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Assessing heterogeneity of lesion enhancement kinetics in dynamic contrast-enhanced MRI for breast cancer diagnosis
- Source :
- The British journal of radiology. 83(988)
- Publication Year :
- 2010
-
Abstract
- The current study investigates the feasibility of using texture analysis to quantify the heterogeneity of lesion enhancement kinetics in order to discriminate malignant from benign breast lesions. A total of 82 biopsy-proven breast lesions (51 malignant, 31 benign), originating from 74 women subjected to dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) were analysed. Pixel-wise analysis of DCE-MRI lesion data was performed to generate initial enhancement, post-initial enhancement and signal enhancement ratio (SER) parametric maps; these maps were subsequently subjected to co-occurrence matrix texture analysis. The discriminating ability of texture features extracted from each parametric map was investigated using a least-squares minimum distance classifier and further compared with the discriminating ability of the same texture features extracted from the first post-contrast frame. Selected texture features extracted from the SER map achieved an area under receiver operating characteristic curve of 0.922 +/- 0.029, a performance similar to post-initial enhancement map features (0.906 +/- 0.032) and statistically significantly higher than for initial enhancement map (0.767 +/- 0.053) and first post-contrast frame (0.756 +/- 0.060) features. Quantifying the heterogeneity of parametric maps that reflect lesion washout properties could contribute to the computer-aided diagnosis of breast lesions in DCE-MRI.
- Subjects :
- Adult
Gadolinium DTPA
Contrast Media
Breast Neoplasms
Sensitivity and Specificity
Pattern Recognition, Automated
Lesion
Diagnosis, Differential
Young Adult
Breast cancer
Imaging, Three-Dimensional
Image Interpretation, Computer-Assisted
medicine
Humans
Radiology, Nuclear Medicine and imaging
Texture (crystalline)
Parametric statistics
Aged
Aged, 80 and over
Receiver operating characteristic
medicine.diagnostic_test
Full Paper
business.industry
Magnetic resonance imaging
General Medicine
Middle Aged
medicine.disease
Magnetic Resonance Imaging
Area Under Curve
Dynamic contrast-enhanced MRI
Feasibility Studies
Female
Breast disease
medicine.symptom
Nuclear medicine
business
Algorithms
Subjects
Details
- ISSN :
- 1748880X
- Volume :
- 83
- Issue :
- 988
- Database :
- OpenAIRE
- Journal :
- The British journal of radiology
- Accession number :
- edsair.doi.dedup.....c7a045290edba6ae1dcbaf5b444a6c47