Spinal cord microstructure-based tissue classification in cervical myelopathy

Motivation: Degenerative cervical myelopathy (DCM) due to chronic compression is generally examined using qualitative imaging, which does not specify how tissue microstructure changes within the cord. Goal(s): To implement a clustering-based tissue classification framework to identify tissue classes in DCM spinal cord. Approach: A variant of a clustering framework was implemented to classify cervical cord tissue based on 3 quantitative MRI measures without spatial input in 25 participants with DCM and one healthy control. "Tissue microstructure maps" were created for each participant. Results: Cluster sizes of white matter-like tissue were significantly lower in immediate above-compression regions compared to the whole cord, indicating upstream damage. Impact: Cervical cord tissue was classified in people with degenerative cervical myelopathy based only on clustering quantitative MRI measures. Different proportions of tissue clusters were seen in regions immediately above compression sites compared to the entire imaged cord (C2-C5).

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/10.58530/2025/1612
Primary Topic
Medical Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spinal cord microstructure-based tissue classification in cervical myelopathy

Shannon Kolind, Anthony Traboulsee, Alex MacKay, Sharada Balaji 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
Medical Imaging and Analysis
article

Spinal cord microstructure-based tissue classification in cervical myelopathy

Shannon Kolind, Anthony Traboulsee, Alex MacKay, Sharada Balaji, Nicolas Dea
article en

Abstract

Motivation: Degenerative cervical myelopathy (DCM) due to chronic compression is generally examined using qualitative imaging, which does not specify how tissue microstructure changes within the cord. Goal(s): To implement a clustering-based tissue classification framework to identify tissue classes in DCM spinal cord. Approach: A variant of a clustering framework was implemented to classify cervical cord tissue based on 3 quantitative MRI measures without spatial input in 25 participants with DCM and one healthy control. "Tissue microstructure maps" were created for each participant. Results: Cluster sizes of white matter-like tissue were significantly lower in immediate above-compression regions compared to the whole cord, indicating upstream damage. Impact: Cervical cord tissue was classified in people with degenerative cervical myelopathy based only on clustering quantitative MRI measures. Different proportions of tissue clusters were seen in regions immediately above compression sites compared to the entire imaged cord (C2-C5).

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 76%
Medical Imaging and Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Spinal cord microstructure-based tissue classification in cervical myelopathy — Shannon Kolind, Anthony Traboulsee, 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