Comparative Evaluation of Microstructural Diffusion Methods in Characterizing Multiple Sclerosis Lesions

Motivation: There is a need for biomarkers that are specific to micrometer-scale cellular features in multiple sclerosis (MS). Goal(s): This study aims to evaluate and compare the sensitivity of various dMRI-based microstructural methods. Approach: We conducted a comparative analysis of five dMRI-based microstructural methods —DTI, DKI, SMI, SMT, and NODDI —assessing the ability of their parameters to differentiate four clinically-relevant white matter tissue types in MS: cBHs (chronic black holes), T2-lesion, cBHs-NAWM, and T2-NAWM. Results: Unlike DTI and DKI, only the multi-compartmental SMI, SMT, and NODDI can effectively distinguish cBHs from T2-lesions, highlighting their potential as more specific biomarkers for MS-related white matter changes. Impact: This study provides a better understanding of how multiple widely-used diffusion methods characterize MS lesions, which can assist in identifying the most effective imaging techniques for more accurate diagnoses in MS clinical practice.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/3593
Primary Topic
Orthopaedic implants and arthroplasty
Type
article
Field-Weighted Citation Impact
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article

Comparative Evaluation of Microstructural Diffusion Methods in Characterizing Multiple Sclerosis Lesions

Chaoyang Jin, Xiaoyu Jiang, Junzhong Xu, Francesca Bagnato et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Orthopaedic implants and arthroplasty
article

Comparative Evaluation of Microstructural Diffusion Methods in Characterizing Multiple Sclerosis Lesions

Chaoyang Jin, Xiaoyu Jiang, Junzhong Xu, Francesca Bagnato, Ahmad A. Toubasi, Caroline Gheen, Taegan Vinersky
article en

Abstract

Motivation: There is a need for biomarkers that are specific to micrometer-scale cellular features in multiple sclerosis (MS). Goal(s): This study aims to evaluate and compare the sensitivity of various dMRI-based microstructural methods. Approach: We conducted a comparative analysis of five dMRI-based microstructural methods —DTI, DKI, SMI, SMT, and NODDI —assessing the ability of their parameters to differentiate four clinically-relevant white matter tissue types in MS: cBHs (chronic black holes), T2-lesion, cBHs-NAWM, and T2-NAWM. Results: Unlike DTI and DKI, only the multi-compartmental SMI, SMT, and NODDI can effectively distinguish cBHs from T2-lesions, highlighting their potential as more specific biomarkers for MS-related white matter changes. Impact: This study provides a better understanding of how multiple widely-used diffusion methods characterize MS lesions, which can assist in identifying the most effective imaging techniques for more accurate diagnoses in MS clinical practice.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 60%
Orthopaedic implants and arthroplasty
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Comparative Evaluation of Microstructural Diffusion Methods in Characterizing Multiple Sclerosis Lesions — Chaoyang Jin, Xiaoyu Jiang, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS