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Updated: Oct 29, 2025

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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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Update on the Evaluation of Thyroid Nodules.
Victor J Bernet1, Ana-Maria Chindris2
1Division of Endocrinology, Department of Medicine, Mayo Clinic in Florida, Jacksonville, Florida bernet.victor@mayo.edu.
Summary
Most thyroid nodules (TN) are benign and can be monitored safely. Risk stratification guides biopsy and imaging, while treatment for TN is individualized, with active surveillance an option for certain microcarcinomas.
Area of Science:
- Endocrinology
- Oncology
- Radiology
Background:
- Thyroid nodules (TN) are common, with a 7%-15% malignancy risk.
- Increased imaging leads to more incidental TN diagnoses.
- Initial evaluation involves thyroid function, risk factors, and imaging.
Purpose of the Study:
- To review the epidemiology, diagnosis, and management of thyroid nodules.
- To highlight recent advances in TN assessment and treatment.
- To provide guidance on individualized patient management.
Main Methods:
- Literature search of PubMed and Medline for TN studies in the last 5 years.
- Review of diagnostic modalities including ultrasound, biopsy, and scintigraphy.
- Analysis of risk stratification systems and molecular testing advancements.
Main Results:
- Ultrasound is the gold standard for TN morphology; biopsy confirms benignancy.
- Risk stratification systems reduce unnecessary biopsies.
- Molecular testing decreases diagnostic surgeries for indeterminate cytology.
- Scintigraphy is key for hyperfunctioning nodules.
- Active surveillance is viable for micropapillary thyroid cancer.
Conclusions:
- Most TN are benign and manageable with monitoring.
- Biopsy and imaging frequency should be risk-stratified.
- Treatment for TN requires individualized approaches.
- Active surveillance is recommended for specific papillary microcarcinomas.
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