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Updated: Feb 2, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Ultrasonographic Multimodality Diagnostic Model of Thyroid Nodules
Rui-Na Zhao1, Bo Zhang1, Yu-Xin Jiang1
1Department of Ultrasound, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
This study identified key risk factors for thyroid cancer and developed a multimodality ultrasound model. The new model significantly improved diagnostic accuracy for thyroid nodules compared to individual ultrasound techniques.
Area of Science:
- Radiology
- Oncology
- Medical Imaging
Background:
- Thyroid nodules are common, with a small percentage being malignant.
- Accurate diagnosis of thyroid cancer is crucial for effective treatment.
- Existing ultrasound methods have limitations in differentiating benign from malignant nodules.
Purpose of the Study:
- To identify independent risk factors for thyroid cancer.
- To establish an ultrasonographic multimodality diagnostic model for thyroid nodules.
- To evaluate the diagnostic performance of this novel model.
Main Methods:
- A cohort of 367 thyroid nodules from 307 patients were examined using conventional ultrasound, contrast-enhanced ultrasound (CEUS), and ultrasound elastography.
- Binary logistic regression analysis was employed to identify risk factors and build the diagnostic model.
- Diagnostic accuracy, sensitivity, and specificity of individual methods and the multimodality model were compared.
Main Results:
- Seven independent risk factors for thyroid cancer were identified: age, irregular shape, hypoechoic/marked hypoechoic patterns, irregular blood flow, heterogeneous enhancement, and elastic score 3/4.
- The multimodality diagnostic model achieved 86.9% accuracy, 93.5% sensitivity, and 77.3% specificity.
- The multimodality model demonstrated superior diagnostic performance over conventional ultrasound, CEUS, and ultrasound elastography alone.
Conclusions:
- Age, specific ultrasonographic features, and elastography scores are significant predictors of thyroid cancer.
- The developed multimodality ultrasonographic diagnostic model is effective for diagnosing thyroid nodules.
- This integrated approach enhances diagnostic accuracy, aiding in the management of thyroid nodules.
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