Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
470-11-158 ISMRM Abstract

Non-Invasive Prediction of IDH Mutation in Gliomas Using MEGA-PRESS and an Attention Deep Shallow Network (ADSN)

Primary: Contrast Mechanisms - Spectroscopy
Secondary: Analysis Methods - Classification and Prediction
470-11-158 · Spectroscopy Traditional Posters · Tuesday, 12 May, 4:55 PM–5:50 PM · Traditional Posters | Exhibition Hall
Keywords: Glioma IDH mutation Deep learning classification MEGA-PRESS Magnetic Resonance Spectroscopy (MRS)
Accepted
Arda Canbaş 1, Abdullah Bas1, Ayca Ersen Danyeli2,3, Cengiz M Yakıcıer4, Necmettin M Pamir3,5, Koray Özduman3,5, Alp Dinçer3,6, Esin Ozturk Isik1,3
1Institute of Biomedical Engineering, Bogazici University, Istanbul, Turkey
2Departmant Of Pathology, Acibadem University, Istanbul, Turkey
3Center for Neuroradiological Applications and Research, Acibadem University, Istanbul, Turkey
4YoctoSensum Biotechnology, Turkey
5Department of Neurosurgery, Acibadem University, Istanbul, Turkey
6Department of Radiology, Acibadem University, Istanbul, Turkey
Presenting Author: Arda Canbaş

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References

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11. Akiba, Takuya & Sano, Shotaro & Yanase, Toshihiko & Ohta (2019). Optuna: A Next-generation Hyperparameter Optimization Framework. 2623-2631. doi:10.1145/3292500.3330701 [doi]
12. Nagashima, H., Tanaka, K., Sasayama, T., Irino, Y., Sato, N., Takeuchi, Y., Kyotani, K., Mukasa, A., Mizukawa, K., Sakata, J., Yamamoto, Y., Hosoda, K., Itoh, T., Sasaki, R., & Kohmura, E. (2016). Diagnostic value of glutamate with 2-hydroxyglutarate in magnetic resonance spectroscopy forIDH1mutant glioma. Neuro-Oncology, now090. https://doi.org/10.1093/neuonc/now090 [doi]

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/470-11-158