Improved accuracy and precision of fat-suppressed isotropic 3D T2 mapping MRI of the knee with dictionary fitting and patch-based denoising.

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Version: Final published version
License: CC BY 4.0
Serval ID
serval:BIB_1045E68E8332
Type
Article: article from journal or magazin.
Collection
Publications
Institution
Title
Improved accuracy and precision of fat-suppressed isotropic 3D T2 mapping MRI of the knee with dictionary fitting and patch-based denoising.
Journal
European radiology experimental
Author(s)
Kuhn S., Bustin A., Lamri-Senouci A., Rumac S., Ledoux J.B., Colotti R., Bastiaansen JAM, Yerly J., Favre J., Omoumi P., van Heeswijk R.B.
ISSN
2509-9280 (Electronic)
ISSN-L
2509-9280
Publication state
Published
Issued date
22/05/2023
Peer-reviewed
Oui
Volume
7
Number
1
Pages
25
Language
english
Notes
Publication types: Journal Article ; Research Support, Non-U.S. Gov't
Publication Status: epublish
Abstract
To develop an isotropic three-dimensional (3D) T2 mapping technique for the quantitative assessment of the composition of knee cartilage with high accuracy and precision.
A T2-prepared water-selective isotropic 3D gradient-echo pulse sequence was used to generate four images at 3 T. These were used for three T2 map reconstructions: standard images with an analytical T2 fit (AnT2Fit); standard images with a dictionary-based T2 fit (DictT2Fit); and patch-based-denoised images with a dictionary-based T2 fit (DenDictT2Fit). The accuracy of the three techniques was first optimized in a phantom study against spin-echo imaging, after which knee cartilage T2 values and coefficients of variation (CoV) were assessed in ten subjects in order to establish accuracy and precision in vivo. Data given as mean ± standard deviation.
After optimization in the phantom, whole-knee cartilage T2 values of the healthy volunteers were 26.6 ± 1.6 ms (AnT2Fit), 42.8 ± 1.8 ms (DictT2Fit, p < 0.001 versus AnT2Fit), and 40.4 ± 1.7 ms (DenDictT2Fit, p = 0.009 versus DictT2Fit). The whole-knee T2 CoV reduced from 51.5% ± 5.6% to 30.5 ± 2.4 and finally to 13.1 ± 1.3%, respectively (p < 0.001 between all). The DictT2Fit improved the data reconstruction time: 48.7 ± 11.3 min (AnT2Fit) versus 7.3 ± 0.7 min (DictT2Fit, p < 0.001). Very small focal lesions were observed in maps generated with DenDictT2Fit.
Improved accuracy and precision for isotropic 3D T2 mapping of knee cartilage were demonstrated by using patch-based image denoising and dictionary-based reconstruction.
• Dictionary T2 fitting improves the accuracy of three-dimensional (3D) knee T2 mapping. • Patch-based denoising results in high precision in 3D knee T2 mapping. • Isotropic 3D knee T2 mapping enables the visualization of small anatomical details.
Keywords
Humans, Imaging, Three-Dimensional/methods, Magnetic Resonance Imaging/methods, Phantoms, Imaging, Healthy Volunteers, Cartilage, Knee joint, Magnetic resonance imaging, Phantoms (imaging)
Pubmed
Web of science
Open Access
Yes
Create date
30/05/2023 11:24
Last modification date
23/01/2024 8:20
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