首页 | 本学科首页   官方微博 | 高级检索  
     


Development and validation of an MRI-based model to predict response to chemoradiotherapy for rectal cancer
Authors:Philippe Bulens  Alice Couwenberg  Karin Haustermans  Annelies Debucquoy  Vincent Vandecaveye  Marielle Philippens  Mu Zhou  Olivier Gevaert  Martijn Intven
Affiliation:1. Department of Radiation Oncology, University Hospital Leuven, Belgium;2. Department of Radiation Oncology, University Medical Center Utrecht, The Netherlands;3. Department of Radiology, University Hospital Leuven, Belgium;4. Stanford Center for Biomedical Informatics Research, Stanford University, USA
Abstract:

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 T2-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 (ΔVolume% 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% CI 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.
Keywords:Rectal cancer  Chemoradiotherapy  Response prediction  MRI  DWI
本文献已被 ScienceDirect 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号