Tumour heterogeneity in non-small cell lung carcinoma assessed by CT texture analysis: a potential marker of survival
Authors:
Top Cited Papers
- 17 November 2011
- journal article
- chest
- Published by Springer Nature in European Radiology
- Vol. 22 (4) , 796-802
Abstract
Purpose To establish the potential for tumour heterogeneity in non-small cell lung cancer (NSCLC) as assessed by CT texture analysis (CTTA) to provide an independent marker of survival for patients with NSCLC. Materials and methods Tumour heterogeneity was assessed by CTTA of unenhanced images of primary pulmonary lesions from 54 patients undergoing 18F-fluorodeoxyglucose (FDG) PET-CT for staging of NSCLC. CTTA comprised image filtration to extract fine, medium and coarse features with quantification of the distribution of pixel values (uniformity) within the filtered images. Receiver operating characteristics identified thresholds for PET and CTTA parameters that were related to patient survival using Kaplan-Meier analysis. Results The median (range) survival was 29.5 (1–38) months. 24, 10, 14 and 6 patients had tumour stages I, II, III and IV respectively. PET stage and tumour heterogeneity assessed by CTTA were significant independent predictors of survival (PET stage: Odds ratio 3.85, 95% confidence limits 0.9–8.09, P = 0.002; CTTA: Odds ratio 56.4, 95% confidence limits 4.79–666, p = 0.001). SUV was not a significantly associated with survival. Conclusion Assessment of tumour heterogeneity by CTTA of non-contrast enhanced images has the potential for to provide a novel, independent predictor of survival for patients with NSCLC. Key Points • Computed tomography is a routine staging procedure in non-small cell lung cancer • CT texture analysis (CTTA) can quantify heterogeneity within these lung tumours • CTTA seems to offer a novel independent predictor of survival for NSCLC • CTTA could contribute to disease risk-stratification for patients with NSCLCKeywords
This publication has 27 references indexed in Scilit:
- Texture analysis in non-contrast enhanced CT: Impact of malignancy on texture in apparently disease-free areas of the liverEuropean Journal of Radiology, 2009
- Detección automática de nódulos pulmonares en tomografía computarizada. Un estudio preliminarRadiologia, 2008
- Impact of [18F] Fluorodeoxyglucose Positron Emission Tomography on Staging and Management of Early-Stage Follicular Non-Hodgkin LymphomaInternational Journal of Radiation Oncology - Biology - Physics (IJROBP), 2008
- In Search of Biologic Correlates for Liver Texture on Portal-Phase CTAcademic Radiology, 2007
- Hepatic entropy and uniformity: additional parameters that can potentially increase the effectiveness of contrast enhancement during abdominal CTClinical Radiology, 2007
- Systematic Review of the Staging Performance of18F-Fluorodeoxyglucose Positron Emission Tomography in Esophageal CancerJournal of Clinical Oncology, 2004
- Nuclear medicine imaging for the assessment of primary and recurrent head and neck carcinoma using routinely available tracersEuropean Journal of Nuclear Medicine and Molecular Imaging, 2003
- Lung Cancer: Performance of Automated Lung Nodule Detection Applied to Cancers Missed in a CT Screening ProgramRadiology, 2002
- Fractal Analysis of Small Peripheral Pulmonary Nodules in Thin-section CT: Evaluation of the Lung-nodule InterfacesJournal of Computer Assisted Tomography, 2002
- Computed Tomography to Stage Lung Cancer: Approaching a Controversy Using Meta-analysisAmerican Review of Respiratory Disease, 1990