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Computed Tomography Image Texture: A Noninvasive Prognostic Marker of Hepatic Recurrence After Hepatectomy for Metastatic Colorectal Cancer
- Source :
- Annals of surgical oncology. 24(9)
- Publication Year :
- 2017
-
Abstract
- Recurrence after resection of colorectal liver metastases (CRLMs) occurs in up to 75% of patients. Preoperative prediction of hepatic recurrence may inform therapeutic strategies at the time of initial resection. Texture analysis (TA) is an established technique that quantifies pixel intensity variations (heterogeneity) on cross-sectional imaging. We hypothesized that tumoral and parenchymal changes that are predictive of overall survival (OS) and recurrence in the future liver remnant (FLR) can be detected using TA on preoperative computed tomography (CT) images.Patients who underwent resection for CRLM between 2003 and 2007 with appropriate preoperative CT scans were included (n = 198) in this retrospective study. Texture features extracted from the tumor and FLR, and clinicopathologic variables, were incorporated into a multivariable survival model.Quantitative imaging features of the FLR were an independent predictor of both OS and hepatic disease-free survival (HDFS). Tumor texture showed significant association with OS. TA of the FLR allowed patient stratification into two groups, with significantly different risks of hepatic recurrence (hazard ratio 2.09, 95% confidence interval 1.33-3.28; p = 0.001). Patients with homogeneous parenchyma had approximately twice the risk of hepatic recurrence (41 vs. 20%).TA of the tumor and FLR are independently associated with OS, and TA of the FLR is independently associated with HDFS. Patients with homogeneous parenchyma had a significantly higher risk of hepatic recurrence. Preoperative TA of the liver represents a potential biomarker to identify patients at risk of liver recurrence after resection for CRLM.
- Subjects :
- Adult
Male
medicine.medical_specialty
Colorectal cancer
medicine.medical_treatment
Disease-Free Survival
Article
030218 nuclear medicine & medical imaging
03 medical and health sciences
0302 clinical medicine
Text mining
Image texture
Surgical oncology
medicine
Image Processing, Computer-Assisted
Hepatectomy
Humans
Survival rate
Parenchymal Tissue
Aged
Retrospective Studies
Aged, 80 and over
business.industry
Liver Neoplasms
Retrospective cohort study
Middle Aged
medicine.disease
Survival Rate
Oncology
Liver
030220 oncology & carcinogenesis
Preoperative Period
Surgery
Female
Tomography
Radiology
Neoplasm Recurrence, Local
business
Colorectal Neoplasms
Tomography, X-Ray Computed
Biomarkers
Subjects
Details
- ISSN :
- 15344681
- Volume :
- 24
- Issue :
- 9
- Database :
- OpenAIRE
- Journal :
- Annals of surgical oncology
- Accession number :
- edsair.doi.dedup.....14ee1edfb9ddb34b5b1de577b60ea67d