Longitudinal analysis of cerebellum volume changes in a multiple sclerosis cohort

Multiple sclerosis (MS) is a degenerative disease of the central nervous system that affects millions worldwide. The cerebellum, crucial for motion coordination, is affected by this disease. In this study, we employed a modified deep-learning-based cerebellum parcellation framework, ACAPULCO, to investigate the longitudinal patterns of cerebellar volume in cohorts with relapsing-remitting MS (RRMS) and secondary progressive MS (SPMS). We identified and corrected ACAPULCO errors in our cohort with a post-processing step. Statistical analysis was performed with a linear mixed-effect model on the volumetrics of the parcellated regions. Our findings indicate that Lobules IV, V, and VI are the most affected by disease progression, agreeing with previous clinical research.

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Published
2025-02-15
DOI
https://doi.org/10.1117/12.3047089
Primary Topic
Multiple Sclerosis Research Studies
Type
article
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article

Longitudinal analysis of cerebellum volume changes in a multiple sclerosis cohort

Shiv Saidha, Peter A. Calabresi, Jerry L. Prince, Aaron Carass et al.
Multiple Sclerosis Research Studies
article

Longitudinal analysis of cerebellum volume changes in a multiple sclerosis cohort

Shiv Saidha, Peter A. Calabresi, Jerry L. Prince, Aaron Carass, Shimeng Wang
article en

Abstract

Multiple sclerosis (MS) is a degenerative disease of the central nervous system that affects millions worldwide. The cerebellum, crucial for motion coordination, is affected by this disease. In this study, we employed a modified deep-learning-based cerebellum parcellation framework, ACAPULCO, to investigate the longitudinal patterns of cerebellar volume in cohorts with relapsing-remitting MS (RRMS) and secondary progressive MS (SPMS). We identified and corrected ACAPULCO errors in our cohort with a post-processing step. Statistical analysis was performed with a linear mixed-effect model on the volumetrics of the parcellated regions. Our findings indicate that Lobules IV, V, and VI are the most affected by disease progression, agreeing with previous clinical research.

Johns Hopkins University (US), Johns Hopkins Medicine (US)
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Openalex Percentile: Top 96%
Multiple Sclerosis Research Studies
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