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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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Sonographic and pathologic features of malignant hot thyroid nodules: A multi-institutional study
Ekaterina L Koelliker1, Lauren N Krumeich2, Timothy Kravchenko3
1Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA. Electronic address: https://twitter.com/katiakoelliker.
Surgery
|October 8, 2025
Summary
Malignancy risk is higher in solitary toxic thyroid nodules compared to multinodular goiters. This finding supports pre-procedure biopsy for hot nodules before thermal ablation.
Area of Science:
- Endocrinology
- Oncology
- Radiology
Background:
- Hot thyroid nodules, typically benign, can present with suspicious sonographic features.
- Malignancy occurs in approximately 5% of hot thyroid nodules.
Purpose of the Study:
- To investigate the incidence, sonographic characteristics, and surgical pathology of malignancy in hot thyroid nodules.
- To guide the workup and pre-procedure assessment for thermal ablation of these nodules.
Main Methods:
- Retrospective analysis of 323 hot nodules from 257 patients undergoing thyroidectomy across 5 centers (2017-2024).
- Correlation of ultrasonography findings with thyroid uptake scans.
- Assessment of sonographic features using the Thyroid Imaging Reporting and Data System (TI-RADS) classification.
Main Results:
- Malignancy was found in 3.4% of hot nodules (11/323), with a higher rate in solitary toxic nodules (7.3%) versus toxic multinodular goiters (1.0%).
- Malignant nodules were more frequently solid, isoechoic/hyperechoic, and biopsied compared to benign ones.
- Pathology revealed papillary and follicular cancers with adverse features like lymphovascular invasion and tall cell variants.
Conclusions:
- Solitary toxic nodules present a greater malignancy risk than toxic multinodular goiters.
- Malignancies in solitary toxic nodules can display poor prognostic pathological features.
- The observed malignancy rate supports biopsy recommendations before thermal ablation of solitary toxic nodules.

