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利用考虑隔室间水交换效应的高梯度扩散磁共振成像进行体内皮质微结构映射。

In vivo cortical microstructure mapping using high-gradient diffusion MRI accounting for intercompartmental water exchange effects.

作者信息

Dong Tanxin, Lee Hong-Hsi, Zang Han, Lee Hansol, Tian Qiyuan, Wan Liang, Fan Qiuyun, Huang SusieY

机构信息

Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, China; Tianjin Key Laboratory of Brain Science and Neuroengineering, Tianjin, China; Haihe Laboratory of Brain-Computer Interaction and Human-Machine Interaction, Tianjin, China.

Department of Radiology, Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA, USA; Harvard Medical School, Boston, MA, USA.

出版信息

Neuroimage. 2025 Jul 1;314:121258. doi: 10.1016/j.neuroimage.2025.121258. Epub 2025 May 9.


DOI:10.1016/j.neuroimage.2025.121258
PMID:40349743
Abstract

In recent years, mapping tissue microstructure in the cortex using high gradient diffusion MRI has received growing attention. The Soma And Neurite Density Imaging (SANDI) explicitly models the soma compartment in the cortex assuming impermeable membranes. As such, it does not account for diffusion time dependence due to water exchange in the estimated microstructural properties, as neurites in gray matter are much less myelinated than in white matter. In this work, we performed a systematic evaluation of an extended SANDI model for in vivo human cortical microstructural mapping that accounts for water exchange effects between the neurite and extracellular compartments using the anisotropic Kärger model. We refer to this model as in vivo SANDIX, adapting the nomenclature from previous publications. As in the original SANDI model, the soma compartment is modeled as an impermeable sphere due to the much smaller surface-to-volume ratio compared to the neurite compartment. A Monte Carlo simulation study was performed to examine the sensitivity of the in vivo SANDIX model to sphere radii, compartment fractions, and water exchange times. The simulation results indicate that the proposed in vivo SANDIX framework can account for the water exchange effect and provide measures of intra-soma and intra-neurite signal fractions without spurious time-dependence in estimated parameters, whereas the measured water exchange times need to be interpreted with caution. The model was then applied to in vivo diffusion MRI data acquired in 13 healthy adults on the 3-Tesla Connectome MRI scanner equipped with 300 mT/m gradients. The in vivo results exhibited patterns that were consistent with corresponding anatomical characteristics in both cortex and white matter. In particular, the estimated water exchange times in gray and white matter were distinct and differentiated between the two tissue types. Our results show the SANDIX approach applied to high-gradient diffusion MRI data achieves cortical microstructure mapping of the in vivo human brain with the evaluation of water exchange effects. This approach potentially provides a more appropriate description of in vivo cortical microstructure for improving data interpretation in future neurobiological studies.

摘要

近年来,利用高梯度扩散磁共振成像(MRI)绘制皮质组织微观结构受到越来越多的关注。体细胞与神经突密度成像(SANDI)在假设细胞膜不可渗透的情况下,明确地对皮质中的体细胞区室进行建模。因此,由于灰质中的神经突髓鞘化程度远低于白质,它在估计微观结构特性时没有考虑由于水交换导致的扩散时间依赖性。在这项工作中,我们对一种扩展的SANDI模型进行了系统评估,该模型用于体内人类皮质微观结构映射,使用各向异性的卡尔格模型考虑神经突和细胞外区室之间的水交换效应。我们将此模型称为体内SANDIX,采用先前出版物中的命名法。与原始SANDI模型一样,由于体细胞区室的表面积与体积比远小于神经突区室,因此将体细胞区室建模为不可渗透的球体。进行了蒙特卡罗模拟研究,以检验体内SANDIX模型对球体半径、区室分数和水交换时间的敏感性。模拟结果表明,所提出的体内SANDIX框架可以考虑水交换效应,并提供体细胞内和神经突内信号分数的测量值,而估计参数中没有虚假的时间依赖性,不过对测量的水交换时间需要谨慎解释。然后将该模型应用于在配备300 mT/m梯度的3特斯拉连接组MRI扫描仪上采集的13名健康成年人的体内扩散MRI数据。体内结果显示出与皮质和白质中相应解剖特征一致的模式。特别是,估计的灰质和白质中的水交换时间明显不同,并且在两种组织类型之间有差异。我们的结果表明,将SANDIX方法应用于高梯度扩散MRI数据可在评估水交换效应的情况下实现体内人类大脑皮质微观结构映射。这种方法有可能为未来神经生物学研究中的数据解释提供对体内皮质微观结构更合适的描述。

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本文引用的文献

[1]
Introducing µGUIDE for quantitative imaging via generalized uncertainty-driven inference using deep learning.

Elife. 2024-11-26

[2]
Age-related alterations in human cortical microstructure across the lifespan: Insights from high-gradient diffusion MRI.

Aging Cell. 2024-11

[3]
Intrinsic and extrinsic contributors to subregional thalamic volume loss in multiple sclerosis.

Ann Clin Transl Neurol. 2024-6

[4]
A petavoxel fragment of human cerebral cortex reconstructed at nanoscale resolution.

Science. 2024-5-10

[5]
A novel imaging marker of cortical "cellularity" in multiple sclerosis patients.

Sci Rep. 2024-4-29

[6]
Pore size estimation in axon-mimicking microfibers with diffusion-relaxation MRI.

Magn Reson Med. 2024-6

[7]
The effects of axonal beading and undulation on axonal diameter estimation from diffusion MRI: Insights from simulations in human axons segmented from three-dimensional electron microscopy.

NMR Biomed. 2024-4

[8]
Diffusional kurtosis time dependence and the water exchange rate for the multi-compartment Kärger model.

Magn Reson Med. 2024-3

[9]
Mapping tissue microstructure across the human brain on a clinical scanner with soma and neurite density image metrics.

Hum Brain Mapp. 2023-9

[10]
Detection of grey matter microstructural substrates of neurodegeneration in multiple sclerosis.

Brain Commun. 2023-5-24

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