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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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Diagnostic performance of elastography in cytologically indeterminate thyroid nodules
Francesca Garino1, Maurilio Deandrea, Manuela Motta
1Division of Endocrinology Diabetes and Metabolism, Department of Medicine, A.O. Ordine Mauriziano, Largo Turati 62, 10128, Turin, Italy, france.garino@gmail.com.
Endocrine
|October 3, 2014
Summary
Real-time elastography (RTE) combined with ultrasound (US) improves the diagnosis of indeterminate thyroid nodules (Thy3). This approach accurately differentiates benign from malignant lesions, potentially guiding treatment decisions and reducing unnecessary surgeries for thyroid nodules.
Area of Science:
- Endocrinology
- Radiology
- Oncology
Background:
- Fine-needle aspiration biopsy is standard for thyroid nodule diagnosis but struggles with indeterminate (Thy3) lesions.
- Elastography shows promise for improving indeterminate thyroid nodule risk stratification, but data is limited and conflicting.
- Current ultrasound (US) parameters alone are insufficient for definitive diagnosis of Thy3 nodules.
Purpose of the Study:
- To evaluate the efficacy of real-time elastography (RTE) in refining the diagnosis of indeterminate (Thy3) thyroid nodules.
- To integrate RTE findings with traditional ultrasound (US) parameters for enhanced diagnostic accuracy.
Main Methods:
- 108 patients with Thy3 nodules underwent evaluation using traditional US (hypoecogenicity, margins, calcifications, halo, vascularization) and RTE.
- Nodules were classified using a four-class color scale in RTE.
- Histological examination served as the gold standard for diagnosis (75 benign, 33 malignant).
Main Results:
- Traditional US parameters alone had limited diagnostic power.
- RTE scores 3 and 4 demonstrated significant diagnostic accuracy (84%) with high specificity (88%) and NPV (89%).
- Combining RTE with US parameters (≥2 suspicious factors) achieved 88% sensitivity and 94% NPV, identifying distinct malignancy risk groups (6% vs. 63%).
Conclusions:
- Real-time elastography significantly improves the diagnostic accuracy for indeterminate thyroid nodules when combined with ultrasound.
- The combined approach effectively stratifies patients into low and high malignancy risk groups, potentially guiding surgical decisions.
- Further research is needed to confirm if low-risk groups can avoid thyroidectomy, optimizing patient management.

