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鉴定肌萎缩性侧索硬化症小鼠模型扩散特性变化的潜在成像标志物:连续时间随机行走模型在脊髓组织超高 b 值扩散加权磁共振图像中的应用。

Identifying potential imaging markers for diffusion property changes in a mouse model of amyotrophic lateral sclerosis: Application of the continuous time random walk model to ultrahigh b-value diffusion-weighted MR images of spinal cord tissue.

机构信息

Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, Illinois, USA.

Preclinical Imaging Core, University of Illinois Chicago, Chicago, Illinois, USA.

出版信息

NMR Biomed. 2024 Jan;37(1):e5037. doi: 10.1002/nbm.5037. Epub 2023 Sep 18.

Abstract

Diffusion MRI (dMRI) explores tissue microstructures by analyzing diffusion-weighted signal decay measured at different b-values. While relatively low b-values are used for most dMRI models, high b-value diffusion-weighted imaging (DWI) techniques have gained interest given that the non-Gaussian water diffusion behavior observed at high b-values can yield potentially valuable information. In this study, we investigated anomalous diffusion behaviors associated with degeneration of spinal cord tissue using a continuous time random walk (CTRW) model for DWI data acquired across an extensive range of ultrahigh b-values. The diffusion data were acquired in situ from the lumbar level of spinal cords of wild-type and age-matched transgenic SOD1 mice, a well-established animal model of amyotrophic lateral sclerosis (ALS) featuring progressive degeneration of axonal tracts in this tissue. Based on the diffusion decay behaviors at low and ultrahigh b-values, we applied the CTRW model using various combinations of b-values and compared diffusion metrics calculated from the CTRW model between the experimental groups. We found that diffusion-weighted signal decay curves measured with ultrahigh b-values (up to 858,022 s/mm in this study) were well represented by the CTRW model. The anomalous diffusion coefficient obtained from lumbar spinal cords was significantly higher in SOD1 mice compared with control mice (14.7 × 10  ± 5.54 × 10  vs. 7.87 × 10  ± 2.48 × 10  mm /s, p = 0.01). We believe this is the first study to illustrate the efficacy of the CTRW model for analyzing anomalous diffusion regimes at ultrahigh b-values. The CTRW modeling of ultrahigh b-value dMRI can potentially present a novel approach for noninvasively evaluating alterations in spinal cord tissue associated with ALS pathology.

摘要

扩散磁共振成像(dMRI)通过分析在不同 b 值下测量的扩散加权信号衰减来探索组织微观结构。虽然大多数 dMRI 模型使用相对较低的 b 值,但高 b 值扩散加权成像(DWI)技术已经引起了人们的兴趣,因为在高 b 值下观察到的非高斯水分子扩散行为可以提供有价值的信息。在这项研究中,我们使用连续时间随机行走(CTRW)模型研究了与脊髓组织退化相关的异常扩散行为,该模型用于在广泛的超高 b 值范围内获取 DWI 数据。扩散数据是从野生型和年龄匹配的转基因 SOD1 小鼠的脊髓腰段原位采集的,SOD1 小鼠是一种成熟的肌萎缩侧索硬化症(ALS)动物模型,其组织中的轴突束渐进性退化。基于低 b 值和超高 b 值下的扩散衰减行为,我们使用不同 b 值组合应用 CTRW 模型,并比较了实验组之间从 CTRW 模型计算得出的扩散指标。我们发现,超高 b 值(在本研究中高达 858,022 s/mm)下测量的扩散加权信号衰减曲线可以很好地用 CTRW 模型表示。与对照组相比,SOD1 小鼠的腰椎脊髓获得的异常扩散系数明显更高(14.7×10 ±5.54×10 vs. 7.87×10 ±2.48×10 mm/s,p=0.01)。我们认为这是第一个说明 CTRW 模型在超高 b 值下分析异常扩散区的功效的研究。超高 b 值 dMRI 的 CTRW 建模可能为非侵入性评估与 ALS 病理学相关的脊髓组织变化提供一种新方法。

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