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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Ensuring patient safety when implementing a new diagnostic pathway for thyroid nodules.
M Brimioulle1, A Al-Lami2, S Marzouk2
1Ear, Nose and Throat Department, Royal Sussex County Hospital, Brighton and Sussex University Hospitals , Brighton , UK.
Ultrasound alone may not be sufficient to rule out thyroid cancer in district general hospitals. A significant number of benign-appearing nodules on ultrasound were malignant upon histological examination.
Area of Science:
- Radiology
- Endocrinology
- Oncology
Background:
- Current British Thyroid Association guidelines recommend specific criteria for evaluating thyroid nodules.
- District general hospitals face challenges in implementing specialized diagnostic pathways for thyroid nodules.
Purpose of the Study:
- To assess the adequacy of ultrasound alone in excluding thyroid malignancy in a district general hospital.
- To evaluate the correlation between ultrasound findings and histological results for thyroid nodules.
Main Methods:
- Retrospective analysis of ultrasound reports and surgical histology for thyroid cancer patients.
- Review of 47 cases from a thyroid multidisciplinary meeting over a one-year period.
- Assessment of ultrasound reporting quality, including nodule classification and lymph node assessment.
Main Results:
- Ultrasound sensitivity for identifying nodules requiring further investigation was 56%, with 81% specificity.
- Positive predictive value was 81%, and negative predictive value was 56%.
- Only 36% of reports included an overall assessment of nodule nature; 4% used the U classification.
Conclusions:
- Relying solely on ultrasound for thyroid nodule evaluation in district general hospitals may not be safe.
- A considerable proportion of nodules appearing benign on ultrasound require further investigation due to potential malignancy.
- Dedicated head and neck radiology expertise and comprehensive cytology are crucial for accurate diagnosis.
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