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Updated: Jul 3, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Predictive value for malignancy in the finding of microcalcifications on ultrasonography of thyroid nodules
Maria Cristina Chammas1, Vergilius José F de Araujo Filho, Raquel A Moysés
1Department of Radiology, University of São Paulo Medical School, São Paulo, Brazil. mcchammas@hotmail.com
Background:
The aim of this study was to determine the predictive value for malignancy of microcalcifications determined by ultrasonography in thyroid nodules.
Methods:
One hundred seventy-seven nodules were prospectively studied by ultrasonography and compared with their fine-needle aspirative biopsy. The association between the presence and type of calcification and cytologic findings was verified through the chi-square test or likelihood ratio.
Results:
Thirty nodules showed calcification, of which 17 had fine calcifications, 3 had fine and gross calcifications, and 10 had only coarse calcification. Seven (41.18%) of 17 fine calcified nodules were malignant on cytology, 8 (47.06%) were benign, 1 (5.88%) was indeterminate, and 1 was suspect for malignancy. We found statistical significance between the presence of fine calcifications and malignancy (p = .001) and, in the 13 malignant nodule group, 8 (61.50%) had fine calcifications.
Conclusion:
This study suggests that microcalcifications were highly specific for malignancy and were present in 61% of the malignant nodules.
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