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The Effect of Cramer-Rao Lower Bound Thresholds on Classification of IDH and TERTp Mutation Status in Gliomas using 1H-MRS
Abdullah Bas1, Banu Sacli-Bilmez1, Ayca Ersen Danyeli2,3, Cengiz Yakicier3,4, M.Necmettin Pamir3,5, Koray Ozduman3,5, Alp Dincer3,6, and Esin Ozturk-Isik1,3
1Institute of Biomedical Engineering, Bogazici University, İstanbul, Turkey, 2Department of Medical Pathology, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 3Center for Neuroradiological Applications and Reseach, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 4Department of Molecular Biology and Genetics, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 5Department of Neurosurgery, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey, 6Department of Radiology, Acıbadem Mehmet Ali Aydinlar University, Istanbul, Turkey
CRLB values of GPC, PCh, 2HG, and Ins were different between the IDH and TERTp mutational subgroups of gliomas. Different CRLB thresholds followed by zero-imputing resulted in similar classification accuracies for IDH and TERTp mutations.
Table 1: The p values obtained using a Mann-Whitney U test for assessing the CRLB differences between several mutational subgroups of gliomas. (*p<0.002, Bonferroni multiple comparison correction)
Table 2: The classification results of the models for the detection of IDH and TERTp mutations based on different CRLB values. ‘No-FS’ means that all the metabolites were included in the classification.