The emerging role of Artificial Intelligence in proton therapy: A review

被引：0
作者：
Isaksson, Lars Johannes [1 ,2 ]
Mastroleo, Federico [1 ,2 ]
Vincini, Maria Giulia [1 ]
Marvaso, Giulia [1 ,2 ]
Zaffaroni, Mattia [1 ]
Gola, Michal [3 ]
Mazzola, Giovanni Carlo [1 ]
Bergamaschi, Luca [1 ]
Gaito, Simona [4 ,5 ]
Alongi, Filippo [6 ,7 ]
Doyen, Jerome [6 ,7 ,8 ,9 ]
Fossati, Piero [9 ,10 ,11 ]
Haustermans, Karin [11 ,12 ]
Hoyer, Morten [13 ]
Langendijk, Johannes Albertus [14 ]
Matute, Raul [15 ]
Orlandi, Ester [16 ,17 ]
Schwarz, Marco [18 ]
Troost, Esther G. C. [19 ,20 ,21 ,22 ,23 ,24 ,25 ,26 ,27 ,28 ,29 ,30 ]
Vondracek, Vladimir [31 ,32 ]
La Torre, Davide [2 ,33 ]
Curigliano, Giuseppe [2 ,9 ,10 ,11 ,12 ,13 ,14 ,16 ,17 ,18 ,19 ,20 ,21 ,22 ,33 ,34 ]
Petralia, Giuseppe [2 ,9 ,10 ,11 ,12 ,13 ,14 ,16 ,17 ,18 ,19 ,20 ,21 ,22 ,33 ,35 ]
Orecchia, Roberto [9 ,10 ,11 ,12 ,13 ,14 ,16 ,17 ,18 ,19 ,20 ,21 ,22 ,33 ,36 ]
Alterio, Daniela [1 ,9 ,10 ,11 ,12 ,13 ,14 ,16 ,17 ,18 ,19 ,20 ,21 ,22 ,33 ]
Jereczek-Fossa, Barbara Alicja [1 ,2 ,9 ,10 ,11 ,12 ,13 ,14 ,16 ,17 ,18 ,19 ,20 ,21 ,22 ,33 ]
机构：
[1] IEO European Inst Oncol IRCCS, Div Radiat Oncol, I-20141 Milan, Italy
[2] Univ Milan, Dept Oncol & Hemato Oncol, I-20141 Milan, Italy
[3] Univ Warmia & Mazury, Sch Med, Dept Human Histol & Embryol, Coll Med, PL-10082 Olsztyn, Poland
[4] Christie NHS Proton Beam Therapy Ctr, Proton Clin Outcomes Unit, Manchester M20 4BX, England
[5] Univ Manchester, Sch Med Sci, Div Clin Canc Sci, Manchester M13 9PL, England
[6] IRCCS Sacro Cuore Don Calabria, Dept Adv Radiat Oncol, I-37024 Negrar Verona, Italy
[7] Univ Brescia, DSMC, Brescia, Italy
[8] Univ Cote Azur, Ctr Antoine Lacassagne, F-06189 Nice, France
[9] Univ Cote Azur, Inst Res Canc & Aging Nice IRCAN, Ctr Antoine Lacassagne, CNRS,UMR 7284, F-06189 Nice, France
[10] EBG MedAustron GmbH, Marie Curie Str 5, A-2700 Wiener Neustadt, Austria
[11] Karl Landsteiner Univ Hlth Sci, Dept Gen & Translat Oncol & Hematol, Krems An Der Donau, Austria
[12] Univ Hosp Leuven, Dept Radiat Oncol, Leuven, Belgium
[13] Aarhus Univ AU, Nordre Ringgade 1, DK-8000 Aarhus C, Denmark
[14] Univ Groningen, Univ Med Ctr Groningen, Dept Radiat Oncol, Groningen, Netherlands
[15] Ctr Protonterapia Quironsalud, Pozuelo De Alarcon 28223, Madrid, Spain
[16] CNAO Natl Ctr Oncol Hadrontherapy, Clin Dept, Radiat Oncol Unit, Pavia, Italy
[17] Univ Pavia, Dept Clin Surg Diagnost & Pediat Sci, Pavia, Italy
[18] Univ Washington, Radiat Oncol Dept, Seattle, WA 98109 USA
[19] Tech Univ Dresden, Fac Med, OncoRay Natl Ctr Radiat Res Oncol, Helmholtz Zent Dresden Rossendorf, D-01309 Dresden, Germany
[20] Tech Univ Dresden, Univ Hosp Carl Gustav Carus, Helmholtz Zent Dresden Rossendorf, D-01309 Dresden, Germany
[21] German Canc Consortium DKTK, Partner Site Dresden, Heidelberg, Germany
[22] German Canc Res Ctr, Heidelberg, Germany
[23] Natl Ctr Tumor Dis NCT, Partner Site Dresden, Heidelberg, Germany
[24] German Canc Res Ctr, Heidelberg, Germany
[25] Tech Univ Dresden, Fac Med, Dresden, Germany
[26] Tech Univ Dresden, Univ Hosp Carl Gustav Carus, Dresden, Germany
[27] Helmholtz Assoc, Helmholtz Zent Dresden Rossendorf HZDR, D-01307 Dresden, Germany
[28] Tech Univ Dresden, Fac Med, Dept Radiotherapy & Radiat Oncol, D-01309 Dresden, Germany
[29] Tech Univ Dresden, Univ Hosp Carl Gustav Carus, D-01309 Dresden, Germany
[30] Helmholtz Zent Dresden Rossendorf, Inst Radiooncol OncoRay, D-01328 Dresden, Germany
[31] Proton Therapy Ctr Czech, Prague, Czech Republic
[32] Czech Tech Univ, Fac Biomed Engn, Dept Hlth Care Disciplines & Populat Protect, Kladno, Czech Republic
[33] Univ Cote d'Azur, SKEMA Business Sch, Azur, Sophia Antipoli, France
[34] IRCCS, European Inst Oncol, Div Early Drug Dev Innovat Therapy, I-20141 Milan, Italy
[35] IEO European Inst Oncol IRCCS, Div Radiol, I-20141 Milan, Italy
[36] IEO European Inst Oncol IRCCS, Sci Directorate, I-20141 Milan, Italy
来源：
CRITICAL REVIEWS IN ONCOLOGY HEMATOLOGY | 2024年 / 204卷
关键词：
Artificial intelligence; Proton therapy; Review; DUAL-ENERGY CT; NEURAL-NETWORK; ONLY PHOTON; GENERATION; HEAD;
D O I：
10.1016/j.critrevonc.2024.104485
中图分类号：
R73 [肿瘤学];
学科分类号：
100214 ;
摘要：
Artificial intelligence (AI) has made a tremendous impact in the space of healthcare, and proton therapy is not an exception. Proton therapy has witnessed growing popularity in oncology over recent decades, and researchers are increasingly looking to develop AI and machine learning tools to aid in various steps of the treatment planning and delivery processes. This review delves into the emergent role of AI in proton therapy, evaluating its development, advantages, intended clinical contexts, and areas of application. Through the analysis of 76 studies, we aim to underscore the importance of AI applications in advancing proton therapy and to highlight their prospective influence on clinical practices.
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页数：12
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