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Updated: Sep 24, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Clinical and ultrasonographic features in cancer risk stratification of indeterminate thyroid nodules
Saad M Alqahtani1, Sultan F Alanesi1, Waqas S Mahmood1
1From the Department of Surgery (Alqahtani), from ther Department of Community Medicine and Public Health (Mahmood), College of Medicine, Majmaah University, Al-Majmaah; from the Department of Surgery (Alanesi, Alharthi, Alzahrani, Alalawi), from the Department of Radiodiagnostics and Medical Imaging (Moustafa), from the Department of Pathology (Moharram), King Salman Armed Forces Hospital Northwestern Region, Tabuk, Kingdom of Saudi Arabia, and from Azra Naheed Medical College (Mahmood), Superior University, Lahore, Pakistan.
Objectives:
To estimate the risk of malignancy in indeterminate thyroid nodules and to determine whether certain clinical or radiological parameters can predict the risk of malignancy.
Methods:
This retrospective study enrolled all adult patients (age ≥14 years) with a cytological diagnosis of atypia/follicular lesion of undetermined significance and follicular neoplasm/suspicious for a follicular neoplasm between January 2014 and January 2020. Fifty patients with surgically treated primary thyroid nodules, documented final histological diagnosis, and ultrasound examination records were included. Thyroid nodules were evaluated radiologically using Thyroid Imaging Reporting and Data System introduced by the American College of Radiology (2017).
Results:
Forty-two (84.0%) female and 8 (16.0%) male patients were enrolled in the study. The malignancy risks were 44.8% for Bethesda III and 28.6% for Bethesda IV. The malignancy risks for the Thyroid Imaging Reporting and Data System categories were 33.3% (TR2), 39.1% (TR3), 35.3% (TR4), and 50% (TR5). No significant associations were observed between age, gender, Bethesda category, and Thyroid Imaging Reporting and Data System and the risk of malignancy.
Conclusion:
None of the clinical or radiological characteristics evaluated in this study contributed to the cancer risk stratification of thyroid nodules with indeterminate cytology. A prospective multicenter study is needed to better understand cytologically indeterminate thyroid nodules.
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