MRI Radiomics for Predicting Survival in Patients with Locally Advanced Hypopharyngeal Cancer Treated with Concurrent Chemoradiotherapy.
Tiing Yee SiowChih-Hua YehGigin LinChien-Yu LinHung-Ming WangChih-Hung LinCheng-Hong TohSheng-Chieh ChanChing-Po LinShu-Hang NgPublished in: Cancers (2022)
A reliable prognostic stratification of patients with locally advanced hypopharyngeal cancer who had been treated with concurrent chemoradiotherapy (CCRT) is crucial for informing tailored management strategies. The purpose of this retrospective study was to develop robust and objective magnetic resonance imaging (MRI) radiomics-based models for predicting overall survival (OS) and progression-free survival (PFS) in this patient population. The study participants included 198 patients (median age: 52.25 years (interquartile range = 46.88-59.53 years); 95.96% men) who were randomly divided into a training cohort ( n = 132) and a testing cohort ( n = 66). Radiomic parameters were extracted from post-contrast T1-weighted MR images. Radiomic features for model construction were selected from the training cohort using least absolute shrinkage and selection operator-Cox regression models. Prognostic performances were assessed by calculating the integrated area under the receiver operating characteristic curve (iAUC). The ability of radiomic models to predict OS (iAUC = 0.580, 95% confidence interval (CI): 0.558-0.591) and PFS (iAUC = 0.625, 95% CI = 0.600-0.633) was validated in the testing cohort. The combination of radiomic signatures with traditional clinical parameters outperformed clinical variables alone in the prediction of survival outcomes (observed iAUC increments = 0.279 [95% CI = 0.225-0.334] and 0.293 [95% CI = 0.232-0.351] for OS and PFS, respectively). In summary, MRI radiomics has value for predicting survival outcomes in patients with hypopharyngeal cancer treated with CCRT, especially when combined with clinical prognostic variables.
Keyphrases
- contrast enhanced
- locally advanced
- magnetic resonance imaging
- rectal cancer
- papillary thyroid
- free survival
- squamous cell carcinoma
- neoadjuvant chemotherapy
- lymph node metastasis
- magnetic resonance
- computed tomography
- radiation therapy
- phase ii study
- diffusion weighted imaging
- newly diagnosed
- squamous cell
- childhood cancer
- ejection fraction
- gene expression
- chronic kidney disease
- young adults
- virtual reality
- clinical trial
- patient reported outcomes