: 31014786 DOI: 10.1016/j.ijrobp.2018.07.2007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2018] [Revised: 06/17/2018] [Accepted: 07/23/2018] [Indexed: 10/27/2022]
Affiliation(s)
- Julian Malicki
- Electroradiology Department, University of Medical Sciences, Poznan, Poland; Medical Physics Department, Greater Poland Cancer Centre, Poznan, Poland
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Yang D, Zhang W, Liu Y, Liang J, Zhang T, Bai Y, Hao W, Ma K, Lu D, Chen J. Single-cell whole-genome sequencing identifies human papillomavirus integration in cervical tumour cells prior to and following radiotherapy. Oncol Lett 2018; 15:9633-9640. [PMID: 29928338 PMCID: PMC6004640 DOI: 10.3892/ol.2018.8567] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Accepted: 10/13/2017] [Indexed: 02/07/2023] Open
Abstract
Single-cell sequencing technology is a promising systematic and comprehensive approach to delineate clonal associations between cells. The present study collected 13 and 12 cervical cells from fresh tumour tissue prior to and following radiotherapy, respectively, from a 46-year-old female patient with exogenous-type cervical carcinoma. Next, single-cell whole-genome sequencing analysis was performed on each cell. Examination revealed that normal cells could be clearly distinguished from tumour cells among the 25 cells. Tumour cells prior to and following radiotherapy almost represented two independent clones, with the main subpopulation prior to radiotherapy being killed and the minor subpopulation prior to radiotherapy becoming the main subpopulation following radiotherapy. A human papillomavirus (HPV) integration site was detected in POU class 5 homeobox 1B (POU5F1B) in tumour cells following radiotherapy, which has been reported to be a frequent HPV integration site in cervical carcinoma. These results indicate that tumour cells with HPV integration in POU5F1B survive radiotherapy, and that tumour cells prior to and following radiotherapy exhibit distinct characteristics.
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Affiliation(s)
- Dong Yang
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Weiyuan Zhang
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Yang Liu
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Junqing Liang
- Department of Gynaecology, Peking University People's Hospital, Beijing 100044, P.R. China
| | - Tongqing Zhang
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Yunbo Bai
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Wenjing Hao
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Kexin Ma
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Danni Lu
- Department of Gynaecology, Beijing Obstetrics and Gynaecology Hospital, Capital Medical University, Beijing 100026, P.R. China
| | - Jing Chen
- Department of Gynaecology, Beijing Youan Hospital, Capital Medical University, Beijing 100069, P.R. China
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Xing L, Krupinski EA, Cai J. Artificial intelligence will soon change the landscape of medical physics research and practice. Med Phys 2018; 45:1791-1793. [PMID: 29476545 DOI: 10.1002/mp.12831] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 02/19/2018] [Accepted: 02/19/2018] [Indexed: 11/08/2022] Open
Affiliation(s)
- Lei Xing
- Department of Radiation Oncology, Stanford University, Stanford, CA, 94305, USA
| | - Elizabeth A Krupinski
- Department of Radiology & Imaging Sciences, Emory University, Atlanta, GA, 30322, USA
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Skórska M, Piotrowski T. Personalized radiotherapy treatment planning based on functional imaging. Rep Pract Oncol Radiother 2017; 22:327-330. [DOI: 10.1016/j.rpor.2017.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2016] [Accepted: 04/19/2017] [Indexed: 11/30/2022] Open
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Muren LP, Jornet N, Georg D, Garcia R, Thwaites DI. Improving radiotherapy through medical physics developments. Radiother Oncol 2015; 117:403-6. [DOI: 10.1016/j.radonc.2015.11.008] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2015] [Accepted: 11/19/2015] [Indexed: 01/21/2023]
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Fiorino C, Muren LP, Clark CH, van Elmpt W, Jornet N. Expanding the scientific role of medical physics in radiotherapy: Time to act. Radiother Oncol 2015; 117:401-2. [DOI: 10.1016/j.radonc.2015.11.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Accepted: 11/18/2015] [Indexed: 11/29/2022]
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Tsapaki V, Bayford R. Medical Physics: Forming and testing solutions to clinical problems. Phys Med 2015; 31:738-40. [PMID: 26145462 DOI: 10.1016/j.ejmp.2015.05.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Accepted: 05/30/2015] [Indexed: 11/16/2022] Open
Abstract
According to the European Federation of Organizations for Medical Physics (EFOMP) policy statement No. 13, "The rapid advance in the use of highly sophisticated equipment and procedures in the medical field increasingly depends on information and communication technology. In spite of the fact that the safety and quality of such technology is vigorously tested before it is placed on the market, it often turns out that the safety and quality is not sufficient when used under hospital working conditions. To improve safety and quality for patient and users, additional safeguards and related monitoring, as well as measures to enhance quality, are required. Furthermore a large number of accidents and incidents happen every year in hospitals and as a consequence a number of patients die or are injured. Medical Physicists are well positioned to contribute towards preventing these kinds of events". The newest developments related to this increasingly important medical speciality were presented during the 8th European Conference of Medical Physics 2014 which was held in Athens, 11-13 September 2014 and hosted by the Hellenic Association of Medical Physicists (HAMP) in collaboration with the EFOMP and are summarized in this issue.
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Affiliation(s)
- Virginia Tsapaki
- Medical Physics Unit, Konstantopoulio General Hospital, Agias Olgas 3-5, 14233 Nea Ionia, Greece.
| | - Richard Bayford
- Director of Biophysics at the Middlesex University, Centre for Investigative Oncology, Middlesex University, The Burroughs, Hendon, London NW4 4BT, UK.
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