Abstract
Objective: The aim of this study was to determine which apparent diffusion coefficient-derived texture features are associated with malignancy in Bosniak IIF and III renal cystic lesions. Methods: Twenty benign and 7 malignant Bosniak IIF (22) or III (5) renal cysts, as evaluated with magnetic resonance imaging, were assessed for progression to pathology-confirmed malignancy. Whole-cyst volumes of interest were manually segmented from apparent diffusion coefficient maps. Texture features were extracted from each volume of interest, including first-order histogram-based features and higher-order features, and data were analyzed with the Mann-Whitney U test to predict malignant progression. Results: Eleven of 17 first-order features were significantly greater in benign compared with malignant cysts. Eight higher-order gray-level co-occurrence matrix (GLCM) texture features were significantly different between groups, 5 of which were greater in the benign population. Conclusions: Apparent diffusion coefficient-derived texture measures may help differentiate between benign and malignant Bosniak IIF and III cysts.
| Original language | English |
|---|---|
| Pages (from-to) | 485-492 |
| Number of pages | 8 |
| Journal | Journal of Computer Assisted Tomography |
| Volume | 43 |
| Issue number | 3 |
| DOIs | |
| State | Published - 2019 |
Keywords
- Diffusion-weighted imaging
- MRI
- Radiomics
- Renal cysts
- Texture analysis
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