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Updated: Apr 3, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Quantitative analysis of suspicious thyroid nodules by contrast-enhanced ultrasonography
Yizhou Hu1, Ping Li2, Shufei Jiang1
1Department of Ultrasound, Renji Hospital, School of Medicine, Shanghai Jiaotong University Shanghai 200127, China.
Objective:
This study aimed to investigate the characteristics of suspicious thyroid nodules of different pathological types on contrast-enhanced ultrasound (CEUS) with quantitative analysis software (Qlab).
Methods:
A total of 101 suspicious thyroid nodules were recruited from 90 adult patients undergoing ultrasound (US), CEUS and fine-needle aspiration cytology (FNCA). The CEUS characteristics were quantitatively analyzed by investigators blind to the pathological information.
Results:
In 68 benign thyroid nodules, the proportion of single nodules was higher (54.4%) than that of miliary nodules (n = 2-4), and most of them were identical-in, slow-out and hypoenhancement as compared to adjacent normal tissues. In 17 malignant thyroid nodules, most of them were slow-in, identical-out and more hypoenhancement as compared to adjacent normal tissues on CEUS.
Conclusion:
Benign thyroid nodules show identical-in, slow-out and hypoenhancement while malignant thyroid nodules have slow-in, identical-out and more hypoenhancement as compared to adjacent normal tissues on CEUS. Quantitative analysis of thyroid nodules on CEUS may help to identify suspicious nodules and select a proper treatment.

