Axonal T2 estimation using the spherical variance of the strongly diffusion-weighted MRI signal

被引:6
作者
Pizzolato, Marco [1 ,2 ,3 ]
Andersson, Mariam [1 ,3 ]
Canales-Rodriguez, Erick Jorge [2 ]
Thiran, Jean-Philippe [2 ,4 ,5 ]
Dyrby, Tim B. [1 ,3 ]
机构
[1] Tech Univ Denmark, Dept Appl Math & Comp Sci, Lyngby, Denmark
[2] Ecole Polytech Fed Lausanne EPFL, Signal Proc Lab LTS5, Lausanne, Switzerland
[3] Copenhagen Univ Hosp Amager & Hvidovre, Danish Res Ctr Magnet Resonance, Ctr Funct & Diagnost Imaging & Res, Copenhagen, Denmark
[4] Univ Hosp Ctr CHUV, Dept Radiol, Lausanne, Switzerland
[5] Univ Lausanne UNIL, Lausanne, Switzerland
基金
欧盟地平线“2020”; 瑞士国家科学基金会;
关键词
Transverse relaxation; Powder averaging; Spherical mean; Spherical variance; Diffusion; MRI; Axon; Dot; COMPARTMENT MODELS; WHITE-MATTER; TENSOR;
D O I
10.1016/j.mri.2021.11.012
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
In magnetic resonance imaging, the application of a strong diffusion weighting suppresses the signal contributions from the less diffusion-restricted constituents of the brain's white matter, thus enabling the estimation of the transverse relaxation time T2 that arises from the more diffusion-restricted constituents such as the axons. However, the presence of cell nuclei and vacuoles can confound the estimation of the axonal T2, as diffusion within those structures is also restricted, causing the corresponding signal to survive the strong diffusion weighting. We devise an estimator of the axonal T2 based on the directional spherical variance of the strongly diffusion-weighted signal. The spherical variance T2 estimates are insensitive to the presence of isotropic contributions to the signal like those provided by cell nuclei and vacuoles. We show that with a strong diffusion weighting these estimates differ from those obtained using the directional spherical mean of the signal which contains both axonal and isotropically-restricted contributions. Our findings hint at the presence of an MRIvisible isotropically-restricted contribution to the signal in the white matter ex vivo fixed tissue (monkey) at 7T, and do not allow us to discard such a possibility also for in vivo human data collected with a clinical 3T system.
引用
收藏
页码:118 / 134
页数:17
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