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
- Varut Vardhanabhuti (ORCID: https://orcid.org/0000-0001-6677-3194)
- Jie Lian (ORCID: https://orcid.org/0000-0002-9060-8831)
- Fan Huang (ORCID: https://orcid.org/0000-0001-7962-7647)
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