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Baseline MRI-Radiomics Can Predict Overall Survival in Non-Endemic EBV-Related Nasopharyngeal Carcinoma Patients

Academic Article
Publication Date:
2020
abstract:
Advanced stage nasopharyngeal cancer (NPC) shows highly variable treatment outcomes, suggesting the need for independent prognostic factors. This study aims at developing a magnetic resonance imaging (MRI)-based radiomic signature as a prognostic marker for different clinical endpoints in NPC patients from non-endemic areas. A total 136 patients with advanced NPC and available MRI imaging (T1-weighted and T2-weighted) were selected. For each patient, 2144 radiomic features were extracted from the main tumor and largest lymph node. A multivariate Cox regression model was trained on a subset of features to obtain a radiomic signature for overall survival (OS), which was also applied for the prognosis of other clinical endpoints. Validation was performed using 10-fold cross-validation. The added prognostic value of the radiomic features to clinical features and volume was also evaluated. The radiomics-based signature had good prognostic power for OS and loco-regional recurrence-free survival (LRFS), with C-index of 0.68 and 0.72, respectively. In all the cases, the addition of radiomics to clinical features improved the prognostic performance. Radiomic features can provide independent prognostic information in NPC patients from non-endemic areas.
Iris type:
1.1 Articolo in rivista
Keywords:
EBV-related nasopharyngeal carcinoma; magnetic resonance imaging; nasopharyngeal carcinoma; radiomics; survival models
List of contributors:
Bologna, Marco; Corino, Valentina; Calareso, Giuseppina; Tenconi, Chiara; Alfieri, Salvatore; Iacovelli, Nicola Alessandro; Cavallo, Anna; Cavalieri, Stefano; Locati, Laura; Bossi, Paolo; Romanello, Domenico Attilio; Ingargiola, Rossana; Rancati, Tiziana; Pignoli, Emanuele; Sdao, Silvana; Pecorilla, Mattia; Facchinetti, Nadia; Trama, Annalisa; Licitra, Lisa; Mainardi, Luca; Orlandi, Ester
Authors of the University:
LOCATI LAURA DEBORAH
ORLANDI ESTER
Handle:
https://iris.unipv.it/handle/11571/1513344
Full Text:
https://iris.unipv.it//retrieve/handle/11571/1513344/672426/cancers-12-02958-v2.pdf
Published in:
CANCERS
Journal
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