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For: Ge Y, Wu QJ. Knowledge-based planning for intensity-modulated radiation therapy: A review of data-driven approaches. Med Phys 2019;46:2760-2775. [PMID: 30963580 PMCID: PMC6561807 DOI: 10.1002/mp.13526] [Citation(s) in RCA: 150] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2017] [Revised: 01/15/2019] [Accepted: 03/26/2019] [Indexed: 12/20/2022]  Open
Number Cited by Other Article(s)
1
Tari SY, Heikal A, Le C, Yang F, Dinakaran D, Amanie J, Murtha A, Rowe LS, Roa WH, Patel S. Left hippocampus sparing model for glioblastoma radiotherapy by utilizing knowledge-based planning and multi-criteria optimization. J Appl Clin Med Phys 2025:e70014. [PMID: 39955265 DOI: 10.1002/acm2.70014] [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: 01/15/2024] [Revised: 09/21/2024] [Accepted: 12/03/2024] [Indexed: 02/17/2025]  Open
2
Hou X, Cheng W, Shen J, Guan H, Zhang Y, Bai L, Wang S, Liu Z. A deep learning model to predict dose distributions for breast cancer radiotherapy. Discov Oncol 2025;16:165. [PMID: 39937302 PMCID: PMC11822156 DOI: 10.1007/s12672-025-01942-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 02/05/2025] [Indexed: 02/13/2025]  Open
3
Chen X, Shi X, Zhang H, Pang H. Quality control study of cervical cancer interstitial brachytherapy treatment plans using statistical process control. Brachytherapy 2025:S1538-4721(25)00005-4. [PMID: 39893114 DOI: 10.1016/j.brachy.2024.12.007] [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: 07/28/2024] [Revised: 11/18/2024] [Accepted: 12/30/2024] [Indexed: 02/04/2025]
4
Liu X, Chen D, Liu Y, Men K, Dai J, Quan H, Chen X. Cross-technique transfer learning for autoplanning in magnetic resonance imaging-guided adaptive radiotherapy for rectal cancer. Phys Med 2025;129:104873. [PMID: 39709892 DOI: 10.1016/j.ejmp.2024.104873] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2024] [Revised: 10/09/2024] [Accepted: 11/30/2024] [Indexed: 12/24/2024]  Open
5
Li X, Sheng Y, Wu QJ, Ge Y, Brizel DM, Mowery YM, Yang D, Yin F, Wu Q. Clinical commissioning and introduction of an in-house artificial intelligence (AI) platform for automated head and neck intensity modulated radiation therapy (IMRT) treatment planning. J Appl Clin Med Phys 2025;26:e14558. [PMID: 39503512 PMCID: PMC11712748 DOI: 10.1002/acm2.14558] [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: 05/21/2024] [Revised: 07/30/2024] [Accepted: 09/25/2024] [Indexed: 11/08/2024]  Open
6
Landoni V, Broggi S, Serra M, Doro R, Stefania Martinotti A, Redaelli I, Cristina Frassanito M, Siragusa C, De Martin E, Soriani A, Tudda A, Castriconi R, Del Vecchio A, Masi L, Fiorino C. Multicenter approach to predict plan quality of robotic intracranial SRS/SRT. Phys Med 2025;129:104887. [PMID: 39742827 DOI: 10.1016/j.ejmp.2024.104887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2024] [Revised: 11/13/2024] [Accepted: 12/27/2024] [Indexed: 01/04/2025]  Open
7
Liu M, Pang B, Chen S, Zeng Y, Zhang Q, Quan H, Chang Y, Yang Z. Deep learning-based multiple-CT optimization: An adaptive treatment planning approach to account for anatomical changes in intensity-modulated proton therapy for head and neck cancers. Radiother Oncol 2025;202:110650. [PMID: 39581351 DOI: 10.1016/j.radonc.2024.110650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2024] [Revised: 11/15/2024] [Accepted: 11/19/2024] [Indexed: 11/26/2024]
8
Conroy L, Winter J, Khalifa A, Tsui G, Berlin A, Purdie TG. Artificial Intelligence for Radiation Treatment Planning: Bridging Gaps From Retrospective Promise to Clinical Reality. Clin Oncol (R Coll Radiol) 2025;37:103630. [PMID: 39531894 DOI: 10.1016/j.clon.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 07/31/2024] [Accepted: 08/08/2024] [Indexed: 11/16/2024]
9
Damilakis J, Stratakis J. Descriptive overview of AI applications in x-ray imaging and radiotherapy. JOURNAL OF RADIOLOGICAL PROTECTION : OFFICIAL JOURNAL OF THE SOCIETY FOR RADIOLOGICAL PROTECTION 2024;44:041001. [PMID: 39681008 DOI: 10.1088/1361-6498/ad9f71] [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: 09/21/2024] [Accepted: 12/16/2024] [Indexed: 12/18/2024]
10
Yang YX, Yang X, Jiang XB, Lin L, Wang GY, Sun WZ, Zhang K, Li BH, Li H, Jia LC, Wei ZQ, Liu YF, Fu DN, Tang JX, Zhang W, Zhou JJ, Diao WC, Wang YJ, Chen XM, Xu CD, Lin LW, Wu JY, Wu JW, Peng LX, Pan JF, Liu BZ, Feng C, Huang XY, Zhou GQ, Sun Y. Artificial Intelligence-Empowered Multistep Integrated Radiation Therapy Workflow for Nasopharyngeal Carcinoma. Int J Radiat Oncol Biol Phys 2024:S0360-3016(24)03670-8. [PMID: 39708045 DOI: 10.1016/j.ijrobp.2024.11.096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 11/10/2024] [Accepted: 11/23/2024] [Indexed: 12/23/2024]
11
Biswal SS, Sarkar B, Goyal M, Ganesh T, Shahid T, Bhattacharya J. An assessment of the influence of trade-off optimization in commercial knowledge based planning library creation for tongue cancer patients. Med Dosim 2024:S0958-3947(24)00058-X. [PMID: 39645424 DOI: 10.1016/j.meddos.2024.10.006] [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: 05/17/2024] [Revised: 10/04/2024] [Accepted: 10/24/2024] [Indexed: 12/09/2024]
12
Zhang J, Lei Y, Xia J, Chao M, Liu T. Federated learning for enhanced dose-volume parameter prediction with decentralized data. Med Phys 2024. [PMID: 39641909 DOI: 10.1002/mp.17566] [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: 06/04/2024] [Revised: 11/12/2024] [Accepted: 11/28/2024] [Indexed: 12/07/2024]  Open
13
Saito M, Kadoya N, Kimura Y, Nemoto H, Tozuka R, Jingu K, Onishi H. Evaluation of deep learning based dose prediction in head and neck cancer patients using two different types of input contours. J Appl Clin Med Phys 2024;25:e14519. [PMID: 39285649 PMCID: PMC11633794 DOI: 10.1002/acm2.14519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Revised: 08/17/2024] [Accepted: 08/20/2024] [Indexed: 12/12/2024]  Open
14
Szalkowski G, Xu X, Das S, Yap PT, Lian J. Automatic Treatment Planning for Radiation Therapy: A Cross-Modality and Protocol Study. Adv Radiat Oncol 2024;9:101649. [PMID: 39553397 PMCID: PMC11566342 DOI: 10.1016/j.adro.2024.101649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 09/17/2024] [Indexed: 11/19/2024]  Open
15
Giraud P, Bibault JE. Artificial intelligence in radiotherapy: Current applications and future trends. Diagn Interv Imaging 2024;105:475-480. [PMID: 38918124 DOI: 10.1016/j.diii.2024.06.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 05/31/2024] [Accepted: 06/01/2024] [Indexed: 06/27/2024]
16
Miao Y, Li J, Ge R, Xie C, Liu Y, Zhang G, Miao M, Xu S. Dose prediction of CyberKnife Monte Carlo plan for lung cancer patients based on deep learning: robust learning of variable beam configurations. Radiat Oncol 2024;19:170. [PMID: 39587661 PMCID: PMC11587619 DOI: 10.1186/s13014-024-02531-5] [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: 03/13/2024] [Accepted: 09/25/2024] [Indexed: 11/27/2024]  Open
17
Prunaretty J, Ungun B, Vauclin R, Costea M, Bus N, Paragios N, Fenoglietto P. Quantitative Evaluation of a Fully Automated Planning Solution for Prostate-Only and Whole-Pelvic Radiotherapy. Cancers (Basel) 2024;16:3735. [PMID: 39594691 PMCID: PMC11591666 DOI: 10.3390/cancers16223735] [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: 10/03/2024] [Revised: 10/28/2024] [Accepted: 10/30/2024] [Indexed: 11/28/2024]  Open
18
Zhang HW, Wang YH, Hu B, Pang HW. Uninvolved liver dose prediction in stereotactic body radiation therapy for liver cancer based on the neural network method. World J Gastrointest Oncol 2024;16:4146-4156. [DOI: 10.4251/wjgo.v16.i10.4146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 08/19/2024] [Accepted: 09/05/2024] [Indexed: 09/26/2024]  Open
19
Liao M, Di S, Zhao Y, Liang W, Yang Z. FA-Net: A hierarchical feature fusion and interactive attention-based network for dose prediction in liver cancer patients. Artif Intell Med 2024;156:102961. [PMID: 39180923 DOI: 10.1016/j.artmed.2024.102961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 07/07/2024] [Accepted: 08/16/2024] [Indexed: 08/27/2024]
20
Li C, Guo Y, Lin X, Feng X, Xu D, Yang R. Deep reinforcement learning in radiation therapy planning optimization: A comprehensive review. Phys Med 2024;125:104498. [PMID: 39163802 DOI: 10.1016/j.ejmp.2024.104498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 07/08/2024] [Accepted: 08/06/2024] [Indexed: 08/22/2024]  Open
21
Xiong T, Zeng G, Chen Z, Huang YH, Li B, Zhou D, Liu X, Sheng Y, Ren G, Wu QJ, Ge H, Cai J. Automatic planning for functional lung avoidance radiotherapy based on function-guided beam angle selection and plan optimization. Phys Med Biol 2024;69:155007. [PMID: 38959907 DOI: 10.1088/1361-6560/ad5ef5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 07/03/2024] [Indexed: 07/05/2024]
22
Fu Q, Chen X, Liu Y, Zhang J, Xu Y, Yang X, Huang M, Men K, Dai J. Improvement of accumulated dose distribution in combined cervical cancer radiotherapy with deep learning-based dose prediction. Front Oncol 2024;14:1407016. [PMID: 39040460 PMCID: PMC11260613 DOI: 10.3389/fonc.2024.1407016] [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: 03/26/2024] [Accepted: 06/17/2024] [Indexed: 07/24/2024]  Open
23
Moore LC, Ahern F, Li L, Kallis K, Kisling K, Cortes KG, Nwachukwu C, Rash D, Yashar CM, Mayadev J, Zou J, Vasconcelos N, Meyers SM. Neural network dose prediction for cervical brachytherapy: Overcoming data scarcity for applicator-specific models. Med Phys 2024;51:4591-4606. [PMID: 38814165 PMCID: PMC11309769 DOI: 10.1002/mp.17230] [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: 11/16/2023] [Revised: 05/09/2024] [Accepted: 05/11/2024] [Indexed: 05/31/2024]  Open
24
Jiang C, Ji T, Qiao Q. Application and progress of artificial intelligence in radiation therapy dose prediction. Clin Transl Radiat Oncol 2024;47:100792. [PMID: 38779524 PMCID: PMC11109740 DOI: 10.1016/j.ctro.2024.100792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Accepted: 05/07/2024] [Indexed: 05/25/2024]  Open
25
Wu Z, Jia X, Lu L, Xu C, Pang Y, Peng S, Liu M, Wu Y. Multi-center Dose Prediction Using Attention-aware Deep learning Algorithm Based on Transformers for Cervical Cancer Radiotherapy. Clin Oncol (R Coll Radiol) 2024;36:e209-e223. [PMID: 38631974 DOI: 10.1016/j.clon.2024.03.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 02/22/2024] [Accepted: 03/21/2024] [Indexed: 04/19/2024]
26
Ma Y, Li Y, Xu P, Zhang H, Zhang X, Liu X, Li Q. A machine learning-based approach to predict energy layer for each field in spot-scanning proton arc therapy for lung cancer: A feasibility study. Med Phys 2024;51:4970-4981. [PMID: 38772044 DOI: 10.1002/mp.17179] [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: 01/08/2024] [Revised: 05/08/2024] [Accepted: 05/08/2024] [Indexed: 05/23/2024]  Open
27
Prunaretty J, Lopez L, Cabaillé M, Bourgier C, Morel A, Azria D, Fenoglietto P. Evaluation of Ethos intelligent optimization engine for left locally advanced breast cancer. Front Oncol 2024;14:1399978. [PMID: 39015493 PMCID: PMC11250590 DOI: 10.3389/fonc.2024.1399978] [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: 03/12/2024] [Accepted: 06/13/2024] [Indexed: 07/18/2024]  Open
28
Duan Y, Wang J, Wu P, Shao Y, Chen H, Wang H, Cao H, Gu H, Feng A, Huang Y, Shen Z, Lin Y, Kong Q, Liu J, Li H, Fu X, Yang Z, Cai X, Xu Z. AS-NeSt: A Novel 3D Deep Learning Model for Radiation Therapy Dose Distribution Prediction in Esophageal Cancer Treatment With Multiple Prescriptions. Int J Radiat Oncol Biol Phys 2024;119:978-989. [PMID: 38159780 DOI: 10.1016/j.ijrobp.2023.12.001] [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: 03/16/2023] [Revised: 11/06/2023] [Accepted: 12/03/2023] [Indexed: 01/03/2024]
29
Guo Z, Lei L, Zhang Z, Du M, Chen Z. The potential of vascular normalization for sensitization to radiotherapy. Heliyon 2024;10:e32598. [PMID: 38952362 PMCID: PMC11215263 DOI: 10.1016/j.heliyon.2024.e32598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2024] [Revised: 05/11/2024] [Accepted: 06/05/2024] [Indexed: 07/03/2024]  Open
30
Leech M, Abdalqader A, Alexander S, Anderson N, Barbosa B, Callens D, Chapman V, Coffey M, Cox M, Curic I, Dean J, Denney E, Kearney M, Leung VW, Mortsiefer M, Nirgianaki E, Povilaitis J, Strikou D, Thompson K, van den Bosch M, Velec M, Woodford K, Buijs M. The Radiation Therapist profession through the lens of new technology: A practice development paper based on the ESTRO Radiation Therapist Workshops. Tech Innov Patient Support Radiat Oncol 2024;30:100243. [PMID: 38831996 PMCID: PMC11145757 DOI: 10.1016/j.tipsro.2024.100243] [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: 03/11/2024] [Accepted: 03/13/2024] [Indexed: 06/05/2024]  Open
31
Hrinivich WT, Bhattacharya M, Mekki L, McNutt T, Jia X, Li H, Song DY, Lee J. Clinical VMAT machine parameter optimization for localized prostate cancer using deep reinforcement learning. Med Phys 2024;51:3972-3984. [PMID: 38669457 DOI: 10.1002/mp.17100] [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: 09/07/2023] [Revised: 03/20/2024] [Accepted: 04/14/2024] [Indexed: 04/28/2024]  Open
32
Tsai WT, Hsieh HL, Hung SK, Zeng CF, Lee MF, Lin PH, Lin CY, Li WC, Chiou WY, Wu TH. Dosimetry and efficiency comparison of knowledge-based and manual planning using volumetric modulated arc therapy for craniospinal irradiation. Radiol Oncol 2024;58:289-299. [PMID: 38452341 PMCID: PMC11165983 DOI: 10.2478/raon-2024-0018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Accepted: 01/03/2024] [Indexed: 03/09/2024]  Open
33
Gao Y, Kyun Park Y, Jia X. Human-like intelligent automatic treatment planning of head and neck cancer radiation therapy. Phys Med Biol 2024;69:115049. [PMID: 38744304 PMCID: PMC11148880 DOI: 10.1088/1361-6560/ad4b90] [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: 01/19/2024] [Revised: 04/26/2024] [Accepted: 05/14/2024] [Indexed: 05/16/2024]
34
Biswal SS, Sarkar B, Goyal M. Determining the library size for the optimal output plan in the RapidPlan knowledge-based planning system using multicriteria optimization. Br J Radiol 2024;97:1153-1161. [PMID: 38637944 PMCID: PMC11135798 DOI: 10.1093/bjr/tqae084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Revised: 03/06/2024] [Accepted: 04/16/2024] [Indexed: 04/20/2024]  Open
35
Wang D, Geng H, Gondi V, Lee NY, Tsien CI, Xia P, Chenevert TL, Michalski JM, Gilbert MR, Le QT, Omuro AM, Men K, Aldape KD, Cao Y, Srinivasan A, Barani IJ, Sachdev S, Huang J, Choi S, Shi W, Battiste JD, Wardak Z, Chan MD, Mehta MP, Xiao Y. Radiotherapy Plan Quality Assurance in NRG Oncology Trials for Brain and Head/Neck Cancers: An AI-Enhanced Knowledge-Based Approach. Cancers (Basel) 2024;16:2007. [PMID: 38893130 PMCID: PMC11171017 DOI: 10.3390/cancers16112007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Revised: 05/15/2024] [Accepted: 05/19/2024] [Indexed: 06/21/2024]  Open
36
Zhang B, Babier A, Ruschin M, Chan TCY. Knowledge-based planning for Gamma Knife. Med Phys 2024;51:3207-3219. [PMID: 38598107 DOI: 10.1002/mp.17058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 03/13/2024] [Accepted: 03/21/2024] [Indexed: 04/11/2024]  Open
37
Scaggion A, Cavinato S, Dusi F, El Khouzai B, Guida F, Paronetto C, Rossato MA, Sapignoli S, Scott ASA, Sepulcri M, Paiusco M. On the necessity of specialized knowledge-based models for SBRT prostate treatments plans. Phys Med 2024;121:103364. [PMID: 38701626 DOI: 10.1016/j.ejmp.2024.103364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 03/21/2024] [Accepted: 04/19/2024] [Indexed: 05/05/2024]  Open
38
Gao Y, Gonzalez Y, Nwachukwu C, Albuquerque K, Jia X. Predicting treatment plan approval probability for high-dose-rate brachytherapy of cervical cancer using adversarial deep learning. Phys Med Biol 2024;69:095010. [PMID: 38537309 PMCID: PMC11023000 DOI: 10.1088/1361-6560/ad3880] [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: 11/03/2023] [Revised: 03/08/2024] [Accepted: 03/26/2024] [Indexed: 04/18/2024]
39
Wheeler PA, West NS, Powis R, Maggs R, Chu M, Pearson RA, Willis N, Kurec B, Reed KL, Lewis DG, Staffurth J, Spezi E, Millin AE. Multi-institutional evaluation of a Pareto navigation guided automated radiotherapy planning solution for prostate cancer. Radiat Oncol 2024;19:45. [PMID: 38589961 PMCID: PMC11003074 DOI: 10.1186/s13014-024-02404-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: 12/06/2022] [Accepted: 01/15/2024] [Indexed: 04/10/2024]  Open
40
Castriconi R, Tudda A, Placidi L, Benecchi G, Cagni E, Dusi F, Ianiro A, Landoni V, Malatesta T, Mazzilli A, Meffe G, Oliviero C, Rambaldi Guidasci G, Scaggion A, Trojani V, Del Vecchio A, Fiorino C. Inter-institutional variability of knowledge-based plan prediction of left whole breast irradiation. Phys Med 2024;120:103331. [PMID: 38484461 DOI: 10.1016/j.ejmp.2024.103331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 02/05/2024] [Accepted: 03/08/2024] [Indexed: 04/19/2024]  Open
41
Cai W, Ding S, Li H, Zhou X, Dou W, Zhou L, Song T, Li Y. Automatic IMRT treatment planning through fluence prediction and plan fine-tuning for nasopharyngeal carcinoma. Radiat Oncol 2024;19:39. [PMID: 38509540 PMCID: PMC10956235 DOI: 10.1186/s13014-024-02401-0] [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: 08/14/2023] [Accepted: 01/09/2024] [Indexed: 03/22/2024]  Open
42
Teng L, Wang B, Xu X, Zhang J, Mei L, Feng Q, Shen D. Beam-wise dose composition learning for head and neck cancer dose prediction in radiotherapy. Med Image Anal 2024;92:103045. [PMID: 38071865 DOI: 10.1016/j.media.2023.103045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 10/12/2023] [Accepted: 11/27/2023] [Indexed: 01/12/2024]
43
Kaderka R, Dogan N, Jin W, Bossart E. Effects of model size and composition on quality of head-and-neck knowledge-based plans. J Appl Clin Med Phys 2024;25:e14168. [PMID: 37798910 PMCID: PMC10860434 DOI: 10.1002/acm2.14168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 08/23/2023] [Accepted: 09/15/2023] [Indexed: 10/07/2023]  Open
44
Hadj Henni A, Arhoun I, Boussetta A, Daou W, Marque A. Enhancing dosimetric practices through knowledge-based predictive models: a case study on VMAT prostate irradiation. Front Oncol 2024;14:1320002. [PMID: 38304869 PMCID: PMC10832012 DOI: 10.3389/fonc.2024.1320002] [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: 10/11/2023] [Accepted: 01/05/2024] [Indexed: 02/03/2024]  Open
45
Gao Y, Chang CW, Pan S, Peng J, Ma C, Patel P, Roper J, Zhou J, Yang X. Deep learning-based synthetic dose-weighted LET map generation for intensity modulated proton therapy. Phys Med Biol 2024;69:025004. [PMID: 38091613 PMCID: PMC10767225 DOI: 10.1088/1361-6560/ad154b] [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: 07/31/2023] [Revised: 12/02/2023] [Accepted: 12/13/2023] [Indexed: 01/06/2024]
46
Shen Y, Tang X, Lin S, Jin X, Ding J, Shao M. Automatic dose prediction using deep learning and plan optimization with finite-element control for intensity modulated radiation therapy. Med Phys 2024;51:545-555. [PMID: 37748133 DOI: 10.1002/mp.16743] [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: 01/03/2023] [Revised: 07/21/2023] [Accepted: 08/26/2023] [Indexed: 09/27/2023]  Open
47
Roberfroid B, Barragán-Montero AM, Dechambre D, Sterpin E, Lee JA, Geets X. Comparison of Ethos template-based planning and AI-based dose prediction: General performance, patient optimality, and limitations. Phys Med 2023;116:103178. [PMID: 38000099 DOI: 10.1016/j.ejmp.2023.103178] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 10/19/2023] [Accepted: 11/16/2023] [Indexed: 11/26/2023]  Open
48
Pogue JA, Cardenas CE, Harms J, Soike MH, Kole AJ, Schneider CS, Veale C, Popple R, Belliveau JG, McDonald AM, Stanley DN. Benchmarking Automated Machine Learning-Enhanced Planning With Ethos Against Manual and Knowledge-Based Planning for Locally Advanced Lung Cancer. Adv Radiat Oncol 2023;8:101292. [PMID: 37457825 PMCID: PMC10344691 DOI: 10.1016/j.adro.2023.101292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 06/02/2023] [Indexed: 07/18/2023]  Open
49
Schlachter M, Peters S, Camenisch D, Putora PM, Bühler K. Exploration of overlap volumes for radiotherapy plan evaluation with the aim of healthy tissue sparing. Comput Biol Med 2023;166:107523. [PMID: 37778212 DOI: 10.1016/j.compbiomed.2023.107523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 08/17/2023] [Accepted: 09/19/2023] [Indexed: 10/03/2023]
50
Harms J, Pogue JA, Cardenas CE, Stanley DN, Cardan R, Popple R. Automated evaluation for rapid implementation of knowledge-based radiotherapy planning models. J Appl Clin Med Phys 2023;24:e14152. [PMID: 37703545 PMCID: PMC10562024 DOI: 10.1002/acm2.14152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 08/29/2023] [Indexed: 09/15/2023]  Open
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