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Updated: Sep 8, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
A Practical CEUS Thyroid Reporting System for Thyroid Nodules
Jingliang Ruan1, Xiaolin Xu1, Yan Cai1
1From the Department of Ultrasound, Sun Yat-sen Memorial Hospital, Sun Yat-sen University (J.R., X.X., M.L., W.Z., R.L., P.L., B.O., B.L.), Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation (J.R., X.X., M.L., W.Z., R.L., B.O., B.L.), and Department of Otolaryngology, Head and Neck Surgery (P.L.), No. 33 Yingfeng Rd, Guangzhou 510289, China; Department of Ultrasound, Central People's Hospital of Zhanjiang, Zhanjiang, China (Y.C., Y.X.); and Department of Ultrasound, Affiliated Huadu Hospital of Southern Medical University, Guangzhou 510810, China (H.Z., Q.Y.).
A new contrast-enhanced ultrasound (CEUS) system improves thyroid nodule risk assessment, reducing unnecessary biopsies. This CEUS TI-RADS offers higher accuracy in stratifying malignancy risk for better patient management.
Area of Science:
- Radiology
- Oncology
- Medical Imaging
Background:
- The diagnostic role of contrast-enhanced ultrasound (CEUS) in thyroid nodule evaluation remains underexplored.
- Reducing unnecessary fine-needle aspiration (FNA) biopsies is crucial for patient care and healthcare efficiency.
Purpose of the Study:
- To develop and validate a novel Thyroid Imaging Reporting and Data System (TI-RADS) incorporating both nonenhanced ultrasound and CEUS features.
- To enhance the stratification of malignancy risk in thyroid nodules using this integrated imaging approach.
Main Methods:
- A retrospective analysis of 801 thyroid nodules from 756 patients who underwent nonenhanced US, CEUS, and FNA biopsy.
- Logistic regression analysis identified independent predictive features from qualitative US and CEUS findings to construct the CEUS TI-RADS.
- Internal cross-validation and two independent external validation sets were used to assess the system's performance.
Main Results:
- The developed CEUS TI-RADS demonstrated a superior area under the receiver operating characteristic curve (0.93) compared to existing systems.
- It achieved a high biopsy yield for malignancy (66%) while significantly reducing the unnecessary biopsy rate (34%).
- External validation confirmed robust performance with areas under the curve of 0.89 and 0.90, and malignancy yields of 61% and 57% respectively.
Conclusions:
- A new CEUS-based TI-RADS effectively stratifies thyroid nodule malignancy risk by integrating nonenhanced US and CEUS qualitative features.
- This system shows promise in improving diagnostic accuracy and reducing the need for invasive procedures like FNA biopsies.
- The CEUS TI-RADS represents a valuable advancement in the noninvasive evaluation of thyroid nodules.
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