Development and validation of an MRI-based model to predict response to chemoradiotherapy for rectal cancer

被引:24
作者
Bulens, Philippe [1 ]
Couwenberg, Alice [2 ]
Haustermans, Karin [1 ]
Debucquoy, Annelies [1 ]
Vandecaveye, Vincent [3 ]
Philippens, Marielle [2 ]
Zhou, Mu [4 ]
Gevaert, Olivier [4 ]
Intven, Martijn [2 ]
机构
[1] Univ Hosp Leuven, Dept Radiat Oncol, Herestr 49, B-3000 Leuven, Belgium
[2] Univ Med Ctr Utrecht, Dept Radiat Oncol, Utrecht, Netherlands
[3] Univ Hosp Leuven, Dept Radiol, Leuven, Belgium
[4] Stanford Univ, Stanford Ctr Biomed Informat Res, Stanford, CA 94305 USA
基金
美国国家卫生研究院;
关键词
Rectal cancer; Chemoradiotherapy; Response prediction; MRI; DWI; TOTAL MESORECTAL EXCISION; PATHOLOGICAL COMPLETE RESPONSE; DIFFUSION-WEIGHTED MRI; PREOPERATIVE CHEMORADIOTHERAPY; RANDOMIZED-TRIAL; NEOADJUVANT CHEMORADIOTHERAPY; CHEMORADIATION THERAPY; FDG-PET/CT; RADIOTHERAPY; MULTICENTER;
D O I
10.1016/j.radonc.2018.01.008
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background and purpose: To safely implement organ preserving treatment strategies for patients with rectal cancer, well-considered selection of patients with favourable response is needed. In this study, we develop and validate an MRI-based response predicting model. Methods: A multivariate model using 12-volumetric and DWI parameters before and 6 weeks after chemoradiation (CRT) was developed using a cohort of 85 rectal cancer patients and validated in an external cohort of 55 patients that underwent preoperative CRT. Results: Twenty-two patients (26%) achieved ypT0-1N0 response in the development cohort versus 13 patients (24%) in the validation cohort. Two T2-volumetric parameters (Delta Volume% and Sphere_post) and two DWI parameters (ADC_avg_post and ADCratio_avg) were retained in a model predicting (near-)complete response (ypT0-1N0). In the development cohort, this model had a good predictive performance (AUC = 0.89; 95% Cl 0.80-0.98). Validation of the model in an external cohort resulted in a similar performance (AUC = 0.88 95% CI 0.79-0.98). Conclusion: An MRI-based prediction model of (near-)complete pathological response following CRT in rectal cancer patients, shows a high predictive performance in an external validation cohort. The clinically relevant features in the model make it an interesting tool for implementation of organ-preserving strategies in rectal cancer. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:437 / 442
页数:6
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