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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Long-Term Ultrasound Surveillance of Solid and Predominantly Solid Thyroid Nodules Reveals Two Distinct Absorption
Yan Hu1, Wei Zhou1,2, Shangyan Xu1
1Department of Ultrasound, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China, shsmu.edu.cn.
Benign thyroid nodules can significantly shrink over time, with some showing rapid absorption and others gradual decline. This volume reduction phenomenon in solid nodules is important for long-term surveillance.
Area of Science:
- Endocrinology
- Radiology
- Oncology
Background:
- Thyroid nodules are common, and their behavior during surveillance requires understanding.
- Solid and predominantly solid nodules are frequently monitored using ultrasound.
- The absorption phenomenon, typically seen in cystic nodules, is less characterized in solid nodules.
Purpose of the Study:
- To characterize volume reduction in benign solid and predominantly solid thyroid nodules during long-term ultrasound surveillance.
- To describe distinct absorption patterns over time in these nodules.
- To compare clinical and ultrasound features between different volume change patterns.
Main Methods:
- Retrospective study of 34 solid/predominantly solid thyroid nodules from 32 patients.
- Longitudinal ultrasound surveillance over a median of 28 months.
- Generalized additive mixed models (GAMMs) and unsupervised clustering to analyze volume change trajectories.
Main Results:
- All nodules showed significant volume decrease (median reduction: 85.6%).
- Two patterns identified: rapid-absorption and slow-absorption groups.
- Slow-absorption nodules were more often in the lower pole and lacked Doppler flow; some showed changes in echogenicity/stiffness over time.
Conclusions:
- Solid thyroid nodules can undergo significant volume reduction, similar to cystic nodules.
- This absorption phenomenon in solid nodules may be underrecognized.
- Understanding diverse volume change patterns improves interpretation of nodule evolution during follow-up.
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