Pizzolato Marco, Andersson Mariam, Canales-Rodríguez Erick Jorge, Thiran Jean-Philippe, Dyrby Tim B
Department of Applied Mathematics and Computer Science, Technical University of Denmark, Kgs. Lyngby, Denmark; Signal Processing Laboratory (LTS5), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland; Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark.
Department of Applied Mathematics and Computer Science, Technical University of Denmark, Kgs. Lyngby, Denmark; Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark.
Magn Reson Imaging. 2022 Feb;86:118-134. doi: 10.1016/j.mri.2021.11.012. Epub 2021 Nov 29.
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 T 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 T, 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 T based on the directional spherical variance of the strongly diffusion-weighted signal. The spherical variance T 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 MRI-visible 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.
在磁共振成像中,施加强扩散加权会抑制大脑白质中扩散限制较小的成分对信号的贡献,从而能够估计由轴突等扩散限制较大的成分产生的横向弛豫时间T。然而,细胞核和液泡的存在会混淆轴突T的估计,因为这些结构内的扩散也受到限制,导致相应信号在强扩散加权下仍能保留。我们基于强扩散加权信号的方向球方差设计了一种轴突T的估计器。球方差T估计对信号中各向同性贡献(如细胞核和液泡提供的贡献)的存在不敏感。我们表明,在强扩散加权下,这些估计与使用包含轴突和各向同性限制贡献的信号方向球均值获得的估计不同。我们的研究结果表明,在7T的离体固定组织(猴子)白质中,存在对信号的MRI可见各向同性限制贡献,并且对于使用临床3T系统收集的体内人体数据,我们也不能排除这种可能性。