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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
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Analysis of 665 thyroid nodules using both EU-TIRADS and ACR TI-RADS classification systems.
Ana Paula Borges1,2,3, Célia Antunes4, Filipe Caseiro-Alves4,5,6
1Radiology Department, Coimbra Hospital and Universitary Centre, Praceta Professor Mota Pinto, 3004-561, Coimbra, Portugal. anapsborges0593@gmail.com.
Thyroid Research
|May 7, 2023
Summary
Comparing thyroid nodule classification systems, the American College of Radiology TI-RADS (ACR TI-RADS) reduced fine-needle aspiration (FNA) more than the European Thyroid Association (EU-TIRADS). Both systems effectively detect malignancy, but ACR TI-RADS showed slightly better specificity in excluding it.
Area of Science:
- Endocrinology
- Radiology
- Oncology
Background:
- Ultrasound-based classification systems stratify thyroid nodules for fine-needle aspiration (FNA) based on malignancy risk.
- Discrepancies in these systems can impact thyroid cancer detection rates.
- Comparing the European Thyroid Association (EU-TIRADS) and American College of Radiology TI-RADS (ACR TI-RADS) is crucial for optimizing diagnostic accuracy.
Purpose of the Study:
- To compare the EU-TIRADS and ACR TI-RADS classification systems.
- To evaluate differences in FNA indications between the two systems.
- To assess the diagnostic performance of each system in thyroid nodule assessment.
Main Methods:
- Retrospective study of 665 thyroid nodules from 598 patients.
- Nodules classified using EU-TIRADS and ACR TI-RADS based on sonographic features.
- Cytological and pathological diagnoses obtained for comparison.
Main Results:
- A significant association was found between EU-TIRADS and ACR TI-RADS (p < 0.001).
- ACR TI-RADS resulted in a greater reduction of FNA procedures (32% vs 24.5%).
- Both systems demonstrated comparable sensitivity for malignancy detection, with ACR TI-RADS showing slightly higher specificity.
Conclusions:
- Both EU-TIRADS and ACR TI-RADS are suitable for thyroid nodule risk stratification and avoiding unnecessary FNAs.
- ACR TI-RADS led to fewer FNA procedures and demonstrated slightly greater efficiency in excluding malignancy.
- The study highlights the importance of selecting appropriate classification systems for accurate thyroid nodule management.

