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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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Ultrasound Elastography and Cytological Analysis for Effective Thyroid Nodule Classification
Lakshmi Bharat Pentakota1, Prakash Sarjerao Patil
1Department of Radiodiagnosis, Krishna Institute of Medical Sciences, Krishna Vishwa Vidyapeeth (Deemed University), Karad, Maharashtra, India.
The Nigerian Postgraduate Medical Journal
|January 2, 2026
Summary
Ultrasound elastography (USE) accurately differentiates benign and malignant thyroid nodules (TNs), offering improved diagnostic potential over traditional methods. This technique shows promise for guiding fine-needle aspiration cytology (FNAC) procedures.
Area of Science:
- Medical Imaging
- Oncology
- Endocrinology
Background:
- Traditional methods for thyroid nodule (TN) diagnosis, including manual palpation and fine-needle aspiration cytology (FNAC), have limitations in distinguishing benign from malignant lesions.
- Accurate differentiation is crucial for appropriate patient management and avoiding unnecessary invasive procedures.
Purpose of the Study:
- To evaluate the diagnostic accuracy of ultrasound elastography (USE) in differentiating benign and malignant thyroid nodules (TNs).
- To assess the potential of USE as an adjunct to conventional diagnostic techniques in a tertiary care setting.
Main Methods:
- A prospective study involving 33 patients with solitary thyroid nodules (TNs) detected via ultrasonography (USG).
- Patients underwent USG, ultrasound elastography (USE), and fine-needle aspiration cytology (FNAC).
- Diagnostic accuracy, sensitivity, and specificity of USE were calculated and compared with cytological findings.
Main Results:
- Histological evaluation confirmed 39.4% of TNs as malignant (predominantly papillary carcinoma) and 60.6% as benign (mostly colloid nodules).
- Ultrasound elastography (USE) demonstrated high diagnostic efficacy with a sensitivity of 80.0% and specificity of 92.3%.
- A significant correlation was observed between elastography findings and cytological outcomes (P = 0.0001).
Conclusions:
- Ultrasound elastography (USE) shows significant potential as a novel, accurate method for differentiating solid thyroid nodules (TNs).
- USE can effectively guide the selection of optimal sites for fine-needle aspiration cytology (FNAC), improving diagnostic yield.
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