A cardiac contouring atlas for radiotherapy
Open accessAbstract
Background and purpose The heart is a complex anatomical organ and contouring the cardiac substructures is challenging. This study presents a reproducible method for contouring left ventricular and coronary arterial segments on radiotherapy CT-planning scans. Material and methods Segments were defined from cardiology models and agreed by two cardiologists. Reference atlas contours were delineated and written guidelines prepared. Six radiation oncologists tested the atlas. Spatial variation was assessed using the DICE similarity coefficient (DSC) and the directed Hausdorff average distance ( d → H , avg ). The effect of spatial variation on doses was assessed using six different breast cancer regimens. Results The atlas enabled contouring of 15 cardiac segments. Inter-observer contour overlap (mean DSC) was 0.60–0.73 for five left ventricular segments and 0.10–0.53 for ten coronary arterial segments. Inter-observer contour separation (mean d → H , avg ) was 1.5–2.2mm for left ventricular segments and 1.3–5.1mm for coronary artery segments. This spatial variation resulted in <1Gy dose variation for most regimens and segments, but 1.2–21.8Gy variation for segments close to a field edge. Conclusions This cardiac atlas enables reproducible contouring of segments of the left ventricle and main coronary arteries to facilitate future studies relating cardiac radiation doses to clinical outcomes.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The heart is the hardest of the three structures to segment in breast radiotherapy data because it is not always fully visible in the CT scan and contouring practices vary across treatment lateralities.
“This makes sense: it is the hardest of the three structures to segment in breast radiotherapy data because it is not always fully visible in the CT scan and contouring practices vary across treatment lateralities. 27”
From Uncertainty quantification of U‐Net based segmentation tool using conformal prediction (2026) · cites this paper as [27]
The Background and Discussion (pages unavailable in our copy) describe cardiac substructures as challenging to contour reproducibly on radiotherapy CT scans. The paper does not compare the heart with the other two structures in the claim, say that the whole heart is not always fully visible, or attribute contouring difficulty to practices varying by treatment laterality. (LLM, conf=0.85)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Standardized Myocardial Segmentation and Nomenclature for Tomographic Imaging of the Heart
Cerqueira, M. D., Weissman, N. J., Dilsizian, V., Jacobs, A. K., Kaul, S., Laskey, W. K., Pennell, D. J., Rumberger, J. A., Ryan, T., & Verani, M. S. (2002) · Circulation · doi:10.1161/hc0402.102975 · Cited by 7,043 · see citing works
Risk of Ischemic Heart Disease in Women after Radiotherapy for Breast Cancer
Darby, S. C., Ewertz, M., McGale, P., Bennet, A. M., Blom-Goldman, U., Brønnum, D., Correa, C., Cutter, D., Gagliardi, G., Gigante, B., et al. (2013) · New England Journal of Medicine · doi:10.1056/nejmoa1209825 · Cited by 3,974 · see citing works
Self-citationWg, A., Edwards, J., Frye, R., Gg, G., Gott, V. L., Griffith, L., McGoon, D. C., Murphy, M., & Roe, B. B. (1975) · Circulation · doi:10.1161/01.cir.51.4.5 · Cited by 3,255 · see citing works
Radiation Dose–Volume Effects in the Heart
Gagliardi, G., Constine, L. S., Moiseenko, V., Correa, C. R., Pierce, L. J., Allen, A. M., & Marks, L. B. (2010) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2009.04.093 · Cited by 1,232 · see citing works
Feng, M. U.-S., Moran, J. M., Koelling, T. M., Chughtai, A. R., Chan, J. L., Freedman, L. M., Hayman, J. A., Jagsi, R., Jolly, S., Larouere, J., et al. (2010) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2009.10.058 · Cited by 717 · see citing works
Self-citationCorrea, C. R., Litt, H. I., Hwang, W., Ferrari, V. A., Solin, L. J., & Harris, E. E. R. (2007) · Journal of Clinical Oncology · doi:10.1200/jco.2006.08.6595 · Cited by 392 · see citing works
Distribution of Coronary Artery Stenosis After Radiation for Breast Cancer
Nilsson, G., Holmberg, L., Garmo, H., Duvernoy, O., Sjögren, I., Lagerqvist, B., & BLOMQVIST, C. P. (2011) · Journal of Clinical Oncology · doi:10.1200/jco.2011.34.5900 · Cited by 387 · see citing works
Risk for Valvular Heart Disease After Treatment for Hodgkin Lymphoma
Cutter, D. J., Schaapveld, M., Darby, S. C., Hauptmann, M., van Nimwegen, F. A., Krol, A. D. G., Janus, C. P. M., van Leeuwen, F. E., & Aleman, B. M. P. (2015) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djv008 · Cited by 310 · see citing works
Self-citationSlicerRT: Radiation therapy research toolkit for 3D Slicer
Pintér, C., Lassó, A., Wang, A., Jaffray, D. A., & Gabor Fichtinger, A. (2012) · Medical Physics · doi:10.1118/1.4754659 · Cited by 274 · see citing works
Dodge, J. T., Brown, B. G., Bolson, E. L., & Dodge, H. T. (1988) · Circulation · doi:10.1161/01.cir.78.5.1167 · Cited by 159 · see citing works
Erven, K., Jurcut, R. O., Weltens, C. G., Giuşcă, S., Ector, J., Wildiers, H. P. M. W., den Bogaert, W. F. V., & Voigt, J. (2010) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2010.01.004 · Cited by 130 · see citing works
Lorenzen, E. L., Taylor, C., Maraldo, M. V., Nielsen, M. H., Offersen, B. V., Andersen, M. R., ODwyer, D. B., Larsen, L., Duxbury, S., Jhitta, B., et al. (2013) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2013.06.025 · Cited by 112 · see citing works
Self-citationMaraldo, M. V., Brodin, N. P., Vogelius, I. R., Aznar, M. C., af Rosenschöld, P. M., Petersen, R. H., & Specht, L. (2012) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2011.09.020 · Cited by 99 · see citing works
Self-citationAnatomy of the Heart at Multidetector CT: What the Radiologist Needs to Know
O’Brien, J. P., Srichai, M. B., Hecht, E. M., Kim, D. C., & Jacobs, J. E. (2007) · Radiographics · doi:10.1148/rg.276065747 · Cited by 96 · see citing works
Karha, J., Murphy, S. A., Kirtane, A. J., de Lemos, J. A., Aroesty, J. M., Cannon, C. P., Antman, E. M., D, E. B. M., & Gibson, C. M. (2003) · The American Journal of Cardiology · doi:10.1016/s0002-9149(03)00969-x · Cited by 82 · see citing works
Stolzmann, P., Scheffel, H., Leschka, S., Schertler, T., Frauenfelder, T., Kaufmann, P. A., Marinček, B., & Alkadhi, H. (2008) · European Radiology · doi:10.1007/s00330-008-0939-4 · Cited by 78 · see citing works
Correa, C. R., Das, I. J., Litt, H. I., Ferrari, V. A., Hwang, W., Solin, L. J., & Harris, E. E. R. (2008) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2007.12.037 · Cited by 69 · see citing works
Moignier, A., Broggio, D., Derreumaux, S., Beaudré, A., Girinsky, T., Paul, J., Drubay, D., Lefkopoulos, D., Franck, D., Aubert, B., et al. (2015) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2015.07.043 · Cited by 61 · see citing works
The Impact of Gender on Vessel Size in Patients with Angiographically Normal Coronary Arteries
Yang, F., Minutello, R. M., Bhagan, S., Sharma, A., & Wong, S. C. (2006) · Journal of Interventional Cardiology · doi:10.1111/j.1540-8183.2006.00157.x · Cited by 56 · see citing works
Vennarini, S., Fournier‐Bidoz, N., Aristei, C., de Almeida, C. E., Servois, V., Campana, F., Mosseri, V., Fourquet, A., & Kirova, Y. M. (2013) · British Journal of Radiology · doi:10.1259/bjr.20120643 · Cited by 38 · see citing works
Conformal Locoregional Breast Irradiation with an Oblique Parasternal Photon Field Technique
Erven, K., Petillion, S., Weltens, C. G., den Heuvel, F. V., Defraene, G., Limbergen, E. V., & den Bogaert, W. F. V. (2010) · Medical dosimetry · doi:10.1016/j.meddos.2009.10.006 · Cited by 7 · see citing works
Shinbane, J. S., & Budoff, M. J. (2008) · Springer eBooks · doi:10.1007/978-1-84800-091-9 · Cited by 7 · see citing works
Sharma, A. D. (2015) · Journal of Imaging Informatics in Medicine · doi:10.1007/s10278-015-9798-0 · Cited by 3 · see citing works
Cardiac Anatomy by Computed Tomographic Imaging
Gopal, A. (2008) · Springer eBooks · doi:10.1007/978-1-84800-091-9_21 · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Cardiac Toxicity of Thoracic Radiotherapy: Existing Evidence and Future Directions
Banfill, K., Giuliani, M., Aznar, M. C., Franks, K., McWilliam, A., Schmitt, M., Sun, F., Vozenin, M., & Finn, C. F. (2020) · Journal of Thoracic Oncology · doi:10.1016/j.jtho.2020.11.002 · Cited by 274 · see citing works
Self-citationJacob, S., Camilleri, J., Derreumaux, S., Walker, V., Lairez, O., Lapeyre, M., Bruguière, É., Pathak, A., Bernier, M., Laurier, D., et al. (2019) · Radiation Oncology · doi:10.1186/s13014-019-1234-z · Cited by 176 · see citing works
Taylor, C., McGale, P., Brønnum, D., Correa, C. R., Cutter, D. J., Duane, F. K., Gigante, B., Jensen, M., Lorenzen, E. L., Rahimi, K., et al. (2018) · Journal of Clinical Oncology · doi:10.1200/jco.2017.77.6351 · Cited by 138 · see citing works
Self-citationESTRO-ACROP guideline: Recommendations on implementation of breath-hold techniques in radiotherapy
Aznar, M. C., Carrasco, P., Corradini, S., Mast, M. E., McNair, H. A., Meattini, I., Persson, G. F., & van Haaren, P. M. A. (2023) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2023.109734 · Cited by 125 · see citing works
Self-citationIncidence and Onset of Severe Cardiac Events After Radiotherapy for Esophageal Cancer
Wang, X., Palaskas, N. L., Yusuf, S. W., Abe, J., Lopez‐Mattei, J., Banchs, J. A., Gladish, G. W., Lee, P. P., Liao, Z. X., Deswal, A. M., et al. (2020) · Journal of Thoracic Oncology · doi:10.1016/j.jtho.2020.06.014 · Cited by 123 · see citing works
A Systematic Review of Heart Dose in Breast Radiotherapy
Drost, L., Yee, C., Lam, H., Zhang, L., Wronski, M., McCann, C., Lee, J., Vesprini, D., Leung, E., & Chow, E. (2018) · Clinical Breast Cancer · doi:10.1016/j.clbc.2018.05.010 · Cited by 118 · see citing works
Bisello, S., Cilla, S., Benini, A., Cardano, R., Nguyen, N. P., Deodato, F., Macchia, G., Buwenge, M., Cammelli, S., Wondemagegnehu, T., et al. (2022) · Current Oncology · doi:10.3390/curroncol29100552 · Cited by 87 · see citing works
Milo, M. L. H., Offersen, B. V., Bechmann, T., Diederichsen, A. C. P., Hansen, C. R., Holtved, E., Josipović, M., Lörincz, T., Maraldo, M. V., Nielsen, M. H., et al. (2020) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2020.06.015 · Cited by 84 · see citing works
Self-citationGrehn, M., Mandija, S., Miszczyk, M., Krug, D. A., Tomasik, B., Stickney, K., Alcántara, P., Alongi, F., Anselmino, M., Salgado‐Aranda, R., et al. (2022) · EP Europace · doi:10.1093/europace/euac238 · Cited by 84 · see citing works
Wright, J. L., Yom, S. S., Awan, M. J., Dawes, S. L., Fischer-Valuck, B. W., Kudner, R., Vega, R. B. M., & Rodrigues, G. (2018) · Practical Radiation Oncology · doi:10.1016/j.prro.2018.12.003 · Cited by 80 · see citing works
A Radiation Therapy Contouring Atlas for Cardiac Conduction Node Delineation
Loap, P., Servois, V., Dhonneur, G., Kirov, K. M., Fourquet, A., & Kirova, Y. (2021) · Practical Radiation Oncology · doi:10.1016/j.prro.2021.02.002 · Cited by 77 · see citing works
Magnetic resonance imaging in precision radiation therapy for lung cancer
Bainbridge, H., Salem, A., Tijssen, R. H. N., Dubec, M. J., Wetscherek, A., van Es, C. A., Belderbos, J. S. A., Finn, C. F., & McDonald, F. (2017) · Translational Lung Cancer Research · doi:10.21037/tlcr.2017.09.02 · Cited by 73 · see citing works
Ferdinand, S., Mondal, M., Mallik, S., Goswami, J., Das, S., Manir, K. S., Sen, A., Palit, S., Sarkar, P., Mondal, S., et al. (2021) · Technical Innovations & Patient Support in Radiation Oncology · doi:10.1016/j.tipsro.2021.02.006 · Cited by 63 · see citing works
van den Bogaard, V. A. B., Spoor, D. S., van der Schaaf, A., van Dijk, L. V., Schuit, E., Sijtsema, N. M., Langendijk, J. A., Maduro, J. H., & Crijns, A. P. G. (2021) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2021.03.004 · Cited by 60 · see citing works
Loap, P., Kirov, K. M., & Kirova, Y. (2020) · Critical Reviews in Oncology/Hematology · doi:10.1016/j.critrevonc.2020.103121 · Cited by 59 · see citing works
Breast Radiotherapy-Related Cardiotoxicity. When, How, Why. Risk Prevention and Control Strategies
Díaz-Gavela, A. A., Figueiras-Graillet, L. M., Luis, Á., Segura, J. S., Ciérvide, R., Peñalver, E. D. C., Couñago, F., Arenas, M., & López‐Fernández, T. (2021) · Cancers · doi:10.3390/cancers13071712 · Cited by 59 · see citing works
Cardiac death after breast radiotherapy and the QUANTEC cardiac guidelines
Beaton, L., Bergman, A. M., Nichol, A., Aparicio, M., Wong, G. C., Gondara, L., Speers, C. H., Weir, L. M., Davis, M. K., & Tyldesley, S. K. (2019) · Clinical and Translational Radiation Oncology · doi:10.1016/j.ctro.2019.08.001 · Cited by 54 · see citing works
Cardiotoxicity following thoracic radiotherapy for lung cancer
Walls, G., Bergom, C. R., Mitchell, J. D., Rentschler, S., Hugo, G. D., Samson, P. P., & Robinson, C. G. (2024) · British Journal of Cancer · doi:10.1038/s41416-024-02888-0 · Cited by 49 · see citing works
Predicting Adverse Cardiac Events After Radiotherapy for Locally Advanced Non–Small Cell Lung Cancer
No, H. J., Guo, F. B., Park, N., Kastelowitz, N., Rhee, J., Clark, D. E., Chin, A. L.-C., Vitzthum, L. K., Horst, K. C., Moding, E. J., et al. (2023) · JACC CardioOncology · doi:10.1016/j.jaccao.2023.08.007 · Cited by 46 · see citing works
Cardiovascular complications after radiotherapy
Nabiałek-Trojanowska, I., Lewicka, E., Wrona, A., Kaleta, A. M., Lewicka-Potocka, Z., Raczak, G., & Dziadziuszko, R. (2018) · Cardiology Journal · doi:10.5603/cj.a2018.0120 · Cited by 46 · see citing works
Loap, P., Tkatchenko, N., Goudjil, F., Ribeiro, M., Baron, B., Fourquet, A., & Kirova, Y. (2021) · Acta Oncologica · doi:10.1080/0284186x.2021.1907860 · Cited by 44 · see citing works
Morris, E. D., Ghanem, A. I., Pantelic, M., Walker, E., Han, X., & Glide‐Hurst, C. K. (2018) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2018.11.025 · Cited by 43 · see citing works
Bates, J. E., Shrestha, S., Liu, Q., Smith, S. A., Mulrooney, D. A., Leisenring, W. M., Gibson, T. M., Robison, L. L., Chow, E. J., Oeffinger, K. C., et al. (2023) · Journal of Clinical Oncology · doi:10.1200/jco.22.02320 · Cited by 42 · see citing works
Bao, D., Zhao, Y., Li, L., Lin, M., Zhu, Z., Yuan, M., Zhong, H., Xu, H., Zhao, X., & Dehong, L. (2022) · European Radiology · doi:10.1007/s00330-022-08853-w · Cited by 40 · see citing works
Walls, G., O’Connor, J. D., Harbinson, M., Duane, F. K., McCann, C. J., McKavanagh, P., Johnston, D. I., Giacometti, V., McAleese, J., Hounsell, A. R., et al. (2023) · Clinical Oncology · doi:10.1016/j.clon.2023.11.029 · Cited by 40 · see citing works
Self-citationPericardial disease after breast cancer radiotherapy
Marinko, T. (2018) · Radiology and Oncology · doi:10.2478/raon-2018-0035 · Cited by 39 · see citing works
Discretely-constrained deep network for weakly supervised segmentation
Peng, J., Kervadec, H., Dolz, J., Ayed, I. B., Pedersoli, M., & Desrosiers, C. (2020) · Neural Networks · doi:10.1016/j.neunet.2020.07.011 · Cited by 39 · see citing works
Levis, M., Luca, V. D., Fiandra, C., Veglia, S., Fava, A., Gatti, M., Giorgi, M., Bartoncini, S., Cadoni, F., Garabello, D., et al. (2018) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2018.04.014 · Cited by 37 · see citing works
Tang, S., Otton, J. M., Holloway, L. C., Delaney, G. P., Liney, G. P., George, A., Jameson, M., Tran, D. D., Batumalai, V., Thomas, L., et al. (2018) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2018.09.021 · Cited by 37 · see citing works
Radiation-Induced Myocardial Fibrosis in Long-Term Esophageal Cancer Survivors
de Groot, C., Beukema, J. C., Langendijk, J. A., van der Laan, H. P., van Luijk, P., van Melle, J. P., Muijs, C. T., & Prakken, N. H. J. (2021) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2021.02.007 · Cited by 37 · see citing works
Open-source, fully-automated hybrid cardiac substructure segmentation: development and optimisation
Finnegan, R., Chin, V., Chlap, P., Haidar, A., Otton, J. M., Dowling, J., Thwaites, D., Vinod, S. K., Delaney, G. P., & Holloway, L. C. (2023) · Physical and Engineering Sciences in Medicine · doi:10.1007/s13246-023-01231-w · Cited by 36 · see citing works
Bates, J. E., Rancati, T., Keshavarz, H., Gagliardi, G., Aznar, M. C., Howell, R. M., Shrestha, S., Moiseenko, V., Yorke, E. D., Armenian, S. H., et al. (2023) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2023.03.045 · Cited by 35 · see citing works
Self-citationNaimi, Z., Moujahed, R., Néji, H., Yahyaoui, J., Hamdoun, A., Bohli, M., & Kochbati, L. (2021) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2020.09.003 · Cited by 35 · see citing works
Kaidar‐Person, O., Offersen, B. V., Boersma, L. J., Meattini, I., Dodwell, D. J., Wyld, L., Aznar, M. C., Major, T., Kuehn, T., Strnad, V., et al. (2021) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2021.07.015 · Cited by 35 · see citing works
Self-citationFilippi, A. R., Meregalli, S., Russo, A. D., Levis, M., Ciammella, P., Buglione, M., Guerini, A. E., Marco, G. D., Sanctis, V. D., Vagge, S., et al. (2020) · Radiation Oncology · doi:10.1186/s13014-020-01504-8 · Cited by 34 · see citing works
Cardiac Function After Radiation Therapy for Breast Cancer
van den Bogaard, V. A. B., van Luijk, P., Hummel, Y. M., van der Meer, P., Schuit, E., Boerman, L. M., Maass, S. W. M. C., Nauta, J. F., Steggink, L. C., Gietema, J. A., et al. (2019) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2019.02.003 · Cited by 33 · see citing works
Loap, P., Tkatchenko, N., Nicolas, E., Fourquet, A., & Kirova, Y. (2020) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2020.09.044 · Cited by 32 · see citing works
Development of Simplified Auto-Segmentable Functional Cardiac Atlas
Loap, P., Marzi, L. D., Kirov, K. M., Servois, V., Fourquet, A., Abdelhafidh, K., & Kirova, Y. (2022) · Practical Radiation Oncology · doi:10.1016/j.prro.2022.02.004 · Cited by 32 · see citing works
Song, J., Tang, T., Caudrelier, J.-M., Bélec, J., Chan, J., Lacasse, P., Aldosary, G., & Nair, V. J. (2020) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2020.09.019 · Cited by 31 · see citing works
Loap, P., Tkatchenko, N., & Kirova, Y. (2020) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2020.04.012 · Cited by 31 · see citing works
Loap, P., & Kirova, Y. (2020) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2020.05.016 · Cited by 31 · see citing works
Tjong, M. C., Bitterman, D. S., Brantley, K. D., Nohria, A., Hoffmann, U., Atkins, K. M., & Mak, R. H. (2022) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2022.02.010 · Cited by 31 · see citing works
Walls, G., O’Connor, J. D., Harbinson, M., McCarron, É. P., Duane, F. K., McCann, C. J., McKavanagh, P., Johnston, D. I., Erekkath, J., Giacometti, V., et al. (2023) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2023.109762 · Cited by 31 · see citing works
Self-citationTrends in Cardiac Mortality in Patients With Locally Advanced Non-Small Cell Lung Cancer
Haque, W. M., Verma, V., Fakhreddine, M., Butler, E. B., Teh, B. S., & Simone, C. B. (2017) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2017.10.031 · Cited by 30 · see citing works
Bao, D., Liu, Z., Geng, Y., Li, L., Xu, H., Zhang, Y. P., Hu, L., Zhao, X., Zhao, Y., & Luo, D. (2022) · Cancer Imaging · doi:10.1186/s40644-022-00448-4 · Cited by 30 · see citing works
Ferris, M. J., Martin, K. S., Switchenko, J. M., Kayode, O., Wolf, J., Dang, Q. H., Press, R. H., Curran, W. J., & Higgins, K. A. (2019) · Practical Radiation Oncology · doi:10.1016/j.prro.2019.04.013 · Cited by 30 · see citing works
Loap, P., Vu-Bezin, J., Monceau, V., Jacob, S., Fourquet, A., & Kirova, Y. (2023) · Acta Oncologica · doi:10.1080/0284186x.2023.2177976 · Cited by 29 · see citing works
Sakyanun, P., Saksornchai, K., Nantavithya, C., Chakkabat, C., & Shotelersuk, K. (2020) · Radiation Oncology Journal · doi:10.3857/roj.2020.00094 · Cited by 28 · see citing works
Milo, M. L. H., Nyeng, T. B., Lorenzen, E. L., Hoffmann, L., Møller, D. S., & Offersen, B. V. (2021) · Acta Oncologica · doi:10.1080/0284186x.2021.1967445 · Cited by 28 · see citing works
Self-citationAbraham, A., Sanghera, K. P., Gheisari, F., Koumna, S., Riauka, T., Ghosh, S., Warkentin, H., Gabos, Z., Chafe, S., Tankel, K., et al. (2022) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2022.01.020 · Cited by 28 · see citing works
Walls, G., Giacometti, V., Apte, A., Thor, M., McCann, C. J., Hanna, G. G., O’Connor, J. D., Deasy, J. O., Hounsell, A. R., Butterworth, K. T., et al. (2022) · Physics and Imaging in Radiation Oncology · doi:10.1016/j.phro.2022.07.003 · Cited by 28 · see citing works
Finnegan, R., Lorenzen, E. L., Dowling, J., Jensen, I., Berg, M., Thomsen, M. S., Delaney, G. P., Koh, E.-S., Thwaites, D., Brink, C., et al. (2020) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2020.09.004 · Cited by 27 · see citing works
Self-citationvan Velzen, S. G. M., Bruns, S., Wolterink, J. M., Leiner, T., Viergever, M. A., Verkooijen, H. M., & Išgum, I. (2021) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2021.09.009 · Cited by 27 · see citing works
Socha, J., Rygielska, A., Uziębło‐Życzkowska, B., Chałubińska‐Fendler, J., Jurek, A., Maciorowska, M., Mielniczuk, M., Pawłowski, P., Tyc-Szczepaniak, D., Krzesiński, P., et al. (2022) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2021.12.041 · Cited by 27 · see citing works
Chałubińska‐Fendler, J., Graczyk, Ł., Piotrowski, G., Wyka, K., Nowicka, Z., Tomasik, B., Fijuth, J., Kozono, D., & Fendler, W. M. (2019) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2019.04.002 · Cited by 27 · see citing works
Hierarchical clustering applied to automatic atlas based segmentation of 25 cardiac sub-structures
Maffei, N., Fiorini, L., Aluisio, G., D’Angelo, E., Ferrazza, P., Vanoni, V., Lohr, F., Meduri, B., & Guidi, G. (2019) · Physica Medica · doi:10.1016/j.ejmp.2019.12.001 · Cited by 26 · see citing works
Kirova, Y., Tallet, A. R., Aznar, M. C., Loap, P., Bouali, A., & Bourgier, C. (2020) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2020.07.001 · Cited by 26 · see citing works
Self-citationSegmental Cardiac Radiation Dose Determines Magnitude of Regional Cardiac Dysfunction
Trivedi, S. J., Tang, S., Byth, K., Stefani, L. D., Lo, Q., Otton, J. M., Jameson, M., Tran, D. D., Batumalai, V., Holloway, L. C., et al. (2021) · Journal of the American Heart Association · doi:10.1161/jaha.120.019476 · Cited by 26 · see citing works
Moving beyond mean heart dose: The importance of cardiac substructures in radiation therapy toxicity
Jones, S. B., Marchant, T., Saunderson, C. E. D., McWilliam, A., & Banfill, K. (2024) · Journal of Medical Imaging and Radiation Oncology · doi:10.1111/1754-9485.13737 · Cited by 25 · see citing works
Predictors of Atrial Fibrillation After Thoracic Radiotherapy
Butler, S. S., No, H. J., Guo, F. B., Merchant, G., Park, N., Jackson, S., Clark, D. E., Vitzthum, L. K., Chin, A., Horst, K. C., et al. (2024) · JACC CardioOncology · doi:10.1016/j.jaccao.2024.08.007 · Cited by 25 · see citing works
Poitevin‐Chacón, A., Chávez-Nogueda, J., Ramos-Prudencio, R., Fernández, A. C., Rodríguez-Laguna, A., Linares, J., & Martínez, J. (2018) · Reports of Practical Oncology & Radiotherapy · doi:10.1016/j.rpor.2018.01.003 · Cited by 25 · see citing works
Lydiard, S., Pontré, B. P., Lowe, B. S., Ball, H., Sasso, G., & Keall, P. (2020) · Medical Physics · doi:10.1002/mp.14661 · Cited by 25 · see citing works
Al‐Hammadi, N., Caparrotti, P., Naim, C., Hayes, J., Benson, K. R., Vasic, A., Al-Abdulla, H. H., Hammoud, R. W., Divakar, S. R., & Petrič, P. (2018) · Radiology and Oncology · doi:10.1515/raon-2018-0008 · Cited by 25 · see citing works
Harnessing data science to advance radiation oncology
Vogelius, I. R., Petersen, J., & Bentzen, S. M. (2020) · Molecular Oncology · doi:10.1002/1878-0261.12685 · Cited by 25 · see citing works
Tagami, T., Almahariq, M. F., Balanescu, D. V., Quinn, T. J., Dilworth, J. T., Franklin, B. A., & Bilolikar, A. (2021) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2020.12.038 · Cited by 24 · see citing works
Hadrontherapy techniques for breast cancer
Loap, P., Marzi, L. D., Almeida, C. E., Barcellini, A., Bradley, J. A., Santis, M. C. D., Dendale, R., Jimenez, R., Orlandi, E. M., & Kirova, Y. (2021) · Critical Reviews in Oncology/Hematology · doi:10.1016/j.critrevonc.2021.103574 · Cited by 24 · see citing works
Balgobind, B. V., Visser, J., Grehn, M., Knap, M. M., Ruysscher, D. D., Levis, M., Alcántara, P., Boda‐Heggemann, J., Both, M., Cozzi, S., et al. (2023) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2023.109949 · Cited by 24 · see citing works
Bari, B. D., Dahele, M. R., Palmu, M., Kaylor, S., Schiappacasse, L., & Gückenberger, M. (2017) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2017.10.038 · Cited by 24 · see citing works
Radiation-induced cardiac substructure damage and dose constraints: a review
Li, X., Wu, Y., Wang, Q., Li, B., & Wang, J. (2025) · Radiation Oncology · doi:10.1186/s13014-025-02668-x · Cited by 23 · see citing works
Jin, X., Thomas, M. A., Dise, J., Kavanaugh, J., Hilliard, J., Zoberi, I., Robinson, C. G., & Hugo, G. D. (2021) · Medical Physics · doi:10.1002/mp.15237 · Cited by 23 · see citing works
Cardiotoxicity of breast cancer radiotherapy – overview of current results
Soumarová, R., & Rušinová, L. (2019) · Reports of Practical Oncology & Radiotherapy · doi:10.1016/j.rpor.2019.12.008 · Cited by 23 · see citing works
Ricco, A., Slade, A. N., Canada, J. M., Grizzard, J. D., Dana, F., Gharai, L. R., Neiderer, K., Vera, A., Abbate, A., & Weiss, E. (2020) · Cardio-Oncology · doi:10.1186/s40959-020-00061-z · Cited by 22 · see citing works
Chin, V., Finnegan, R., Chlap, P., Otton, J. M., Haidar, A., Holloway, L. C., Thwaites, D., Dowling, J., Delaney, G. P., & Vinod, S. K. (2023) · Clinical Oncology · doi:10.1016/j.clon.2023.03.005 · Cited by 22 · see citing works
Arculeo, S., Miglietta, E., Nava, F., Morra, A., Leonardi, M. C., Comi, S., Ciardo, D., Fiore, M. S., Gerardi, M. A., Pepa, M., et al. (2020) · ecancermedicalscience · doi:10.3332/ecancer.2020.996 · Cited by 22 · see citing works
Early Cardiac Effects of Contemporary Radiation Therapy in Patients With Breast Cancer
Clasen, S. C., Shou, H., Freedman, G. M., Plastaras, J. P., Taunk, N. K., Teo, B.-K. K., Smith, A. M., Demissei, B. G., & Ky, B. (2020) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2020.12.008 · Cited by 21 · see citing works
Loap, P., Mirandola, A., Marzi, L. D., Vitolo, V., Barcellini, A., Iannalfi, A., Dendale, R., Kirova, Y., & Orlandi, E. M. (2022) · Acta Oncologica · doi:10.1080/0284186x.2021.2025265 · Cited by 21 · see citing works
Zhang, R., Ai, Q. Y. H., Wong, L. M., Green, C., Qamar, S., So, T. Y., Vlantis, A. C., & King, A. D. (2022) · Cancers · doi:10.3390/cancers14235804 · Cited by 21 · see citing works
Saini, A. S., Hwang, C. S., Biagioli, M. C., & Das, I. J. (2018) · Journal of Applied Clinical Medical Physics · doi:10.1002/acm2.12382 · Cited by 21 · see citing works
Cardiac Effects of Modern Breast Radiation Therapy in Patients Receiving Systemic Cancer Therapy
Berlin, E. E., Ko, K., Ma, L., Messing, I., Hollawell, C., Smith, A. M., Taunk, N. K., Narayan, V., Upshaw, J. N., Clark, A. S., et al. (2025) · JACC CardioOncology · doi:10.1016/j.jaccao.2025.01.012 · Cited by 20 · see citing works
Nicolas, E., Khalifa, N., Laporte, C., Bouhroum, S., & Kirova, Y. M. (2020) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2020.08.051 · Cited by 20 · see citing works
Oliva, S., Puzzovivo, A., Gerardi, C., Allocati, E., Sanctis, V. D., Minoia, C., Skrypets, T., Guarini, A., & Gini, G. (2021) · Cancers · doi:10.3390/cancers14010061 · Cited by 20 · see citing works
A pulmonary vein atlas for radiotherapy planning
Walls, G., McCann, C. J., Ball, P. D., Atkins, K. M., Mak, R. H., Bedair, A. S., O’Hare, J., McAleese, J., Harrison, C., Tumelty, K., et al. (2023) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2023.109680 · Cited by 20 · see citing works
Kahán, Z., Rárosi, F., Gaál, S., Cserháti, A., Boda, K., Darázs, B., Kószó, R., Lakosi, F., Gulybán, Á., Coucke, P. A., et al. (2018) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2017.12.021 · Cited by 20 · see citing works
Lee, S. L., Mahler, P. A., Olson, S. J., Witt, J. S., Musunuru, H. B., Rajamanickam, V., Bassetti, M. F., & Yadav, P. (2020) · Medical dosimetry · doi:10.1016/j.meddos.2020.10.002 · Cited by 20 · see citing works
Maffei, N., Manco, L., Aluisio, G., D’Angelo, E., Ferrazza, P., Vanoni, V., Meduri, B., Lohr, F., & Guidi, G. (2021) · Physica Medica · doi:10.1016/j.ejmp.2021.05.009 · Cited by 20 · see citing works
Radiation-Induced Cardiovascular Toxicities
Badiyan, S. N., Puckett, L. L., Vlacich, G. R., Schiffer, W. B., Pedersen, L. N., Mitchell, J. D., & Bergom, C. R. (2022) · Current Treatment Options in Oncology · doi:10.1007/s11864-022-01012-9 · Cited by 19 · see citing works
van den Bogaard, V. A. B., van Dijk, L. V., Vliegenthart, R., Sijtsema, N. M., Langendijk, J. A., Maduro, J. H., & Crijns, A. P. G. (2019) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2019.03.013 · Cited by 20 · see citing works
Multicenter comparison of measures for quantitative evaluation of contouring in radiotherapy
Gooding, M. J., Djamal Boukerroui, A., Osorio, E. M. V., Monshouwer, R., & Brunenberg, E. J. L. (2022) · Physics and Imaging in Radiation Oncology · doi:10.1016/j.phro.2022.11.009 · Cited by 18 · see citing works
Tong, Y., Yin, Y., Lu, J., Liu, T., Chen, J., Cheng, P., & Gong, G. (2018) · OncoTargets and Therapy · doi:10.2147/ott.s155680 · Cited by 18 · see citing works
A Systematic Review on Intensity Modulated Radiation Therapy for Mediastinal Hodgkin’s Lymphoma
Buglione, M., Guerini, A. E., Filippi, A. R., Spiazzi, L., Pasinetti, N., Magli, A., Toraci, C., Borghetti, P., Triggiani, L., Alghisi, A., et al. (2021) · Critical Reviews in Oncology/Hematology · doi:10.1016/j.critrevonc.2021.103437 · Cited by 18 · see citing works
Chun, J., Chang, J. S., Oh, C., Park, I., Choi, M. S., Hong, C., Kim, H., Yang, G., Moon, J. Y., Chung, S. Y., et al. (2022) · Radiation Oncology · doi:10.1186/s13014-022-02051-0 · Cited by 18 · see citing works
Munshi, A., Khataniar, N., Sarkar, B., Bera, M. L., & Mohanti, B. K. (2018) · Strahlentherapie und Onkologie · doi:10.1007/s00066-018-1299-x · Cited by 18 · see citing works
Contouring workload in adjuvant breast cancer radiotherapy
Andrianarison, V. A., Laouiti, M., Fargier-Bochaton, O., Dipasquale, G., Wang, X., Nguyen, N. P., Miralbell, R., & Vinh‐Hung, V. (2018) · Cancer/Radiothérapie · doi:10.1016/j.canrad.2018.01.008 · Cited by 18 · see citing works
Konstantinou, E., Varveris, A., Solomou, G., Antoniadis, C., Tolia, M., & Mazonakis, M. (2024) · Journal of Personalized Medicine · doi:10.3390/jpm14010063 · Cited by 17 · see citing works
Bahig, H., de Guise, J. A., Vu, T., Blais, D., Chartrand‐Lefebvre, C., Nguyen, N. T., Lavertu, S., Guay, J.-P., Bedwani, S., & Roberge, D. (2018) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2018.01.049 · Cited by 17 · see citing works
Prognostic and predictive value of radiomics features at MRI in nasopharyngeal carcinoma
Bao, D., Zhao, Y., Liu, Z., Zhong, H., Geng, Y., Lin, M., Li, L., Zhao, X., & Luo, D. (2021) · Discover Oncology · doi:10.1007/s12672-021-00460-3 · Cited by 16 · see citing works
Biological Indices Evaluation of Various Treatment Techniques for Left-Sided Breast Treatment
Saini, A. S., Das, I. J., Hwang, C. S., Biagioli, M. C., & Lee, W. E. (2019) · Practical Radiation Oncology · doi:10.1016/j.prro.2019.06.020 · Cited by 16 · see citing works
Mondal, D., Jhawar, S. R., Millevoi, R., Haffty, B. G., & Parikh, R. R. (2021) · International Journal of Particle Therapy · doi:10.14338/ijpt-20-00026.1 · Cited by 16 · see citing works
Cardiac mortality in limited-stage small cell lung cancer
Verma, V., Fakhreddine, M., Haque, W. M., Butler, E. B., Teh, B. S., & Simone, C. B. (2018) · Radiotherapy and Oncology · doi:10.1016/j.radonc.2018.06.011 · Cited by 16 · see citing works
Duane, F. K., McGale, P., Brønnum, D., Cutter, D. J., Darby, S. C., Ewertz, M., Hackett, S. L., Hall, P. N., Lorenzen, E. L., Rahimi, K., et al. (2019) · Practical Radiation Oncology · doi:10.1016/j.prro.2019.01.004 · Cited by 16 · see citing works
Self-citation
- Authors
- Duane, F., Aznar, M. C., Bartlett, F., Cutter, D. J., Darby, S. C., Jagsi, R., Lorenzen, E. L., McArdle, O., McGale, P., Myerson, S., Rahimi, K., Vivekanandan, S., Warren, S., & Taylor, C. W.
- Affiliations
- University of Oxford (GB)
- Queen Alexandra Hospital (GB)
- University of Michigan (US)
- Odense University Hospital (DK)
- St. Luke's Hospital (IE)
- The George Institute for Global Health (GB)
- University of Birmingham (GB)
- Corresponding author
- Duane, Frances
- ORCID
- Venue
- Radiotherapy and Oncology
- Publisher
- Elsevier BV
- Published
- 2017-03
- Volume
- 122
- Issue
- 3
- Pages
- 416-422
- ISSN
- 0167-8140 (ISSN-L)
- PMC
- PMC5356506
- OpenAlex
- W2591100698
- Cited by
- 308
- References
- 24
- Citations by year
- 2026: 31 · 2025: 32 · 2024: 44 · 2023: 35 · 2022: 44 · 2021: 43 · 2020: 35 · 2019: 19 · 2018: 22 · 2017: 3
- FWCI
- 20.37
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Radiotherapy and Oncology (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- University of Southern Denmark Research Portal (University of Southern Denmark) (submittedVersion, cc-by)
- Research Explorer (The University of Manchester) (submittedVersion, cc-by)
- Funders
- Medical Research Council
- Cancer Research UK (C8225/A21133, RE/13/1/30181, C5255/A15935)
- British Heart Foundation Centre for Research Excellence
- National Institute for Health Research
- Topics
- Physical Sciences › Physics and Astronomy › Radiation › Advanced Radiotherapy Techniques
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Medical Image Segmentation Techniques
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Radiation Dose and Imaging
- Keywords
- left ventricle segmentation, coronary artery segmentation, cardiac radiotherapy, breast cancer radiotherapy, heart dose
- MeSH terms
- Breast Neoplasms, Coronary Vessels, Female, Heart, Heart Ventricles, Humans, Radiotherapy Planning, Computer-Assisted, Tomography, X-Ray Computed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review