Large-scale analysis of subregional thigh muscle volumes on Dixon MRI and potential clinical utility

Motivation: Asymmetrical muscle atrophy and hypertrophy are known to occur in muscular atrophy. Musclar subtle changes are important indicators for early detection and tracking changes longitudinally with intervention. Goal(s): To automatically segment thigh muscle subregions and assess their muscular volume and trends with ageing on large-scale data. Approach: We trained nnU-Net for thigh muscle segmentation, and applied on the UK-Biobank data to assess the association between muscular volume and aging and diseases. Results: Thigh musclar volume decreases as we are aging, and is significantly inversely associated with type-2 diabetes, hyptertebnsion and dementia. Impact: Lower volume of the anterior thigh muscle was found in type-2 diabetes, hypertension and dementia patients. Lower volumes of the medial and posterior thigh muscle were found in dementia patients.

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
2024-11-26
DOI
https://doi.org/10.58530/2024/1536
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Large-scale analysis of subregional thigh muscle volumes on Dixon MRI and potential clinical utility

Varut Vardhanabhuti, Jie Lian, Fan Huang
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
Advanced MRI Techniques and Applications
article

Large-scale analysis of subregional thigh muscle volumes on Dixon MRI and potential clinical utility

Varut Vardhanabhuti, Jie Lian, Fan Huang
article en

Abstract

Motivation: Asymmetrical muscle atrophy and hypertrophy are known to occur in muscular atrophy. Musclar subtle changes are important indicators for early detection and tracking changes longitudinally with intervention. Goal(s): To automatically segment thigh muscle subregions and assess their muscular volume and trends with ageing on large-scale data. Approach: We trained nnU-Net for thigh muscle segmentation, and applied on the UK-Biobank data to assess the association between muscular volume and aging and diseases. Results: Thigh musclar volume decreases as we are aging, and is significantly inversely associated with type-2 diabetes, hyptertebnsion and dementia. Impact: Lower volume of the anterior thigh muscle was found in type-2 diabetes, hypertension and dementia patients. Lower volumes of the medial and posterior thigh muscle were found in dementia patients.

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
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Advanced MRI Techniques and Applications
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