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Updated: Jun 30, 2026

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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Sonographic differentiation of thyroid nodules with eggshell calcifications.
Byung Moon Kim1, Min Jung Kim, Eun-Kyung Kim
1Department of Radiology, Sungkyunkwan University School of Medicine, Kangbuk Samsung Hospital, Seoul, Korea.
Summary
New sonographic findings, including peripheral halo and disrupted calcification rims, are more effective at identifying malignant thyroid nodules with eggshell calcifications than traditional criteria.
Area of Science:
- Radiology
- Oncology
- Endocrinology
Background:
- Thyroid nodules with eggshell calcifications present a diagnostic challenge.
- Differentiating benign from malignant nodules is crucial for appropriate patient management.
Purpose of the Study:
- To evaluate known suspicious sonographic features.
- To identify additional sonographic findings for improved differentiation of benign and malignant thyroid nodules with eggshell calcifications.
Main Methods:
- Retrospective review of 93 thyroid nodules with eggshell calcifications from 92 patients.
- Assessment of known suspicious criteria (hypoechogenicity, irregular margins, taller-than-wide shape) and additional findings (hypoechoic halo, disrupted calcification rim).
- Calculation and comparison of sensitivity and specificity for differentiating benign and malignant nodules.
Main Results:
- Malignant nodules: 59; Benign nodules: 34.
- Peripheral halo and disrupted calcification rim showed higher sensitivity (62.7%, 76.3%) than known criteria (40.7%, 35.6%, 55.9%).
- Combination of halo and disrupted rim yielded significantly higher sensitivity (93.2%) compared to known criteria (78%), with similar specificity (64.7%).
Conclusions:
- Peripheral halo and disrupted eggshell calcifications are more effective sonographic predictors of malignancy in thyroid nodules.
- These findings offer improved differentiation compared to traditional criteria like hypoechogenicity, microlobulated margins, and taller-than-wide shape.
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