Investigative Radiology · 2015 · 91 citations · 22 references
MedicineOncologyRadiologyDiagnostic ImagingDiagnostic RadiologyThoracic OncologyCancer StagingCancer Survival AnalysisComputed TomographyLung CancerThoracic Oncology ImagingTumor CharacterizationComputed Tomography PrognosisComputed Tomography Texture AnalysisDefinitive ChemoradiotherapyKaplan-meier Survival EstimatesNon-small Cell Lung Cancer TherapyNon-small Cell Lung Cancer TreatmentPrognostic Imaging FeaturesTexture Features
OBJECTIVES: The aim of this study was to investigate whether the computed tomography (CT) texture features of primary tumors are associated with the overall survival (OS) of non-small cell lung cancer (NSCLC) patients undergoing definitive concomitant chemoradiotherapy (CCRT). MATERIALS AND METHODS: In this retrospective study, 98 patients (83 men and 15 women; mean age, 61.9 ± 8.0 years) with unresectable NSCLCs (stage IIIA, 45; stage IIIB, 53) underwent definitive CCRT at our institution from January 2006 to December 2011. Patients were followed up for 3 years or until death. The CT texture parameters of primary tumors were extracted from contrast-enhanced CT images taken before CCRT using an in-house software program. Each texture parameter was dichotomized based on their optimal cutoff values obtained from receiver operating characteristics curve analysis. Three-year OS was compared between the dichotomized subgroups using Kaplan-Meier analysis and the log-rank test. Multivariate Cox regression analysis was performed to determine significant prognostic factors. RESULTS: The 3-year cumulative survival rate was 0.51. The mean 3-year OS was 24.0 months (95% confidence interval, 21.5-26.6 months). There were no significant differences in 3-year OS according to tumor stage or histologic subtypes. However, entropy (P = 0.030), skewness (P = 0.021), and mean attenuation (P = 0.030) were shown to be significantly associated with 3-year OS. Multivariate Cox regression analysis revealed that higher entropy (adjusted hazard ratio [HR],2.31; P = 0.040), higher skewness (adjusted HR,1.92; P = 0.046), and higher mean attenuation (adjusted HR,1.93; P = 0.028) were independent predictors of decreased 3-year OS. CONCLUSIONS: Computed tomography texture features have the potential to be used as prognostic biomarkers in unresectable NSCLC patients undergoing definitive CCRT.
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Texture analysis of medical images
Gabriela Castellano, Leonardo Bonilha, Li M. Li et al. · Clinical Radiology · 2004 · 1K citations · Full text
Non–Small Cell Lung Cancer: Histopathologic Correlates for Texture Parameters at CT
Balaji Ganeshan, Vicky Goh, Henry Mandeville et al. · Radiology · 2012 · 453 citations