Literature DB >> 27641784

Toward a model-based patient selection strategy for proton therapy: External validation of photon-derived normal tissue complication probability models in a head and neck proton therapy cohort.

Pierre Blanchard1, Andrew J Wong2, G Brandon Gunn2, Adam S Garden2, Abdallah S R Mohamed2, David I Rosenthal2, Joseph Crutison2, Richard Wu3, Xiaodong Zhang3, X Ronald Zhu3, Radhe Mohan3, Mayankkumar V Amin3, C David Fuller2, Steven J Frank4.   

Abstract

OBJECTIVE: To externally validate head and neck cancer (HNC) photon-derived normal tissue complication probability (NTCP) models in patients treated with proton beam therapy (PBT).
METHODS: This prospective cohort consisted of HNC patients treated with PBT at a single institution. NTCP models were selected based on the availability of data for validation and evaluated by using the leave-one-out cross-validated area under the curve (AUC) for the receiver operating characteristics curve.
RESULTS: 192 patients were included. The most prevalent tumor site was oropharynx (n=86, 45%), followed by sinonasal (n=28), nasopharyngeal (n=27) or parotid (n=27) tumors. Apart from the prediction of acute mucositis (reduction of AUC of 0.17), the models overall performed well. The validation (PBT) AUC and the published AUC were respectively 0.90 versus 0.88 for feeding tube 6months PBT; 0.70 versus 0.80 for physician-rated dysphagia 6months after PBT; 0.70 versus 0.68 for dry mouth 6months after PBT; and 0.73 versus 0.85 for hypothyroidism 12months after PBT.
CONCLUSION: Although a drop in NTCP model performance was expected for PBT patients, the models showed robustness and remained valid. Further work is warranted, but these results support the validity of the model-based approach for selecting treatment for patients with HNC.
Copyright © 2016 Elsevier Ireland Ltd. All rights reserved.

Entities:  

Keywords:  Head and neck cancer; Intensity-modulated proton therapy; Late toxicity; Model; Prediction; Radiation therapy

Mesh:

Year:  2016        PMID: 27641784      PMCID: PMC5474306          DOI: 10.1016/j.radonc.2016.08.022

Source DB:  PubMed          Journal:  Radiother Oncol        ISSN: 0167-8140            Impact factor:   6.280


  32 in total

1.  CT-based delineation of organs at risk in the head and neck region: DAHANCA, EORTC, GORTEC, HKNPCSG, NCIC CTG, NCRI, NRG Oncology and TROG consensus guidelines.

Authors:  Charlotte L Brouwer; Roel J H M Steenbakkers; Jean Bourhis; Wilfried Budach; Cai Grau; Vincent Grégoire; Marcel van Herk; Anne Lee; Philippe Maingon; Chris Nutting; Brian O'Sullivan; Sandro V Porceddu; David I Rosenthal; Nanna M Sijtsema; Johannes A Langendijk
Journal:  Radiother Oncol       Date:  2015-08-13       Impact factor: 6.280

2.  The Quest for Evidence for Proton Therapy: Model-Based Approach and Precision Medicine.

Authors:  Joachim Widder; Arjen van der Schaaf; Philippe Lambin; Corrie A M Marijnen; Jean-Philippe Pignol; Coen R Rasch; Ben J Slotman; Marcel Verheij; Johannes A Langendijk
Journal:  Int J Radiat Oncol Biol Phys       Date:  2015-10-09       Impact factor: 7.038

Review 3.  Decision support systems for personalized and participative radiation oncology.

Authors:  Philippe Lambin; Jaap Zindler; Ben G L Vanneste; Lien Van De Voorde; Daniëlle Eekers; Inge Compter; Kranthi Marella Panth; Jurgen Peerlings; Ruben T H M Larue; Timo M Deist; Arthur Jochems; Tim Lustberg; Johan van Soest; Evelyn E C de Jong; Aniek J G Even; Bart Reymen; Nicolle Rekers; Marike van Gisbergen; Erik Roelofs; Sara Carvalho; Ralph T H Leijenaar; Catharina M L Zegers; Maria Jacobs; Janita van Timmeren; Patricia Brouwers; Jonathan A Lal; Ludwig Dubois; Ala Yaromina; Evert Jan Van Limbergen; Maaike Berbee; Wouter van Elmpt; Cary Oberije; Bram Ramaekers; Andre Dekker; Liesbeth J Boersma; Frank Hoebers; Kim M Smits; Adriana J Berlanga; Sean Walsh
Journal:  Adv Drug Deliv Rev       Date:  2016-01-14       Impact factor: 15.470

4.  Development of a multivariable normal tissue complication probability (NTCP) model for tube feeding dependence after curative radiotherapy/chemo-radiotherapy in head and neck cancer.

Authors:  Kim Wopken; Hendrik P Bijl; Arjen van der Schaaf; Hans Paul van der Laan; Olga Chouvalova; Roel J H M Steenbakkers; Patricia Doornaert; Ben J Slotman; Sjoukje F Oosting; Miranda E M C Christianen; Bernard F A M van der Laan; Jan L N Roodenburg; C René Leemans; Irma M Verdonck-de Leeuw; Johannes A Langendijk
Journal:  Radiother Oncol       Date:  2014-10-16       Impact factor: 6.280

5.  Protons in head-and-neck cancer: bridging the gap of evidence.

Authors:  Bram L T Ramaekers; Janneke P C Grutters; Madelon Pijls-Johannesma; Philippe Lambin; Manuela A Joore; Johannes A Langendijk
Journal:  Int J Radiat Oncol Biol Phys       Date:  2012-12-27       Impact factor: 7.038

6.  A prospective cohort study on radiation-induced hypothyroidism: development of an NTCP model.

Authors:  Marjolein J Boomsma; Hendrik P Bijl; Miranda E M C Christianen; Ivo Beetz; Olga Chouvalova; Roel J H M Steenbakkers; Bernard F A M van der Laan; Bruce H R Wolffenbuttel; Sjoukje F Oosting; Cornelis Schilstra; Johannes A Langendijk
Journal:  Int J Radiat Oncol Biol Phys       Date:  2012-06-19       Impact factor: 7.038

7.  Chemo-IMRT of oropharyngeal cancer aiming to reduce dysphagia: swallowing organs late complication probabilities and dosimetric correlates.

Authors:  Avraham Eisbruch; Hyungjin M Kim; Felix Y Feng; Teresa H Lyden; Marc J Haxer; Mary Feng; Frank P Worden; Carol R Bradford; Mark E Prince; Jeffrey S Moyer; Gregory T Wolf; Douglas B Chepeha; Randall K Ten Haken
Journal:  Int J Radiat Oncol Biol Phys       Date:  2011-05-17       Impact factor: 7.038

8.  NTCP models for patient-rated xerostomia and sticky saliva after treatment with intensity modulated radiotherapy for head and neck cancer: the role of dosimetric and clinical factors.

Authors:  Ivo Beetz; Cornelis Schilstra; Arjen van der Schaaf; Edwin R van den Heuvel; Patricia Doornaert; Peter van Luijk; Arjan Vissink; Bernard F A M van der Laan; Charles R Leemans; Henk P Bijl; Miranda E M C Christianen; Roel J H M Steenbakkers; Johannes A Langendijk
Journal:  Radiother Oncol       Date:  2012-04-18       Impact factor: 6.280

9.  A comparison of dose-response models for the parotid gland in a large group of head-and-neck cancer patients.

Authors:  Antonetta C Houweling; Marielle E P Philippens; Tim Dijkema; Judith M Roesink; Chris H J Terhaard; Cornelis Schilstra; Randall K Ten Haken; Avraham Eisbruch; Cornelis P J Raaijmakers
Journal:  Int J Radiat Oncol Biol Phys       Date:  2009-12-16       Impact factor: 7.038

Review 10.  Towards effective and efficient patient-specific quality assurance for spot scanning proton therapy.

Authors:  X Ronald Zhu; Yupeng Li; Dennis Mackin; Heng Li; Falk Poenisch; Andrew K Lee; Anita Mahajan; Steven J Frank; Michael T Gillin; Narayan Sahoo; Xiaodong Zhang
Journal:  Cancers (Basel)       Date:  2015-04-10       Impact factor: 6.639

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  22 in total

1.  A Quantitative Clinical Decision-Support Strategy Identifying Which Patients With Oropharyngeal Head and Neck Cancer May Benefit the Most From Proton Radiation Therapy.

Authors:  N Patrik Brodin; Rafi Kabarriti; Mark Pankuch; Clyde B Schechter; Vinai Gondi; Shalom Kalnicki; Chandan Guha; Madhur K Garg; Wolfgang A Tomé
Journal:  Int J Radiat Oncol Biol Phys       Date:  2018-11-26       Impact factor: 7.038

2.  Systematic Review of Normal Tissue Complication Models Relevant to Standard Fractionation Radiation Therapy of the Head and Neck Region Published After the QUANTEC Reports.

Authors:  N Patrik Brodin; Rafi Kabarriti; Madhur K Garg; Chandan Guha; Wolfgang A Tomé
Journal:  Int J Radiat Oncol Biol Phys       Date:  2017-09-29       Impact factor: 7.038

3.  Perspectives on the model-based approach to proton therapy trials: A retrospective study of a lung cancer randomized trial.

Authors:  Aimee L McNamara; David C Hall; Nadya Shusharina; Amy Liu; Xiong Wei; Ali Ajdari; Radhe Mohan; Zhongxing Liao; Harald Paganetti
Journal:  Radiother Oncol       Date:  2020-03-27       Impact factor: 6.280

4.  A prospective longitudinal assessment of MRI signal intensity kinetics of non-target muscles in patients with advanced stage oropharyngeal cancer in relationship to radiotherapy dose and post-treatment radiation-associated dysphagia: Preliminary findings from a randomized trial.

Authors: 
Journal:  Radiother Oncol       Date:  2018-09-08       Impact factor: 6.280

5.  Present developments in reaching an international consensus for a model-based approach to particle beam therapy.

Authors:  Anussara Prayongrat; Kikuo Umegaki; Arjen van der Schaaf; Albert C Koong; Steven H Lin; Thomas Whitaker; Todd McNutt; Naruhiro Matsufuji; Edward Graves; Masahiko Mizuta; Kazuhiko Ogawa; Hiroyuki Date; Kensuke Moriwaki; Yoichi M Ito; Keiji Kobashi; Yasuhiro Dekura; Shinichi Shimizu; Hiroki Shirato
Journal:  J Radiat Res       Date:  2018-03-01       Impact factor: 2.724

6.  Assessing the uncertainty in a normal tissue complication probability difference (∆NTCP): radiation-induced liver disease (RILD) in liver tumour patients treated with proton vs X-ray therapy.

Authors:  Keiji Kobashi; Anussara Prayongrat; Takuya Kimoto; Chie Toramatsu; Yasuhiro Dekura; Norio Katoh; Shinichi Shimizu; Yoichi M Ito; Hiroki Shirato
Journal:  J Radiat Res       Date:  2018-03-01       Impact factor: 2.724

Review 7.  Roadmap: proton therapy physics and biology.

Authors:  Harald Paganetti; Chris Beltran; Stefan Both; Lei Dong; Jacob Flanz; Keith Furutani; Clemens Grassberger; David R Grosshans; Antje-Christin Knopf; Johannes A Langendijk; Hakan Nystrom; Katia Parodi; Bas W Raaymakers; Christian Richter; Gabriel O Sawakuchi; Marco Schippers; Simona F Shaitelman; B K Kevin Teo; Jan Unkelbach; Patrick Wohlfahrt; Tony Lomax
Journal:  Phys Med Biol       Date:  2021-02-26       Impact factor: 4.174

8.  Incorporating spatial dose metrics in machine learning-based normal tissue complication probability (NTCP) models of severe acute dysphagia resulting from head and neck radiotherapy.

Authors:  Jamie Dean; Kee Wong; Hiram Gay; Liam Welsh; Ann-Britt Jones; Ulricke Schick; Jung Hun Oh; Aditya Apte; Kate Newbold; Shreerang Bhide; Kevin Harrington; Joseph Deasy; Christopher Nutting; Sarah Gulliford
Journal:  Clin Transl Radiat Oncol       Date:  2017-11-21

9.  Selection of external beam radiotherapy approaches for precise and accurate cancer treatment.

Authors:  Hiroki Shirato; Quynh-Thu Le; Keiji Kobashi; Anussara Prayongrat; Seishin Takao; Shinichi Shimizu; Amato Giaccia; Lei Xing; Kikuo Umegaki
Journal:  J Radiat Res       Date:  2018-03-01       Impact factor: 2.724

10.  Effects of proton versus photon irradiation on (lymph)angiogenic, inflammatory, proliferative and anti-tumor immune responses in head and neck squamous cell carcinoma.

Authors:  M Lupu-Plesu; A Claren; S Martial; P-D N'Diaye; K Lebrigand; N Pons; D Ambrosetti; I Peyrottes; J Feuillade; J Hérault; M Dufies; J Doyen; G Pagès
Journal:  Oncogenesis       Date:  2017-07-03       Impact factor: 7.485

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