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Abstract #1245

Meningiomas with NF2-LossExhibit Strong Radiomics Correlationson Contrast Enhanced T1-Weighted MRI at 3T

Esra Sümer1, Kübra Tan2, Ayça Ersen Danyeli3, Ozge Can4, M. Necmettin Pamir5, Alp Dinçer6, Koray Özduman5, and Esin Ozturk-Isik1
1Institute of Biomedical Engineering, Bogazici University, İstabul, Turkey, 2Health Institutes of Turkey, İstanbul, Turkey, 3Department of Medical Pathology, Acibadem Mehmet Ali Aydinlar University, İstanbul, Turkey, 4Department of Medical Engineering, Acibadem Mehmet Ali Aydinlar University, İstanbul, Turkey, 5Department of Neurosurgery, Acibadem Mehmet Ali Aydinlar University, İstanbul, Turkey, 6Department of Radiology, Acibadem Mehmet Ali Aydinlar University, İstanbul, Turkey

Synopsis

Meningioma is the most common primary intracranial tumor in adults, and loss of NF2 function in meningiomas has been associated with a more aggressive biology, shorter time to recurrence and shorter overall survival. In this work, radiomics based biomarkers of NF2 copy number loss (NF2-L) have been assessed. Lower grey-level co-occurrence matrix cluster shade with wavelet high-high-low pass filter, lower original image first order minimum, and higher first order skewness with wavelet low-low-high pass filter were observed in tumors with NF2-L compared to tumors with no copy number loss. The classification accuracy of NF2 molecular subsets was 0.80±0.03 (precision=0.85±0.04, recall=0.73±0.05).

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