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Updated: Jan 20, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Distinguishing mummified thyroid nodules from malignant thyroid nodules.
Xiao Qu Tan1, LinXue Qian2, YunHong Wang3
1Department of ultrasound, Beijing Friendship Hospital, NO.95 Yongan Road, Xicheng District, Beijing. txqtan0505@sina.com.
Ultrasonography can identify "mummified" thyroid nodules using specific signs like cystic wall shrinkage and concentric configuration. These ultrasonographic features aid in differentiating mummified nodules from malignant thyroid cancer, potentially avoiding unnecessary biopsies.
Area of Science:
- Radiology
- Endocrinology
- Oncology
Background:
- Thyroid nodules are common, with malignancy being a primary concern.
- Accurate differentiation between benign and malignant nodules is crucial for patient management.
- Distinguishing
- mummified
- thyroid nodules from malignant ones can be challenging with conventional imaging.
Purpose of the Study:
- To identify ultrasonographic (US) features that differentiate "mummified" thyroid nodules from malignant thyroid nodules.
- To improve the accuracy of imaging-based diagnosis for thyroid nodules.
- To reduce the need for unnecessary fine-needle aspiration cytology (FNAC) biopsies.
Main Methods:
- Retrospective review of US features in 193 confirmed "mummified" thyroid nodules and 109 malignant thyroid lesions.
- Analysis of US characteristics including content, echo, shape, margin, microcalcification, lymph nodes, and specific signs.
- Evaluation of nodule changes during follow-up imaging.
Main Results:
- The cystic wall shrinkage sign and concentric configuration or finger sign were highly specific for "mummified" thyroid nodules.
- These signs demonstrated high specificity (91.7% and 99.9%) in distinguishing "mummified" from malignant nodules.
- A continuous decrease in cyst size was observed in "mummified" nodules during follow-up.
Conclusions:
- "Mummified" thyroid nodules exhibit characteristic US features: cystic wall shrinkage sign and concentric configuration or finger sign.
- These US findings, along with size reduction over time, aid in differentiating "mummified" from malignant thyroid nodules.
- Ultrasonography can facilitate accurate imaging-based differential diagnosis, potentially reducing invasive procedures.
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