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Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer
BACKGROUND: Curative radiotherapy or chemoradiation for head and neck cancer (HNC) may result in severe acute and late side effects, including tube feeding dependence. The purpose of this prospective cohort study was to develop a prediction model for tube feeding dependence 6 months (TUBE(M6)) after...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3988098/ https://www.ncbi.nlm.nih.gov/pubmed/24736318 http://dx.doi.org/10.1371/journal.pone.0094879 |
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author | Wopken, Kim Bijl, Hendrik P. van der Schaaf, Arjen Christianen, Miranda E. Chouvalova, Olga Oosting, Sjoukje F. van der Laan, Bernard F. A. M. Roodenburg, Jan L. N. Leemans, C. René Slotman, Ben J. Doornaert, Patricia Steenbakkers, Roel J. H. M. Verdonck-de Leeuw, Irma M. Langendijk, Johannes A. |
author_facet | Wopken, Kim Bijl, Hendrik P. van der Schaaf, Arjen Christianen, Miranda E. Chouvalova, Olga Oosting, Sjoukje F. van der Laan, Bernard F. A. M. Roodenburg, Jan L. N. Leemans, C. René Slotman, Ben J. Doornaert, Patricia Steenbakkers, Roel J. H. M. Verdonck-de Leeuw, Irma M. Langendijk, Johannes A. |
author_sort | Wopken, Kim |
collection | PubMed |
description | BACKGROUND: Curative radiotherapy or chemoradiation for head and neck cancer (HNC) may result in severe acute and late side effects, including tube feeding dependence. The purpose of this prospective cohort study was to develop a prediction model for tube feeding dependence 6 months (TUBE(M6)) after curative (chemo-) radiotherapy in HNC patients. PATIENTS AND METHODS: Tube feeding dependence was scored prospectively. To develop the multivariable model, a group LASSO analysis was carried out, with TUBE(M6) as the primary endpoint (n = 427). The model was then validated in a test cohort (n = 183). The training cohort was divided into three groups based on the risk of TUBE(M6) to test whether the model could be extrapolated to later time points (12, 18 and 24 months). RESULTS: Most important predictors for TUBE(M6) were weight loss prior to treatment, advanced T-stage, positive N-stage, bilateral neck irradiation, accelerated radiotherapy and chemoradiation. Model performance was good, with an Area under the Curve of 0.86 in the training cohort and 0.82 in the test cohort. The TUBE(M6)-based risk groups were significantly associated with tube feeding dependence at later time points (p<0.001). CONCLUSION: We established an externally validated predictive model for tube feeding dependence after curative radiotherapy or chemoradiation, which can be used to predict TUBE(M6). |
format | Online Article Text |
id | pubmed-3988098 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39880982014-04-21 Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer Wopken, Kim Bijl, Hendrik P. van der Schaaf, Arjen Christianen, Miranda E. Chouvalova, Olga Oosting, Sjoukje F. van der Laan, Bernard F. A. M. Roodenburg, Jan L. N. Leemans, C. René Slotman, Ben J. Doornaert, Patricia Steenbakkers, Roel J. H. M. Verdonck-de Leeuw, Irma M. Langendijk, Johannes A. PLoS One Research Article BACKGROUND: Curative radiotherapy or chemoradiation for head and neck cancer (HNC) may result in severe acute and late side effects, including tube feeding dependence. The purpose of this prospective cohort study was to develop a prediction model for tube feeding dependence 6 months (TUBE(M6)) after curative (chemo-) radiotherapy in HNC patients. PATIENTS AND METHODS: Tube feeding dependence was scored prospectively. To develop the multivariable model, a group LASSO analysis was carried out, with TUBE(M6) as the primary endpoint (n = 427). The model was then validated in a test cohort (n = 183). The training cohort was divided into three groups based on the risk of TUBE(M6) to test whether the model could be extrapolated to later time points (12, 18 and 24 months). RESULTS: Most important predictors for TUBE(M6) were weight loss prior to treatment, advanced T-stage, positive N-stage, bilateral neck irradiation, accelerated radiotherapy and chemoradiation. Model performance was good, with an Area under the Curve of 0.86 in the training cohort and 0.82 in the test cohort. The TUBE(M6)-based risk groups were significantly associated with tube feeding dependence at later time points (p<0.001). CONCLUSION: We established an externally validated predictive model for tube feeding dependence after curative radiotherapy or chemoradiation, which can be used to predict TUBE(M6). Public Library of Science 2014-04-15 /pmc/articles/PMC3988098/ /pubmed/24736318 http://dx.doi.org/10.1371/journal.pone.0094879 Text en © 2014 Wopken et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Wopken, Kim Bijl, Hendrik P. van der Schaaf, Arjen Christianen, Miranda E. Chouvalova, Olga Oosting, Sjoukje F. van der Laan, Bernard F. A. M. Roodenburg, Jan L. N. Leemans, C. René Slotman, Ben J. Doornaert, Patricia Steenbakkers, Roel J. H. M. Verdonck-de Leeuw, Irma M. Langendijk, Johannes A. Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title | Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title_full | Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title_fullStr | Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title_full_unstemmed | Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title_short | Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer |
title_sort | development and validation of a prediction model for tube feeding dependence after curative (chemo-) radiation in head and neck cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3988098/ https://www.ncbi.nlm.nih.gov/pubmed/24736318 http://dx.doi.org/10.1371/journal.pone.0094879 |
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