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 (TUBEM6) after c...

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Main Authors: Kim Wopken, Hendrik P Bijl, Arjen van der Schaaf, Miranda E Christianen, Olga Chouvalova, Sjoukje F Oosting, Bernard F A M van der Laan, Jan L N Roodenburg, C René Leemans, Ben J Slotman, Patricia Doornaert, Roel J H M Steenbakkers, Irma M Verdonck-de Leeuw, Johannes A Langendijk
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3988098?pdf=render
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spelling doaj-3136178f9c134bbb874792ae7fc9f8112020-11-24T21:54:20ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0194e9487910.1371/journal.pone.0094879Development and validation of a prediction model for tube feeding dependence after curative (chemo-) radiation in head and neck cancer.Kim WopkenHendrik P BijlArjen van der SchaafMiranda E ChristianenOlga ChouvalovaSjoukje F OostingBernard F A M van der LaanJan L N RoodenburgC René LeemansBen J SlotmanPatricia DoornaertRoel J H M SteenbakkersIrma M Verdonck-de LeeuwJohannes A LangendijkBACKGROUND: 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 (TUBEM6) 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 TUBEM6 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 TUBEM6 to test whether the model could be extrapolated to later time points (12, 18 and 24 months). RESULTS: Most important predictors for TUBEM6 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 TUBEM6-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 TUBEM6.http://europepmc.org/articles/PMC3988098?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Kim Wopken
Hendrik P Bijl
Arjen van der Schaaf
Miranda E Christianen
Olga Chouvalova
Sjoukje F Oosting
Bernard F A M van der Laan
Jan L N Roodenburg
C René Leemans
Ben J Slotman
Patricia Doornaert
Roel J H M Steenbakkers
Irma M Verdonck-de Leeuw
Johannes A Langendijk
spellingShingle Kim Wopken
Hendrik P Bijl
Arjen van der Schaaf
Miranda E Christianen
Olga Chouvalova
Sjoukje F Oosting
Bernard F A M van der Laan
Jan L N Roodenburg
C René Leemans
Ben J Slotman
Patricia Doornaert
Roel J H M Steenbakkers
Irma M Verdonck-de Leeuw
Johannes A Langendijk
Development and validation of a prediction model for tube feeding dependence after curative (chemo-) radiation in head and neck cancer.
PLoS ONE
author_facet Kim Wopken
Hendrik P Bijl
Arjen van der Schaaf
Miranda E Christianen
Olga Chouvalova
Sjoukje F Oosting
Bernard F A M van der Laan
Jan L N Roodenburg
C René Leemans
Ben J Slotman
Patricia Doornaert
Roel J H M Steenbakkers
Irma M Verdonck-de Leeuw
Johannes A Langendijk
author_sort Kim Wopken
title 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_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_sort development and validation of a prediction model for tube feeding dependence after curative (chemo-) radiation in head and neck cancer.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
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 (TUBEM6) 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 TUBEM6 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 TUBEM6 to test whether the model could be extrapolated to later time points (12, 18 and 24 months). RESULTS: Most important predictors for TUBEM6 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 TUBEM6-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 TUBEM6.
url http://europepmc.org/articles/PMC3988098?pdf=render
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