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Quantitative transport mapping (QTM) for differentiating benign and malignant breast lesion: Comparison with traditional kinetics modeling and semi-quantitative enhancement curve characteristics
- Source :
- Magn Reson Imaging
- Publication Year :
- 2022
- Publisher :
- Elsevier BV, 2022.
-
Abstract
- Purpose To test the feasibility of using quantitative transport mapping (QTM) method, which is based on the inversion of transport equation using spatial deconvolution without any arterial input function, for automatically postprocessing dynamic contrast enhanced MRI (DCE-MRI) to differentiate malignant and benign breast tumors. Materials and methods Breast DCE-MRI data with biopsy confirmed malignant (n = 13) and benign tumors (n = 13) was used to assess QTM velocity (|u|) and diffusion coefficient (D), volume transfer constant (Ktrans), volume fraction of extravascular extracellular space (Ve) from kinetics method, and traditional enhancement curve characteristics (ECC: amplitude A, wash-in rate α, wash-out rate β). A Mann-Whitney U test and receiver operating characteristic curve (ROC) analysis were performed to assess the diagnostic performance of these parameters for distinguishing between benign and malignant tumors. Results Between malignant and benign tumors, there was a significant difference in |u| and Ktrans, (p = 0.0066, 0.0274, respectively), but not in D, Ve, A, α and β (p = 0.1119, 0.2382, 0.4418,0.2592 and 0.9591, respectively). ROC area-under-the-curve was 0.82, 0.75 (95% confidence level 0.60–0.95, 0.51–0.90) for |u| and Ktrans, respectively. Conclusion QTM postprocesses DCE-MRI automatically through deconvolution in space and time to solve the inverse problem of the transport equation. Comparing with traditional kinetics method and ECC, QTM method showed better diagnostic accuracy in differentiating benign from malignant breast tumors in this study.
- Subjects :
- Kinetics
Breast lesion
Biomedical Engineering
Biophysics
Contrast Media
Breast Neoplasms
Article
Diagnosis, Differential
Biopsy
medicine
Humans
Radiology, Nuclear Medicine and imaging
Breast
Retrospective Studies
Mathematics
medicine.diagnostic_test
Receiver operating characteristic
business.industry
Magnetic Resonance Imaging
Diffusion Magnetic Resonance Imaging
ROC Curve
Dynamic contrast-enhanced MRI
Mann–Whitney U test
Female
Deconvolution
Nuclear medicine
business
Semi quantitative
Subjects
Details
- ISSN :
- 0730725X
- Volume :
- 86
- Database :
- OpenAIRE
- Journal :
- Magnetic Resonance Imaging
- Accession number :
- edsair.doi.dedup.....1fa481f34cbca1d967a9ff0c65cbcf7f
- Full Text :
- https://doi.org/10.1016/j.mri.2021.10.039