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

EBV-related nasopharyngeal carcinoma magnetic resonance imaging nasopharyngeal carcinoma radiomics survival models

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
13 Oct 2020
Historique:
received: 04 09 2020
revised: 07 10 2020
accepted: 08 10 2020
entrez: 17 10 2020
pubmed: 18 10 2020
medline: 18 10 2020
Statut: epublish

Résumé

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.

Identifiants

pubmed: 33066161
pii: cancers12102958
doi: 10.3390/cancers12102958
pmc: PMC7601980
pii:
doi:

Types de publication

Journal Article

Langues

eng

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Auteurs

Marco Bologna (M)

Department of Electronics, Information and Bioengineering (DEIB) Politecnico di Milano, 20133 Milan, Italy.

Valentina Corino (V)

Department of Electronics, Information and Bioengineering (DEIB) Politecnico di Milano, 20133 Milan, Italy.

Giuseppina Calareso (G)

Department of Radiology, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Chiara Tenconi (C)

Department of Oncology and Hemato-Oncology, Università degli studi di Milano, 20133 Milan, Italy.
Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Salvatore Alfieri (S)

Head and Neck Cancer Medical Oncology 3 Department, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Nicola Alessandro Iacovelli (NA)

Radiotherapy 2 Unit, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Anna Cavallo (A)

Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Stefano Cavalieri (S)

Head and Neck Cancer Medical Oncology 3 Department, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Laura Locati (L)

Head and Neck Cancer Medical Oncology 3 Department, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Paolo Bossi (P)

Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, ASST Spedali Civili, 25123 Brescia, Italy.

Domenico Attilio Romanello (DA)

Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Rossana Ingargiola (R)

Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Tiziana Rancati (T)

Prostate Cancer Program, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Emanuele Pignoli (E)

Medical Physics Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Silvana Sdao (S)

Department of Radiology, Fondazione IRCCS Istituto Nazionale dei Tumori, 20133 Milan, Italy.

Mattia Pecorilla (M)

Post-Graduate School in Radiodiagnostics, Università degli Studi di Milano, 20133 Milan, Italy.

Nadia Facchinetti (N)

Radiotherapy 2 Unit, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Annalisa Trama (A)

Research Department, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Lisa Licitra (L)

Department of Oncology and Hemato-Oncology, Università degli studi di Milano, 20133 Milan, Italy.
Head and Neck Cancer Medical Oncology 3 Department, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Luca Mainardi (L)

Department of Electronics, Information and Bioengineering (DEIB) Politecnico di Milano, 20133 Milan, Italy.

Ester Orlandi (E)

Radiotherapy 2 Unit, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milan, Italy.

Classifications MeSH