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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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 |
work_keys_str_mv |
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