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Application of texture analysis based on apparent diffusion coefficient maps in discriminating different stages of rectal cancer
- Source :
- Journal of Magnetic Resonance Imaging. 45:1798-1808
- Publication Year :
- 2016
- Publisher :
- Wiley, 2016.
-
Abstract
- Purpose To explore the potential of texture analysis based on apparent diffusion coefficient (ADC) maps, as a predictor of local invasion depth (stage pT1-2 versus pT3-4) and nodal status (pN0 versus pN1-2) of rectal cancer. Materials and Methods Sixty-eight patients with rectal cancer underwent preoperative magnetic resonance (MR) imaging including diffusion weighted imaging (DWI) at a 3.0 Tesla system. Routine ADC variables (ADCmean, ADCmin, ADCmax), histogram features (skewness, kurtosis) and gray level co-occurrence matrix features (entropy, contrast, correlation) were compared between pT1-2 and pT3-4 stages, between pN0 and pN1-2 stages. Results Skewness, entropy, and contrast were significantly lower in patients with pT1-2 as compared to those with pT3-4 tumors (0.166 versus 0.476, P = 0.015; 3.212 versus 3.441 P = 0.004; 10.773 versus 13.596, P = 0.017). Furthermore, skewness and entropy were identified as independent predictors for extramural invasion of tumors (stage pT3-4). Significant differences were observed between pN0 and pN1-2 tumors with respect to ADCmean (1.152 versus 1.044, P = 0.029), ADCmax (1.692 versus 1.460, P = 0.006) and entropy (3.299 versus 3.486, P = 0.015). ADCmax. and entropy were independent predictors of positive nodal status. Conclusion Texture analysis on ADC maps could provide valuable information in identifying locally advanced rectal cancer. Level of Evidence: 3 J. MAGN. RESON. IMAGING 2017;45:1798–1808
- Subjects :
- medicine.medical_specialty
medicine.diagnostic_test
business.industry
Colorectal cancer
Locally advanced
Magnetic resonance imaging
medicine.disease
030218 nuclear medicine & medical imaging
Correlation
03 medical and health sciences
0302 clinical medicine
Skewness
030220 oncology & carcinogenesis
medicine
Kurtosis
Effective diffusion coefficient
Radiology, Nuclear Medicine and imaging
Radiology
Nuclear medicine
business
Diffusion MRI
Subjects
Details
- ISSN :
- 10531807
- Volume :
- 45
- Database :
- OpenAIRE
- Journal :
- Journal of Magnetic Resonance Imaging
- Accession number :
- edsair.doi...........ddc86a50b126fd49f86f49260b3e23bb
- Full Text :
- https://doi.org/10.1002/jmri.25460