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Updated: Jul 15, 2026

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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Vascularisation of benign and malignant thyroid nodules: CD US evaluation
G Ivanac1, B Brkljacic, K Ivanac
1Radiology Department, University Hospital Dubrava, Zagreb. gordana.augustan@zg.t-com.hr
Summary
Doppler ultrasound (DUS) can help differentiate benign from malignant thyroid nodules. A resistance index (RI) greater than or equal to 0.70, along with specific vascular patterns, indicates malignancy with high accuracy.
Area of Science:
- Radiology
- Oncology
- Medical Imaging
Background:
- Doppler ultrasound (DUS) identifies blood flow in thyroid tumors.
- Its precise role in distinguishing benign from malignant thyroid nodules is not fully established.
Purpose of the Study:
- To investigate the utility of DUS in differentiating benign and malignant thyroid nodules.
- To correlate vascular patterns and spectral Doppler parameters with nodule type.
Main Methods:
- Analysis of DUS vascularization patterns (0-4) and spectral parameters (PSV, EDV, RI) in 70 thyroid nodules (50 benign, 20 malignant).
- Categorization of vascularity based on internal and peripheral flow.
- Measurement of peak systolic velocity (PSV), end diastolic velocity (EDV), and calculation of resistance index (RI).
Main Results:
- Malignant nodules showed a higher prevalence of vascularization patterns 3 and 4.
- Benign nodules were more frequently associated with patterns 1, 2, and 3.
- Significantly lower EDV and higher RI were observed in malignant nodules compared to benign ones.
- An RI threshold of >= 0.70 demonstrated 80% sensitivity and 92% specificity for malignancy.
Conclusions:
- DUS vascularization patterns, particularly internal flow, and RI >= 0.70 can reliably distinguish malignant from benign thyroid nodules.
- Nodules with predominant peripheral vascularization and low RI (<0.70) are likely benign.
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