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Updated: Feb 28, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Preliminary study of diffusion kurtosis imaging in thyroid nodules and its histopathologic correlation
Ruo-Yang Shi1, Qiu-Ying Yao1, Qin-Yi Zhou2
1Department of Radiology, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, No. 160, Pujian Road, Shanghai, 200127, China.
Diffusion kurtosis imaging (DKI) parameters show improved diagnostic accuracy for thyroid nodules compared to conventional diffusion-weighted imaging (DWI). DKI effectively differentiates malignant from benign thyroid lesions and correlates with histopathological findings.
Area of Science:
- Radiology
- Oncology
- Medical Imaging
Background:
- Thyroid nodules require accurate diagnostic methods for timely management.
- Conventional diffusion-weighted imaging (DWI) has limitations in characterizing thyroid lesions.
- Diffusion kurtosis imaging (DKI) offers advanced diffusion metrics potentially improving diagnostic capabilities.
Purpose of the Study:
- To evaluate the diagnostic utility of DKI in patients with thyroid nodules.
- To assess the correlation between DKI parameters and histopathological factors.
- To compare the diagnostic performance of DKI with conventional DWI.
Main Methods:
- 58 patients with thyroid nodules underwent MRI, including DKI and DWI.
- Histopathological analysis included cell density, Ki-67, and VEGF.
- Statistical analysis involved t-tests, ROC curves, and Spearman's correlation.
Main Results:
- DKI parameters, cell density, and immunohistochemistry differed significantly between malignant and benign lesions.
- The D value achieved an AUC of 0.797, and K showed a sensitivity of 0.917.
- Moderate correlations were observed between diffusion parameters (ADC, D) and cell density/VEGF expression.
Conclusions:
- DKI parameters (D and K) offer advantages over conventional DWI for thyroid nodule diagnosis.
- The D value correlates with extracellular changes, while K relates to intracellular structures.
- DKI demonstrates superior diagnostic accuracy compared to DWI in identifying papillary thyroid carcinoma (PTC).
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