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

Author:

Gao Jin12,Jiang Mingchen3,Erricolo Danilo1,Magin Richard L.4,Morfini Gerardo5,Royston Thomas4,Larson Andrew C.6,Li Weiguo246ORCID

Affiliation:

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

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

3. Department of Physiology Northwestern University Chicago Illinois USA

4. Department of Biomedical Engineering University of Illinois Chicago Chicago Illinois USA

5. Department of Anatomy and Cell Biology University of Illinois Chicago Chicago Illinois USA

6. Department of Radiology Northwestern University Chicago Illinois USA

Abstract

AbstractDiffusion 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 SOD1G93A 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/mm2 in this study) were well represented by the CTRW model. The anomalous diffusion coefficient obtained from lumbar spinal cords was significantly higher in SOD1G93A mice compared with control mice (14.7 × 10−5 ± 5.54 × 10−5 vs. 7.87 × 10−5 ± 2.48 × 10−5 mm2/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.

Funder

National Institute for Health and Care Research

ALS Association

Publisher

Wiley

Subject

Spectroscopy,Radiology, Nuclear Medicine and imaging,Molecular Medicine

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