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Quantitative evaluation of fatty change in rotator cuff muscles using the Otsu thresholding method
Atsushi Arino1, Nobuyuki Yamamoto1, Kazuma Sasaki1
1Department of Orthopaedic Surgery, Tohoku University School of Medicine, Sendai, Japan.
Journal of Shoulder and Elbow Surgery
|June 5, 2025
Summary
Otsu's thresholding offers a reliable, objective method for quantifying rotator cuff muscle fatty change, surpassing the subjective Goutallier classification in inter-rater reliability for improved clinical decision-making.
Area of Science:
- Orthopedics
- Radiology
- Medical Imaging Analysis
Background:
- Accurate assessment of fatty change in rotator cuff muscles is crucial for surgical planning and predicting outcomes.
- The Goutallier classification, a common grading system, is subjective and prone to inter-rater variability.
- Developing objective quantitative methods is essential for consistent fatty change assessment.
Purpose of the Study:
- To evaluate the reliability and validity of Otsu's thresholding for quantifying fatty area in rotator cuff muscles using MRI.
- To compare the performance of Otsu's thresholding method against the Goutallier classification.
Main Methods:
- Thirty-four patients with large to massive rotator cuff tears underwent MRI.
- Two surgeons independently assessed rotator cuff muscles using Goutallier classification and Otsu's thresholding via ImageJ.
- Inter-rater reliability was assessed using weighted kappa (Goutallier) and intraclass correlation coefficient (Otsu's method). Segmentation accuracy was measured using Intersection over Union (IoU).
Main Results:
- Otsu's thresholding demonstrated significantly higher inter-rater reliability (ICC >0.90) compared to Goutallier classification (kappa: 0.64-0.79).
- Segmentation accuracy (IoU) was robust (0.70-0.85), especially for supraspinatus and subscapularis muscles.
- A strong correlation existed between Goutallier grades and fatty area percentage, with significant differences across all grades (P < .05).
Conclusions:
- Otsu's thresholding provides a reliable, objective, and efficient method for quantifying rotator cuff muscle fatty change.
- This quantitative approach offers superior inter-rater reliability compared to the Goutallier classification.
- The method can serve as a standardized alternative or supplement to subjective grading systems in clinical practice.

