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Updated: Jul 1, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
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A diagnostic predictor model for indeterminate or suspicious thyroid FNA samples.

Nia D Banks1, Jeanne Kowalski, Hua-Ling Tsai

  • 1Division of Plastic and Reconstructive Surgery, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA.

Thyroid : Official Journal of the American Thyroid Association
|September 16, 2008
PubMed
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Predicting thyroid cancer risk is crucial for patients with indeterminate fine-needle aspiration (FNA) results. This study identified age, nodule size, and FNA cytology as key predictors for malignancy, aiding in better patient management.

Area of Science:

  • Endocrinology
  • Oncology
  • Pathology

Background:

  • Management of indeterminate or suspicious thyroid fine-needle aspiration (FNA) specimens remains challenging.
  • Identifying risk factors for malignancy is essential for improving patient care.
  • This study aimed to identify predictors of thyroid malignancy in FNA samples.

Purpose of the Study:

  • To identify clinical and tumor characteristics that predict thyroid malignancy.
  • To develop a diagnostic predictor model for thyroid cancer.
  • To improve the management of patients with indeterminate or suspicious thyroid FNA.

Main Methods:

  • Retrospective review of 639 patients with indeterminate or suspicious thyroid FNA (1995-2005).
  • Evaluation of patient and tumor characteristics for malignancy prediction.

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  • Development and validation of a diagnostic predictor model using surgical histopathology.
  • Main Results:

    • Age, nodule size, and FNA cytology were significant risk factors for malignancy.
    • Increased risk observed at extremes of age and for nodules deviating from 2.5 cm.
    • FNA cytology suspicious for papillary thyroid carcinoma indicated the highest malignancy risk.

    Conclusions:

    • A predictive model incorporating age, nodule size, and FNA cytology was developed.
    • These factors can aid in predicting thyroid malignancy in patients with indeterminate FNA results.
    • The model assists in refining diagnostic and management strategies for thyroid nodules.