Meeting Banner
Abstract #2533

Comparison of MEGA-PRESS and Short Echo Time PRESS on Classification of IDH Mutation Using Machine Learning at 3T

Ayhan Gursan1, Gokce Hale Hatay1, Cengiz Yakicier2, M. Necmettin Pamir3,4, Koray Ozduman3,4, Alp Dincer3,5, and Esin Ozturk-Isik1

1Institute of Biomedical Engineering, Bogazici University, Istanbul, Turkey, 2Department of Molecular Biology and Genetics, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 3Neuroradiology Research Center, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 4Department of Neurosurgery, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 5Department of Radiology, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey

Isocitrate dehydrogenase (IDH) mutation is common in grade II and grade III gliomas, and results in better patient prognosis IDH mutant (IDH-mut) gliomas. Magnetic resonance spectroscopy (MRS) studies indicated an increase in 2-hydroxyglutarate (2HG) and decrease in glutamate (Glu) and glutathione (GSH) as a result of IDH mutation. The goal of this study is to compare IDH mutation classification performances of short echo-time (TE) PRESS and MEGA-PRESS by using machine learning in 60 glioma patients. Highest average classification accuracy was 75% with coarse decision trees for short TE PRESS, and 74% with ensemble of bagged of trees for MEGA-PRESS.

How to access this content:

For one year after publication, abstracts and videos are only open to registrants of this annual meeting. Registrants should use their existing login information. Non-registrant access can be purchased via the ISMRM E-Library.

After one year, current ISMRM & ISMRT members get free access to both the abstracts and videos. Non-members and non-registrants must purchase access via the ISMRM E-Library.

After two years, the meeting proceedings (abstracts) are opened to the public and require no login information. Videos remain behind password for access by members, registrants and E-Library customers.

Click here for more information on becoming a member.

Keywords