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Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis

INTRODUCTION: Radiotherapy treatment planning is a multi-criteria problem. Any optimization of the process produces a set of mathematically optimal solutions. These optimal plans are considered mathematically equal, but they differ in terms of the trade-offs involved. Since the various objectives ar...

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Autores principales: Kyroudi, A., Petersson, K., Ozsahin, E., Bourhis, J., Bochud, F., Moeckli, R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807626/
https://www.ncbi.nlm.nih.gov/pubmed/33458319
http://dx.doi.org/10.1016/j.phro.2020.05.008
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author Kyroudi, A.
Petersson, K.
Ozsahin, E.
Bourhis, J.
Bochud, F.
Moeckli, R.
author_facet Kyroudi, A.
Petersson, K.
Ozsahin, E.
Bourhis, J.
Bochud, F.
Moeckli, R.
author_sort Kyroudi, A.
collection PubMed
description INTRODUCTION: Radiotherapy treatment planning is a multi-criteria problem. Any optimization of the process produces a set of mathematically optimal solutions. These optimal plans are considered mathematically equal, but they differ in terms of the trade-offs involved. Since the various objectives are conflicting, the choice of the best plan for treatment is dependent on the preferences of the radiation oncologists or the medical physicists (decision makers). We defined a clinically relevant area on a prostate Pareto front which better represented clinical preferences and determined if there were differences among radiation oncologists and medical physicists. METHODS AND MATERIALS: Pareto fronts of five localized prostate cancer patients were used to analyze and visualize the trade-off between the rectum sparing and the PTV under-dosage. Clinical preferences were evaluated with Clinical Grading Analysis by asking nine radiation oncologists and ten medical physicists to rate pairs of plans presented side by side. A choice of the optimal plan on the Pareto front was made by all decision makers. RESULTS: The plans in the central region of the Pareto front (1–4% PTV under-dosage) received the best evaluations. Radiation oncologists preferred the organ at risk (OAR) sparing region (2.5–4% PTV under-dosage) while medical physicists preferred better PTV coverage (1–2.5% PTV under-dosage). When the Pareto fronts were additionally presented to the decisions makers they systematically chose the plan in the trade-off region (0.5–1% PTV under-dosage). CONCLUSION: We determined a specific region on the Pareto front preferred by the radiation oncologists and medical physicists and found a difference between them.
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spelling pubmed-78076262021-01-14 Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis Kyroudi, A. Petersson, K. Ozsahin, E. Bourhis, J. Bochud, F. Moeckli, R. Phys Imaging Radiat Oncol Original Research Article INTRODUCTION: Radiotherapy treatment planning is a multi-criteria problem. Any optimization of the process produces a set of mathematically optimal solutions. These optimal plans are considered mathematically equal, but they differ in terms of the trade-offs involved. Since the various objectives are conflicting, the choice of the best plan for treatment is dependent on the preferences of the radiation oncologists or the medical physicists (decision makers). We defined a clinically relevant area on a prostate Pareto front which better represented clinical preferences and determined if there were differences among radiation oncologists and medical physicists. METHODS AND MATERIALS: Pareto fronts of five localized prostate cancer patients were used to analyze and visualize the trade-off between the rectum sparing and the PTV under-dosage. Clinical preferences were evaluated with Clinical Grading Analysis by asking nine radiation oncologists and ten medical physicists to rate pairs of plans presented side by side. A choice of the optimal plan on the Pareto front was made by all decision makers. RESULTS: The plans in the central region of the Pareto front (1–4% PTV under-dosage) received the best evaluations. Radiation oncologists preferred the organ at risk (OAR) sparing region (2.5–4% PTV under-dosage) while medical physicists preferred better PTV coverage (1–2.5% PTV under-dosage). When the Pareto fronts were additionally presented to the decisions makers they systematically chose the plan in the trade-off region (0.5–1% PTV under-dosage). CONCLUSION: We determined a specific region on the Pareto front preferred by the radiation oncologists and medical physicists and found a difference between them. Elsevier 2020-06-12 /pmc/articles/PMC7807626/ /pubmed/33458319 http://dx.doi.org/10.1016/j.phro.2020.05.008 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Research Article
Kyroudi, A.
Petersson, K.
Ozsahin, E.
Bourhis, J.
Bochud, F.
Moeckli, R.
Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title_full Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title_fullStr Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title_full_unstemmed Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title_short Exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using Pareto fronts and clinical grading analysis
title_sort exploration of clinical preferences in treatment planning of radiotherapy for prostate cancer using pareto fronts and clinical grading analysis
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7807626/
https://www.ncbi.nlm.nih.gov/pubmed/33458319
http://dx.doi.org/10.1016/j.phro.2020.05.008
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