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Prognostic value of interim CT-based peritumoral and intratumoral radiomics in laryngeal and hypopharyngeal cancer patients undergoing definitive radiotherapy
•CT-simulation based radiomic models during radiotherapy carry significant prognostic value for both progression-free survival and overall survival in patients with laryngeal and hypopharyngeal cancer.•Mid-radiotherapy peritumoral and intratumoral radiomic models were superior to AJCC staging and tu...
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Published in: | Radiotherapy and oncology 2023-12, Vol.189, p.109938-109938, Article 109938 |
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Main Authors: | , , , , , , , , , , , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
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Online Access: | Get full text |
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Summary: | •CT-simulation based radiomic models during radiotherapy carry significant prognostic value for both progression-free survival and overall survival in patients with laryngeal and hypopharyngeal cancer.•Mid-radiotherapy peritumoral and intratumoral radiomic models were superior to AJCC staging and tumor volume.•Mid-radiotherapy peritumoral and intratumoral radiomic models were superior to pre-radiotherapy intratumoral radiomic models.
We aimed to investigate the prognostic value of peritumoral and intratumoral computed tomography (CT)-based radiomics during the course of radiotherapy (RT) in patients with laryngeal and hypopharyngeal cancer (LHC).
A total of 92 eligible patients were 1:1 randomly assigned into training and validation cohorts. Pre-RT and mid-RT radiomic features were extracted from pre-treatment and interim CT. LASSO–Cox regression was used for feature selection and model construction. Time-dependent area under the receiver operating curve (AUC) analysis was applied to evaluate the models’ prognostic performances. Risk stratification ability on overall survival (OS) and progression-free survival (PFS) were assessed using the Kaplan–Meier method and Cox regression. The associations between radiomics and clinical parameters as well as circulating lymphocyte counts were also evaluated.
The mid-RT peritumoral (AUC: 0.77) and intratumoral (AUC: 0.79) radiomic models yielded better performance for predicting OS than the pre-RT intratumoral model (AUC: 0.62) in validation cohort. This was confirmed by Kaplan-Meier analysis, in which risk stratification depended on the mid-RT peritumoral (p = 0.009) and intratumoral (p = 0.003) radiomics could be improved for OS, in comparison to the pre-RT intratumoral radiomics (p = 0.199). Multivariate analysis identified mid-RT peritumoral and intratumoral radiomic models as independent prognostic factors for both OS and PFS. Mid-RT peritumoral and intratumoral radiomics were correlated with treatment-related lymphopenia.
Mid-RT peritumoral and intratumoral radiomic models are promising image biomarkers that could have clinical utility for predicting OS and PFS in patients with LHC treated with RT. |
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ISSN: | 0167-8140 1879-0887 |
DOI: | 10.1016/j.radonc.2023.109938 |