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Updated: May 25, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
False-negative fine-needle aspiration of thyroid nodules cannot be attributed to sampling error alone.
Xiao-Min Yu1, Priyesh N Patel, Herbert Chen
1Department of Surgery, Section of Endocrine Surgery, University of Wisconsin, Madison, WI 53792-7375, USA.
Sampling error is rarely the cause of false-negative thyroid fine needle aspiration (FNA) results. This study suggests inherent limitations in thyroid nodule cytological evaluation, not sampling issues, are the primary concern.
Area of Science:
- Endocrinology
- Surgical Pathology
- Cytopathology
Background:
- Fine needle aspiration (FNA) is a common diagnostic tool for thyroid nodules.
- False-negative FNA results can lead to delayed diagnosis and treatment of thyroid cancer.
- Determining the primary cause of false-negative results is crucial for improving diagnostic accuracy.
Purpose of the Study:
- To investigate whether sampling error is the predominant factor contributing to false-negative FNA diagnoses in thyroid nodules.
- To identify other potential factors associated with false-negative FNA results.
Main Methods:
- Retrospective review of patients who underwent preoperative FNA for thyroid nodules between 1994 and 2008.
- Comparison of FNA results with subsequent surgical pathology findings.
- Analysis of variables including nodule characteristics (size, number) and presence of thyroiditis.
Main Results:
- The overall false-negative rate for FNA, excluding microcarcinomas, was 4% (19/479).
- Sampling error accounted for only 21% (4/19) of false-negative cases.
- Factors associated with false-negative results included solitary nodules (53%), large nodule size ≥4 cm (53%), and underlying thyroiditis (33%).
- Delayed diagnosis necessitated completion thyroidectomy in 47% of patients initially treated with lobectomy alone.
Conclusions:
- Sampling error is an infrequent cause of false-negative thyroid FNA results.
- The findings indicate intrinsic limitations in the cytological evaluation of thyroid nodules.
- Further research into improving the sensitivity of thyroid FNA interpretation is warranted.
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