Texture analysis of T2-weighted MRI predicts SDH mutation in paraganglioma
Creators
- 1. Division of Neuroradiology, Department of Radiology, University of Michigan, Ann Arbor, MI (United States)
- 2. AIQ Solutions, Inc, Madison, WI (United States)
- 3. Department of Medical Physics, University of Wisconsin - Madison, WI (United States)
Description
Texture analysis can quantify sophisticated imaging characteristics. We hypothesized that 2D textures computed with T2-weighted and post-contrast T1-weighted MRI can predict succinate dehydrogenase (SDH) mutation status in head and neck paragangliomas. Our retrospective study included 21 patients (1 to 4 tumors/patient) with 24 pathologically proven paragangliomas in the head and neck. Fourteen lesions (58%) were SDH mutation-positive. All patients underwent T2-weighted and post-contrast T1-weighted MRI sequences. Three 2D texture features of dependence non-uniformity normalized (DNN), small dependence high gray level emphasis (SDHGLE), and small dependence low gray level emphasis (SDLGLE) were calculated. Computed textures between SDH mutants and non-mutants were compared using Mann-Whitney U test. Area under the receiver operating characteristic (AUROC) curve was used to quantify the predictive power of each texture. Only T2-based SDLGLE was statistically significant (p = 0.048), and AUROC was 0.71. Diagnostic accuracy was 70.8%. 2D texture parameter of T2-based SDLGLE predicts SDH mutation in head and neck paragangliomas. This noninvasive technique can potentially facilitate further genetic workup.
Availability note (English)
Available from: http://dx.doi.org/10.1007/s00234-020-02607-5Additional details
Identifiers
Publishing Information
- Journal Title
- Neuroradiology
- Journal Volume
- 63
- Journal Issue
- 4
- Journal Page Range
- p. 547-554
- ISSN
- 0028-3940
- CODEN
- NRDYAB
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 52060022
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- ACCURACY; COMPARATIVE EVALUATIONS; CONTRAST MEDIA; DIAGNOSIS; ENDOCRINE DISEASES; GADOLINIUM COMPOUNDS; GENETICS; HEAD; IMAGE PROCESSING; MUTANTS; MUTATIONS; NECK; NEOPLASMS; NEUROLOGY; NMR IMAGING; NMR SPECTRA; OXIDOREDUCTASES; RELAXATION TIME; TEXTURE; WEIGHTING FUNCTIONS
- Descriptors DEC
- BIOLOGY; BODY; DIAGNOSTIC TECHNIQUES; DISEASES; ENZYMES; EVALUATION; FUNCTIONS; MEDICINE; ORGANIC COMPOUNDS; PROCESSING; PROTEINS; RARE EARTH COMPOUNDS; SPECTRA