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A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation

Detection of patients with esophageal squamous cell carcinoma (ESCC) who do not benefit from standard chemoradiation (CRT) is an important medical need. Radiomics using 18-fluorodeoxyglucose (FDG) positron emission tomography (PET) is a promising approach. In this retrospective study of 184 patients...

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Autores principales: Li, Yimin, Beck, Marcus, Päßler, Tom, Lili, Chen, Hua, Wu, Mai, Ha Dong, Amthauer, Holger, Biebl, Matthias, Thuss-Patience, Peter C., Berger, Jasmin, Stromberger, Carmen, Tinhofer, Ingeborg, Kruppa, Jochen, Budach, Volker, Hofheinz, Frank, Lin, Qin, Zschaeck, Sebastian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7573602/
https://www.ncbi.nlm.nih.gov/pubmed/33077841
http://dx.doi.org/10.1038/s41598-020-74701-w
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author Li, Yimin
Beck, Marcus
Päßler, Tom
Lili, Chen
Hua, Wu
Mai, Ha Dong
Amthauer, Holger
Biebl, Matthias
Thuss-Patience, Peter C.
Berger, Jasmin
Stromberger, Carmen
Tinhofer, Ingeborg
Kruppa, Jochen
Budach, Volker
Hofheinz, Frank
Lin, Qin
Zschaeck, Sebastian
author_facet Li, Yimin
Beck, Marcus
Päßler, Tom
Lili, Chen
Hua, Wu
Mai, Ha Dong
Amthauer, Holger
Biebl, Matthias
Thuss-Patience, Peter C.
Berger, Jasmin
Stromberger, Carmen
Tinhofer, Ingeborg
Kruppa, Jochen
Budach, Volker
Hofheinz, Frank
Lin, Qin
Zschaeck, Sebastian
author_sort Li, Yimin
collection PubMed
description Detection of patients with esophageal squamous cell carcinoma (ESCC) who do not benefit from standard chemoradiation (CRT) is an important medical need. Radiomics using 18-fluorodeoxyglucose (FDG) positron emission tomography (PET) is a promising approach. In this retrospective study of 184 patients with locally advanced ESCC. 152 patients from one center were grouped into a training cohort (n = 100) and an internal validation cohort (n = 52). External validation was performed with 32 patients treated at a second center. Primary endpoint was disease-free survival (DFS), secondary endpoints were overall survival (OS) and local control (LC). FDG-PET radiomics features were selected by Lasso-Cox regression analyses and a separate radiomics signature was calculated for each endpoint. In the training cohort radiomics signatures containing up to four PET derived features were able to identify non-responders in regard of all endpoints (DFS p < 0.001, LC p = 0.003, OS p = 0.001). After successful internal validation of the cutoff values generated by the training cohort for DFS (p = 0.025) and OS (p = 0.002), external validation using these cutoffs was successful for DFS (p = 0.002) but not for the other investigated endpoints. These results suggest that pre-treatment FDG-PET features may be useful to detect patients who do not respond to CRT and could benefit from alternative treatment.
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spelling pubmed-75736022020-10-21 A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation Li, Yimin Beck, Marcus Päßler, Tom Lili, Chen Hua, Wu Mai, Ha Dong Amthauer, Holger Biebl, Matthias Thuss-Patience, Peter C. Berger, Jasmin Stromberger, Carmen Tinhofer, Ingeborg Kruppa, Jochen Budach, Volker Hofheinz, Frank Lin, Qin Zschaeck, Sebastian Sci Rep Article Detection of patients with esophageal squamous cell carcinoma (ESCC) who do not benefit from standard chemoradiation (CRT) is an important medical need. Radiomics using 18-fluorodeoxyglucose (FDG) positron emission tomography (PET) is a promising approach. In this retrospective study of 184 patients with locally advanced ESCC. 152 patients from one center were grouped into a training cohort (n = 100) and an internal validation cohort (n = 52). External validation was performed with 32 patients treated at a second center. Primary endpoint was disease-free survival (DFS), secondary endpoints were overall survival (OS) and local control (LC). FDG-PET radiomics features were selected by Lasso-Cox regression analyses and a separate radiomics signature was calculated for each endpoint. In the training cohort radiomics signatures containing up to four PET derived features were able to identify non-responders in regard of all endpoints (DFS p < 0.001, LC p = 0.003, OS p = 0.001). After successful internal validation of the cutoff values generated by the training cohort for DFS (p = 0.025) and OS (p = 0.002), external validation using these cutoffs was successful for DFS (p = 0.002) but not for the other investigated endpoints. These results suggest that pre-treatment FDG-PET features may be useful to detect patients who do not respond to CRT and could benefit from alternative treatment. Nature Publishing Group UK 2020-10-19 /pmc/articles/PMC7573602/ /pubmed/33077841 http://dx.doi.org/10.1038/s41598-020-74701-w Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Li, Yimin
Beck, Marcus
Päßler, Tom
Lili, Chen
Hua, Wu
Mai, Ha Dong
Amthauer, Holger
Biebl, Matthias
Thuss-Patience, Peter C.
Berger, Jasmin
Stromberger, Carmen
Tinhofer, Ingeborg
Kruppa, Jochen
Budach, Volker
Hofheinz, Frank
Lin, Qin
Zschaeck, Sebastian
A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title_full A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title_fullStr A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title_full_unstemmed A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title_short A FDG-PET radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
title_sort fdg-pet radiomics signature detects esophageal squamous cell carcinoma patients who do not benefit from chemoradiation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7573602/
https://www.ncbi.nlm.nih.gov/pubmed/33077841
http://dx.doi.org/10.1038/s41598-020-74701-w
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