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Application of Deep Learning-Based Medical Image Segmentation via Orbital Computed Tomography
Published on: November 30, 2022
Quantifying Orbital Segmentation in Thyroid Eye Disease- Fat to Muscle Ratio Correlates With Restrictive Strabismus
Sharon Armarnik1, Daniel Hilewitz2, Michael Kinori1
1From the Gray Faculty of Medicine (S.A., D.H., M.K., N.B., M.L., O.Z., G.B.S., D.L.P., A.P.), Tel Aviv University, Tel Aviv, Israel; Sheba Medical Center (S.A., M.K., O.Z., G.B.S., D.L.P., A.P.), Goldschleger Eye Institute, Tel Hashomer, Israel.
The orbital fat-to-muscle ratio (FMR) is a key indicator in Thyroid Eye Disease (TED), with lower ratios predicting restrictive strabismus and disease activity. Three-dimensional FMR offers superior clinical relevance for risk stratification.
Area of Science:
- Ophthalmology
- Endocrinology
- Radiology
Background:
- Thyroid Eye Disease (TED) can cause restrictive strabismus due to orbital tissue changes.
- The fat-to-muscle ratio (FMR) is a potential imaging biomarker for assessing these changes.
Purpose of the Study:
- To evaluate the utility of orbital FMR in quantifying fat and muscle volumes in TED patients.
- To assess the association of FMR with restrictive strabismus and disease severity.
Main Methods:
- Retrospective analysis of orbital CT scans from 197 adult TED patients.
- Quantification of orbital fat and extraocular muscle (EOM) volumes using 3D segmentation to calculate FMR.
- Correlation analysis of FMR with strabismus, restrictive motility, Clinical Activity Score (CAS), and thyroid-stimulating immunoglobulin (TSI).
Main Results:
- Lower FMR was significantly associated with restrictive ocular motility (p < 0.001) and strabismus.
- FMR inversely correlated with strabismus angle, EOM surgery, CAS, and TSI levels.
- Lower FMR was an independent predictor of restrictive motility, with a cutoff of 0.66 discriminating strabismus presence.
Conclusions:
- Quantitative 3D FMR is a clinically relevant biomarker in TED, reflecting muscle and fat involvement.
- Lower FMR identifies patients at higher risk for restrictive motility and strabismus.
- 3D FMR enhances risk stratification and longitudinal assessment in TED compared to 2D measurements.
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