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MRI-based radiomics signature is a quantitative prognostic biomarker for nasopharyngeal carcinoma

Authors :
Weigang Hu
Xue Ming
Chengrun Du
Jiazhou Wang
Zhen Zhang
Ruiping Zhai
Hongmei Ying
Chaosu Hu
Fangfang Kong
Ronald Wihal Oei
Source :
Scientific Reports, Vol 9, Iss 1, Pp 1-9 (2019), Scientific Reports
Publication Year :
2019
Publisher :
Nature Portfolio, 2019.

Abstract

This study aimed to develop prognosis signatures through a radiomics analysis for patients with nasopharyngeal carcinoma (NPC) by their pretreatment diagnosis magnetic resonance imaging (MRI). A total of 208 radiomics features were extracted for each patient from a database of 303 patients. The patients were split into the training and validation cohorts according to their pretreatment diagnosis date. The radiomics feature analysis consisted of cluster analysis and prognosis model analysis for disease free-survival (DFS), overall survival (OS), distant metastasis-free survival (DMFS) and locoregional recurrence-free survival (LRFS). Additionally, two prognosis models using clinical features only and combined radiomics and clinical features were generated to estimate the incremental prognostic value of radiomics features. Patients were clustered by non-negative matrix factorization (NMF) into two groups. It showed high correspondence with patients’ T stage (p

Details

Language :
English
ISSN :
20452322
Volume :
9
Issue :
1
Database :
OpenAIRE
Journal :
Scientific Reports
Accession number :
edsair.doi.dedup.....3aeb18aed10099c22b95f1a45567adc3