Auto-Segmentation & Delineation

Multicentric comparative analysis of commercial deep learning-based auto-contouring solutions for head and neck organs-at-risk
Authors: M. Westermayer, N. Delaby, A. Sottiaux, S. Kara Mohammed, MC. Biston, C. Khamphan, S. Huger, S. Chiavassa, I. Bessieres, I. Achag, M. Stadler, S. Farzam, C. Millardet-Martin, T. Lacornerie, C. Fontbonne, JM Fontbonne, L. Madec, R. Castanet, A. Coutte, J. Biau, Y. Pointreau, A.A. Serre, J. Castelli, A. Barateau, A. Badey

Performance evaluation of an AI-driven auto-segmentation tool for MR-based cervical cancer brachytherapy planning
Authors: E. Limkin, T. Kevin, S. Espenel, I. Dumas, I. Chaffai-Nouri, A. Iancu, A.-A. Serre, F. Gassa, T. Theodoridis, S. Romdhani, L. Macke, M.-L. Costea, N. Paragios, C. Robert

Imaging & Registration

Quantitative MRI-based characterization of gravity-induced pelvic soft-tissue deformation for upright radiotherapy
Authors: L. Vegeas, V. Lepetit, N. Schroeder, T. Underwood, N. Paragios, E. Deutsch, V. Grégoire

Comparison between planning MRI and contrast-enhanced CT for GTV delineation in head and neck carcinoma
Authors: A. Brezae, N. Paragios, E. Deutsch, P. Balermpas, C. Bouyer, R. Dal Bello, P. Kuess, A. Maury, F. Pilleul, G. Plavc, M. Scricciolo, V. Grégoire

Adaptive Radiotherapy (CBCT → Synthetic CT)

Diffusion-based synthetic CT generation from CBCT for breast radiotherapy
Authors: L. Colombo, A. Duran, Q. Spinat, P. Olléon, S. Romdhani, N. Paragios, P. Maury, P. Fenoglietto

Diffusion-based synthetic CT generation from CBCT for pelvis (male) radiotherapy
Authors: L. Colombo, A. Duran, Q. Spinat, P. Olléon, S. Romdhani, O. Teboul, N. Paragios, P. Fenoglietto, M. Westermayer, M.-C. Biston

Diffusion-based synthetic CT generation from CBCT for thoracic radiotherapy
Authors: L. Colombo, A. Duran, Q. Spinat, P. Olléon, O. Teboul, N. Paragios, P. Maury, P. Fenoglietto

Diffusion-based synthetic CT generation from CBCT for head and neck radiotherapy
Authors: L. Colombo, A. Duran, Q. Spinat, P. Olléon, S. Romdhani, N. Paragios, P. Maury, P. Fenoglietto

Automated Treatment Planning (SmartPlan)

Automated VMAT planning for ultra-hypofractionated prostate radiotherapy
Authors: P. Maury, W. Green, R. McBeth, E. Ozyar, G. Gungor, M.-L. Costea, B. Ungun, R. Vauclin, E. Mengin, N. Paragios, M. Terlizzi

Clinical validation of AI prostate SBRT plans and generalization across dose regimens
Authors: N. J. Lee, A. Zhao, L. Wang, S. Philbrook, W. Green, M.-L. Costea, B. Ungun, R. Vauclin, E. Mengin, N. Paragios, R. McBeth

Automated VMAT planning for prostate radiotherapy on Halcyon systems
Authors: G. Gungor, A.-M. Gardareanu, M.-L. Costea, B. Ungun, R. Vauclin, E. Mengin, N. Paragios, G. Moliner

Automated VMAT planning for breast cancer radiotherapy
Authors: P. Maury, A.-M. Gardareanu, P. Fenoglietto, G. Gungor, M.-L. Costea, B. Ungun, R. Vauclin, E. Mengin, N. Paragios, W. Waisse

Automated VMAT planning for oropharyngeal head and neck radiotherapy
Authors: F. Gassa, A. Chardon, P. Fenoglietto, G. Gungor, A.-M. Gardareanu, M.-L. Costea, B. Ungun, R. Vauclin, E. Mengin, N. Paragios, M.-C. Biston

Foundational Models & Advanced Planning

FoDoM-RT: A foundational model for dose representation in head and neck radiotherapy
Authors: J. Boyer-Chammard, M. Costea, P. Maury, C. Robert, M.-C. Biston, N. Komodakis, N. Paragios, E. Deutsch, V. Grégoire

End-to-end head and neck VMAT planning using deep learning–based diffusion and 3D optimization frameworks
Authors: J. Boyer-Chammard, R. Vauclin, E. Mengin, B. Ungun, M. Costea, A. Brezae, R. Sun, P. Maury, C. Robert, M.-C. Biston, N. Komodakis, N. Paragios, E. Deutsch, V. Grégoire

PRE-ACT-01: an international, multicenter, randomized study on communicating a personalized AI-based lymphedema risk to breast cancer patients

Authors: Marie Bergeaud , Tim Rattay , Karolien Verhoeven , Assia Lamrani-Ghaouti , Catherine Gaudin , Guido Bologna , Gabriella Cortellessa , Andre Dekker , Francesca Fracasso , Manuela Joore , Iordanis Koutsopoulos , Yuqin Liang , André Panisson , Alan Perotti , Bram Ramaekers , Cheryl Roumen , Johan van Soest , Hilary Stobart , Christopher J Talbot , Adam Webb , Alexis Bombezin-Domino , Robabeh Ghodssighassemabadi , Stefan Michiels , Sofia Rivera UNITRAD, UNICANCER, Paris, France. Leicester Cancer Research Centre, University of Leicester, Leicester, United Kingdom. Department of Radiation Oncology (Maastro), GROW School for Oncology and Reproduction, Maastricht University Medical Centre+, Maastricht, Netherlands. Data and Partnerships Department, UNICANCER, Paris, France. University of Applied Sciences and Arts of Western Switzerland, HES-SO Geneva, Geneva, Switzerland. Consiglio Nazionale delle Ricerche (CNR), ISTC Roma, Rome, Italy. Department of Clinical Epidemiology and Medical Technology Assessment (KEMTA), Maastricht University Medical Centre MUMC+/Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, Netherlands. Department of Informatics, Athens University of Economics and Business, Athens, Greece. CENTAI, CENTAI, Turin, Italy. Department of Applied and Engineering Sciences, Dutch Research Council (NWO), Utrecht, Netherlands. Medical Data Works, Medical Data Works, Maastricht, Netherlands. Independent Cancer Patients’ Voice, Independent Cancer Patients’ Voice, London, United Kingdom. Department of Genetics, Genomics and Cancer Sciences, University of Leicester, Leicester, United Kingdom. TheraPanacea, TheraPanacea, Paris, France. Clinical Research Division, Gustave Roussy, Villejuif, France. Breast Radiotherapy Department, Gustave Roussy, Villejuif, France