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For: Morris ED, Ghanem AI, Dong M, Pantelic MV, Walker EM, Glide-Hurst CK. Cardiac substructure segmentation with deep learning for improved cardiac sparing. Med Phys 2020;47:576-586. [PMID: 31794054 PMCID: PMC7282198 DOI: 10.1002/mp.13940] [Citation(s) in RCA: 58] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 10/31/2019] [Accepted: 11/26/2019] [Indexed: 12/13/2022]  Open
Number Cited by Other Article(s)
1
Li S, Kendrick J, Ebert MA, Hassan GM, Barry N, Wright K, Lee SC, Bellinge JW, Schultz C. Auto-segmentation, radiomic reproducibility, and comparison of radiomics between manual and AI-derived segmentations for coronary arteries in cardiac [18F]NaF PET/CT images. EJNMMI Phys 2025;12:42. [PMID: 40287890 PMCID: PMC12034606 DOI: 10.1186/s40658-025-00751-6] [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: 08/04/2024] [Accepted: 03/24/2025] [Indexed: 04/29/2025]  Open
2
Loap P, Monteil R, Kirova Y, Vu-Bezin J. Automated contouring for breast cancer radiotherapy in the isocentric lateral decubitus position: a neural network-based solution for enhanced precision and efficiency. Strahlenther Onkol 2025:10.1007/s00066-024-02364-x. [PMID: 39900818 DOI: 10.1007/s00066-024-02364-x] [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] [Accepted: 12/18/2024] [Indexed: 02/05/2025]
3
Finnegan RN, Quinn A, Booth J, Belous G, Hardcastle N, Stewart M, Griffiths B, Carroll S, Thwaites DI. Cardiac substructure delineation in radiation therapy - A state-of-the-art review. J Med Imaging Radiat Oncol 2024;68:914-949. [PMID: 38757728 PMCID: PMC11686467 DOI: 10.1111/1754-9485.13668] [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: 01/24/2024] [Accepted: 04/29/2024] [Indexed: 05/18/2024]
4
Zhang SC, Nikolova AP, Kamrava M, Mak RH, Atkins KM. A roadmap for modelling radiation-induced cardiac disease. J Med Imaging Radiat Oncol 2024;68:950-961. [PMID: 38985978 DOI: 10.1111/1754-9485.13716] [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: 01/31/2024] [Accepted: 05/21/2024] [Indexed: 07/12/2024]
5
Barcellini A, Rordorf R, Dusi V, Fontana G, Pepe A, Vai A, Schirinzi S, Vitolo V, Orlandi E, Greco A. Pilot study to assess the early cardiac safety of carbon ion radiotherapy for intra- and para-cardiac tumours. Strahlenther Onkol 2024;200:1080-1087. [PMID: 39212688 DOI: 10.1007/s00066-024-02270-2] [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: 02/13/2024] [Accepted: 07/03/2024] [Indexed: 09/04/2024]
6
Summerfield N, Morris E, Banerjee S, He Q, Ghanem AI, Zhu S, Zhao J, Dong M, Glide-Hurst C. Enhancing Precision in Cardiac Segmentation for Magnetic Resonance-Guided Radiation Therapy Through Deep Learning. Int J Radiat Oncol Biol Phys 2024;120:904-914. [PMID: 38797498 PMCID: PMC11427143 DOI: 10.1016/j.ijrobp.2024.05.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 04/25/2024] [Accepted: 05/17/2024] [Indexed: 05/29/2024]
7
Szentimrey Z, Al-Hayali A, de Ribaupierre S, Fenster A, Ukwatta E. Semi-supervised learning framework with shape encoding for neonatal ventricular segmentation from 3D ultrasound. Med Phys 2024;51:6134-6148. [PMID: 38857570 DOI: 10.1002/mp.17242] [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: 11/02/2023] [Revised: 05/27/2024] [Accepted: 05/27/2024] [Indexed: 06/12/2024]  Open
8
Chen X, Mumme RP, Corrigan KL, Mukai-Sasaki Y, Koutroumpakis E, Palaskas NL, Nguyen CM, Zhao Y, Huang K, Yu C, Xu T, Daniel A, Balter PA, Zhang X, Niedzielski JS, Shete SS, Deswal A, Court LE, Liao Z, Yang J. Deep learning-based automatic segmentation of cardiac substructures for lung cancers. Radiother Oncol 2024;191:110061. [PMID: 38122850 PMCID: PMC12005477 DOI: 10.1016/j.radonc.2023.110061] [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: 09/26/2023] [Revised: 11/09/2023] [Accepted: 12/13/2023] [Indexed: 12/23/2023]
9
Eidex Z, Ding Y, Wang J, Abouei E, Qiu RLJ, Liu T, Wang T, Yang X. Deep learning in MRI-guided radiation therapy: A systematic review. J Appl Clin Med Phys 2024;25:e14155. [PMID: 37712893 PMCID: PMC10860468 DOI: 10.1002/acm2.14155] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 05/10/2023] [Accepted: 08/21/2023] [Indexed: 09/16/2023]  Open
10
Kumari V, Kumar N, Kumar K S, Kumar A, Skandha SS, Saxena S, Khanna NN, Laird JR, Singh N, Fouda MM, Saba L, Singh R, Suri JS. Deep Learning Paradigm and Its Bias for Coronary Artery Wall Segmentation in Intravascular Ultrasound Scans: A Closer Look. J Cardiovasc Dev Dis 2023;10:485. [PMID: 38132653 PMCID: PMC10743870 DOI: 10.3390/jcdd10120485] [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: 07/27/2023] [Revised: 10/15/2023] [Accepted: 11/07/2023] [Indexed: 12/23/2023]  Open
11
Wang X, Li X, Du R, Zhong Y, Lu Y, Song T. Anatomical Prior-Based Automatic Segmentation for Cardiac Substructures from Computed Tomography Images. Bioengineering (Basel) 2023;10:1267. [PMID: 38002391 PMCID: PMC10669053 DOI: 10.3390/bioengineering10111267] [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: 07/18/2023] [Revised: 10/12/2023] [Accepted: 10/24/2023] [Indexed: 11/26/2023]  Open
12
Morris E, Chin R, Wu T, Smith C, Nejad-Davarani S, Cao M. ASSET: Auto-Segmentation of the Seventeen SEgments for Ventricular Tachycardia Ablation in Radiation Therapy. Cancers (Basel) 2023;15:4062. [PMID: 37627090 PMCID: PMC10452457 DOI: 10.3390/cancers15164062] [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: 06/08/2023] [Revised: 08/03/2023] [Accepted: 08/08/2023] [Indexed: 08/27/2023]  Open
13
Varga-Szemes A, Maurovich-Horvat P, Schoepf UJ, Zsarnoczay E, Pelberg R, Stone GW, Budoff MJ. Computed Tomography Assessment of Coronary Atherosclerosis: From Threshold-Based Evaluation to Histologically Validated Plaque Quantification. J Thorac Imaging 2023;38:226-234. [PMID: 37115957 PMCID: PMC10287054 DOI: 10.1097/rti.0000000000000711] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
14
Eber J, Schmitt M, Dehaynin N, Le Fèvre C, Antoni D, Noël G. Evaluation of Cardiac Substructures Exposure of DIBH-3DCRT, FB-HT, and FB-3DCRT in Hypofractionated Radiotherapy for Left-Sided Breast Cancer after Breast-Conserving Surgery: An In Silico Planning Study. Cancers (Basel) 2023;15:3406. [PMID: 37444516 DOI: 10.3390/cancers15133406] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 06/25/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023]  Open
15
Jafari M, Shoeibi A, Khodatars M, Ghassemi N, Moridian P, Alizadehsani R, Khosravi A, Ling SH, Delfan N, Zhang YD, Wang SH, Gorriz JM, Alinejad-Rokny H, Acharya UR. Automated diagnosis of cardiovascular diseases from cardiac magnetic resonance imaging using deep learning models: A review. Comput Biol Med 2023;160:106998. [PMID: 37182422 DOI: 10.1016/j.compbiomed.2023.106998] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Revised: 03/01/2023] [Accepted: 04/28/2023] [Indexed: 05/16/2023]
16
Li YZ, Wang Y, Huang YH, Xiang P, Liu WX, Lai QQ, Gao YY, Xu MS, Guo YF. RSU-Net: U-net based on residual and self-attention mechanism in the segmentation of cardiac magnetic resonance images. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023;231:107437. [PMID: 36863157 DOI: 10.1016/j.cmpb.2023.107437] [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: 05/30/2022] [Revised: 11/20/2022] [Accepted: 02/18/2023] [Indexed: 06/18/2023]
17
Eidex Z, Ding Y, Wang J, Abouei E, Qiu RL, Liu T, Wang T, Yang X. Deep Learning in MRI-guided Radiation Therapy: A Systematic Review. ARXIV 2023:arXiv:2303.11378v2. [PMID: 36994167 PMCID: PMC10055493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
18
Finnegan RN, Chin V, Chlap P, Haidar A, Otton J, Dowling J, Thwaites DI, Vinod SK, Delaney GP, Holloway L. Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation. Phys Eng Sci Med 2023;46:377-393. [PMID: 36780065 PMCID: PMC10030448 DOI: 10.1007/s13246-023-01231-w] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 01/30/2023] [Indexed: 02/14/2023]
19
Shen J, Gu P, Wang Y, Wang Z. Advances in automatic delineation of target volume and cardiac substructure in breast cancer radiotherapy (Review). Oncol Lett 2023;25:110. [PMID: 36817059 PMCID: PMC9932716 DOI: 10.3892/ol.2023.13697] [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: 09/14/2022] [Accepted: 01/06/2023] [Indexed: 02/05/2023]  Open
20
Momin S, Wolf J, Roper J, Lei Y, Liu T, Bradley JD, Higgins K, Yang X, Zhang J. Enhanced cardiac substructure sparing through knowledge-based treatment planning for non-small cell lung cancer radiotherapy. Front Oncol 2022;12:1055428. [DOI: 10.3389/fonc.2022.1055428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 11/10/2022] [Indexed: 12/03/2022]  Open
21
Dong C, Xu S, Li Z. A novel end-to-end deep learning solution for coronary artery segmentation from CCTA. Med Phys 2022;49:6945-6959. [PMID: 35770676 DOI: 10.1002/mp.15842] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2021] [Revised: 04/07/2022] [Accepted: 06/10/2022] [Indexed: 12/13/2022]  Open
22
Li Y, Wu C, Qi H, Si D, Ding H, Chen H. Motion correction for native myocardial T1 mapping using self-supervised deep learning registration with contrast separation. NMR IN BIOMEDICINE 2022;35:e4775. [PMID: 35599351 DOI: 10.1002/nbm.4775] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 05/15/2022] [Accepted: 05/18/2022] [Indexed: 06/15/2023]
23
Lin H, Dong L, Jimenez RB. Emerging Technologies in Mitigating the Risks of Cardiac Toxicity From Breast Radiotherapy. Semin Radiat Oncol 2022;32:270-281. [DOI: 10.1016/j.semradonc.2022.01.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
24
Ellahham S, Khalouf A, Elkhazendar M, Dababo N, Manla Y. An overview of radiation-induced heart disease. Radiat Oncol J 2022;40:89-102. [PMID: 35796112 PMCID: PMC9262704 DOI: 10.3857/roj.2021.00766] [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: 08/10/2021] [Revised: 05/19/2022] [Accepted: 05/20/2022] [Indexed: 11/03/2022]  Open
25
Momin S, Lei Y, McCall NS, Zhang J, Roper J, Harms J, Tian S, Lloyd MS, Liu T, Bradley JD, Higgins K, Yang X. Mutual enhancing learning-based automatic segmentation of CT cardiac substructure. Phys Med Biol 2022;67. [PMID: 35447610 PMCID: PMC9148580 DOI: 10.1088/1361-6560/ac692d] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 04/21/2022] [Indexed: 11/12/2022]
26
Miller CR, Morris ED, Ghanem AI, Pantelic MV, Walker EM, Glide-Hurst CK. Characterizing Sensitive Cardiac Substructure Excursion Due to Respiration. Adv Radiat Oncol 2022;7:100876. [PMID: 35243181 PMCID: PMC8858867 DOI: 10.1016/j.adro.2021.100876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Accepted: 11/29/2021] [Indexed: 11/12/2022]  Open
27
Chun J, Chang JS, Oh C, Park I, Choi MS, Hong CS, Kim H, Yang G, Moon JY, Chung SY, Suh YJ, Kim JS. Synthetic contrast-enhanced computed tomography generation using a deep convolutional neural network for cardiac substructure delineation in breast cancer radiation therapy: a feasibility study. Radiat Oncol 2022;17:83. [PMID: 35459221 PMCID: PMC9034542 DOI: 10.1186/s13014-022-02051-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 04/11/2022] [Indexed: 12/25/2022]  Open
28
Wang HJ, Chen LW, Lee HY, Chung YJ, Lin YT, Lee YC, Chen YC, Chen CM, Lin MW. Automated 3D Segmentation of the Aorta and Pulmonary Artery on Non-Contrast-Enhanced Chest Computed Tomography Images in Lung Cancer Patients. Diagnostics (Basel) 2022;12:diagnostics12040967. [PMID: 35454015 PMCID: PMC9032785 DOI: 10.3390/diagnostics12040967] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/07/2022] [Accepted: 04/09/2022] [Indexed: 12/19/2022]  Open
29
Wang J, Wang S, Liang W, Zhang N, Zhang Y. The auto segmentation for cardiac structures using a dual-input deep learning network based on vision saliency and transformer. J Appl Clin Med Phys 2022;23:e13597. [PMID: 35363415 PMCID: PMC9121042 DOI: 10.1002/acm2.13597] [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: 10/15/2021] [Revised: 02/23/2022] [Accepted: 03/09/2022] [Indexed: 11/25/2022]  Open
30
Shi T, Shahedi M, Caughlin K, Dormer JD, Ma L, Fei B. Semi-automated three-dimensional segmentation for cardiac CT images using deep learning and randomly distributed points. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2022;12034:120341W. [PMID: 36793655 PMCID: PMC9928521 DOI: 10.1117/12.2611594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
31
Yassine IA, Ghanem AM, Metwalli NS, Hamimi A, Ouwerkerk R, Matta JR, Solomon MA, Elinoff JM, Gharib AM, Abd-Elmoniem KZ. Native-resolution myocardial principal Eulerian strain mapping using convolutional neural networks and Tagged Magnetic Resonance Imaging. Comput Biol Med 2022;141:105041. [PMID: 34836627 PMCID: PMC8900530 DOI: 10.1016/j.compbiomed.2021.105041] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 11/12/2021] [Accepted: 11/13/2021] [Indexed: 02/03/2023]
32
Loap P, De Marzi L, Kirov K, Servois V, Fourquet A, Khoubeyb A, Kirova Y. Development of simplified auto-segmentable functional cardiac atlas. Pract Radiat Oncol 2022;12:533-538. [DOI: 10.1016/j.prro.2022.02.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 02/02/2022] [Accepted: 02/09/2022] [Indexed: 10/19/2022]
33
Fu Y, Zhang H, Morris ED, Glide-Hurst CK, Pai S, Traverso A, Wee L, Hadzic I, Lønne PI, Shen C, Liu T, Yang X. Artificial Intelligence in Radiation Therapy. IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES 2022;6:158-181. [PMID: 35992632 PMCID: PMC9385128 DOI: 10.1109/trpms.2021.3107454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
34
Current and Future Applications of Artificial Intelligence in Coronary Artery Disease. Healthcare (Basel) 2022;10:healthcare10020232. [PMID: 35206847 PMCID: PMC8872080 DOI: 10.3390/healthcare10020232] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 01/19/2022] [Accepted: 01/24/2022] [Indexed: 02/07/2023]  Open
35
Chen M, Wu S, Zhao W, Zhou Y, Zhou Y, Wang G. Application of deep learning to auto-delineation of target volumes and organs at risk in radiotherapy. Cancer Radiother 2021;26:494-501. [PMID: 34711488 DOI: 10.1016/j.canrad.2021.08.020] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 07/30/2021] [Accepted: 08/04/2021] [Indexed: 11/28/2022]
36
Garrett Fernandes M, Bussink J, Stam B, Wijsman R, Schinagl DAX, Monshouwer R, Teuwen J. Deep learning model for automatic contouring of cardiovascular substructures on radiotherapy planning CT images: Dosimetric validation and reader study based clinical acceptability testing. Radiother Oncol 2021;165:52-59. [PMID: 34688808 DOI: 10.1016/j.radonc.2021.10.008] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Revised: 09/27/2021] [Accepted: 10/11/2021] [Indexed: 12/25/2022]
37
van Velzen SGM, Gal R, Teske AJ, van der Leij F, van den Bongard DHJG, Viergever MA, Verkooijen HM, Išgum I. AI-Based Radiation Dose Quantification for Estimation of Heart Disease Risk in Breast Cancer Survivors After Radiation Therapy. Int J Radiat Oncol Biol Phys 2021;112:621-632. [PMID: 34624460 DOI: 10.1016/j.ijrobp.2021.09.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Accepted: 09/08/2021] [Indexed: 11/18/2022]
38
van Velzen SGM, Bruns S, Wolterink JM, Leiner T, Viergever MA, Verkooijen HM, Išgum I. AI-Based Quantification of Planned Radiation Therapy Dose to Cardiac Structures and Coronary Arteries in Patients With Breast Cancer. Int J Radiat Oncol Biol Phys 2021;112:611-620. [PMID: 34547373 DOI: 10.1016/j.ijrobp.2021.09.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2020] [Revised: 08/30/2021] [Accepted: 09/01/2021] [Indexed: 12/25/2022]
39
Speers C, Murthy VL, Walker EM, Glide-Hurst CK, Marsh R, Tang M, Morris EL, Schipper MJ, Weinberg RL, Gits HC, Hayman J, Feng M, Balter J, Moran J, Jagsi R, Pierce LJ. Cardiac Magnetic Resonance Imaging and Blood Biomarkers for Evaluation of Radiation-Induced Cardiotoxicity in Patients With Breast Cancer: Results of a Phase 2 Clinical Trial. Int J Radiat Oncol Biol Phys 2021;112:417-425. [PMID: 34509552 DOI: 10.1016/j.ijrobp.2021.08.039] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 08/23/2021] [Accepted: 08/27/2021] [Indexed: 12/25/2022]
40
Douglass MJJ, Keal JA. DeepWL: Robust EPID based Winston-Lutz analysis using deep learning, synthetic image generation and optical path-tracing. Phys Med 2021;89:306-316. [PMID: 34492498 DOI: 10.1016/j.ejmp.2021.08.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 08/03/2021] [Accepted: 08/27/2021] [Indexed: 12/23/2022]  Open
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Jung JW, Mille MM, Ky B, Kenworthy W, Lee C, Yeom YS, Kwag A, Bosch W, MacDonald S, Cahlon O, Bekelman JE, Lee C, on behalf of the RadComp Consortium. Application of an automatic segmentation method for evaluating cardiac structure doses received by breast radiotherapy patients. PHYSICS & IMAGING IN RADIATION ONCOLOGY 2021;19:138-144. [PMID: 34485719 PMCID: PMC8397890 DOI: 10.1016/j.phro.2021.08.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 08/12/2021] [Accepted: 08/13/2021] [Indexed: 12/16/2022]
42
Loap P, Tkatchenko N, Goudjil F, Ribeiro M, Baron B, Fourquet A, Kirova Y. Cardiac substructure exposure in breast radiotherapy: a comparison between intensity modulated proton therapy and volumetric modulated arc therapy. Acta Oncol 2021;60:1038-1044. [PMID: 33788665 DOI: 10.1080/0284186x.2021.1907860] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
43
Yang DH. Application of Artificial Intelligence to Cardiovascular Computed Tomography. Korean J Radiol 2021;22:1597-1608. [PMID: 34402240 PMCID: PMC8484158 DOI: 10.3348/kjr.2020.1314] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Revised: 03/26/2021] [Accepted: 05/14/2021] [Indexed: 11/15/2022]  Open
44
Samarasinghe G, Jameson M, Vinod S, Field M, Dowling J, Sowmya A, Holloway L. Deep learning for segmentation in radiation therapy planning: a review. J Med Imaging Radiat Oncol 2021;65:578-595. [PMID: 34313006 DOI: 10.1111/1754-9485.13286] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2021] [Accepted: 06/29/2021] [Indexed: 12/21/2022]
45
Liu X, Li KW, Yang R, Geng LS. Review of Deep Learning Based Automatic Segmentation for Lung Cancer Radiotherapy. Front Oncol 2021;11:717039. [PMID: 34336704 PMCID: PMC8323481 DOI: 10.3389/fonc.2021.717039] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Accepted: 06/21/2021] [Indexed: 12/14/2022]  Open
46
Harms J, Lei Y, Tian S, McCall NS, Higgins KA, Bradley JD, Curran WJ, Liu T, Yang X. Automatic delineation of cardiac substructures using a region-based fully convolutional network. Med Phys 2021;48:2867-2876. [PMID: 33655548 DOI: 10.1002/mp.14810] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Revised: 02/11/2021] [Accepted: 02/19/2021] [Indexed: 12/25/2022]  Open
47
Liu X, Gao K, Liu B, Pan C, Liang K, Yan L, Ma J, He F, Zhang S, Pan S, Yu Y. Advances in Deep Learning-Based Medical Image Analysis. HEALTH DATA SCIENCE 2021;2021:8786793. [PMID: 38487506 PMCID: PMC10880179 DOI: 10.34133/2021/8786793] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Accepted: 03/04/2021] [Indexed: 03/17/2024]
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Morris ED, Ghanem AI, Zhu S, Dong M, Pantelic MV, Glide-Hurst CK. Quantifying inter-fraction cardiac substructure displacement during radiotherapy via magnetic resonance imaging guidance. PHYSICS & IMAGING IN RADIATION ONCOLOGY 2021;18:34-40. [PMID: 34258405 PMCID: PMC8254195 DOI: 10.1016/j.phro.2021.03.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 03/25/2021] [Accepted: 03/25/2021] [Indexed: 12/20/2022]
49
Díaz-Gavela AA, Figueiras-Graillet L, Luis ÁM, Salas Segura J, Ciérvide R, del Cerro Peñalver E, Couñago F, Arenas M, López-Fernández T. Breast Radiotherapy-Related Cardiotoxicity. When, How, Why. Risk Prevention and Control Strategies. Cancers (Basel) 2021;13:1712. [PMID: 33916644 PMCID: PMC8038596 DOI: 10.3390/cancers13071712] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 03/31/2021] [Accepted: 04/02/2021] [Indexed: 12/24/2022]  Open
50
Thorwarth D, Low DA. Technical Challenges of Real-Time Adaptive MR-Guided Radiotherapy. Front Oncol 2021;11:634507. [PMID: 33763369 PMCID: PMC7982516 DOI: 10.3389/fonc.2021.634507] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Accepted: 01/26/2021] [Indexed: 12/18/2022]  Open
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