Development and Validation of a Prediction Model for Tube Feeding Dependence after Curative (Chemo-) Radiation in Head and Neck Cancer

被引:32
作者
Wopken, Kim [1 ]
Bijl, Hendrik P. [1 ]
van der Schaaf, Arjen [1 ]
Christianen, Miranda E. [1 ]
Chouvalova, Olga [1 ]
Oosting, Sjoukje F. [3 ]
van der Laan, Bernard F. A. M. [4 ]
Roodenburg, Jan L. N. [5 ]
Leemans, C. Rene [6 ]
Slotman, Ben J. [2 ]
Doornaert, Patricia [2 ]
Steenbakkers, Roel J. H. M. [1 ]
Verdonck-de Leeuw, Irma M. [6 ]
Langendijk, Johannes A. [1 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Radiat Oncol, Groningen, Netherlands
[2] Vrije Univ Amsterdam Med Ctr, Dept Radiat Oncol, Amsterdam, Netherlands
[3] Univ Groningen, Univ Med Ctr Groningen, Dept Med Oncol, Groningen, Netherlands
[4] Univ Groningen, Univ Med Ctr Groningen, Dept Otolaryngol Head & Neck Surg, Groningen, Netherlands
[5] Univ Groningen, Univ Med Ctr Groningen, Dept Oral & Maxillofacial Surg, Groningen, Netherlands
[6] Vrije Univ Amsterdam Med Ctr, Dept Otolaryngol Head & Neck Surg, Amsterdam, Netherlands
关键词
QUALITY-OF-LIFE; ACCELERATED RADIOTHERAPY; SWALLOWING DYSFUNCTION; RANDOMIZED-TRIAL; CHEMOTHERAPY; CARCINOMA; DYSPHAGIA; IMPACT; CHEMORADIOTHERAPY; CHEMORADIATION;
D O I
10.1371/journal.pone.0094879
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
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页数:8
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