Department of Electrical and Computer Engineering, University of Illinois Chicago, Chicago, Illinois, USA.
Preclinical Imaging Core, University of Illinois Chicago, Chicago, Illinois, USA.
NMR Biomed. 2024 Jan;37(1):e5037. doi: 10.1002/nbm.5037. Epub 2023 Sep 18.
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.
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。