Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data

Abstract Drug-resistant epilepsy is a diagnostic and therapeutic challenge, mainly in patients with negative MRI findings. State-of-the-art imaging methods complement standard epilepsy protocols with new information and help epileptologists to increase the reliability of their decisions. In this stu...

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Main Authors: Martin Gajdoš, Pavel Říha, Martin Kojan, Irena Doležalová, Henk J. M. M. Mutsaerts, Jan Petr, Ivan Rektor
Format: Article
Language:English
Published: Nature Publishing Group 2021-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-89774-4
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spelling doaj-a8b6245cd9404b2381b826eeb33c98232021-05-30T11:35:55ZengNature Publishing GroupScientific Reports2045-23222021-05-011111610.1038/s41598-021-89774-4Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling dataMartin Gajdoš0Pavel Říha1Martin Kojan2Irena Doležalová3Henk J. M. M. Mutsaerts4Jan Petr5Ivan Rektor6CEITEC – Central European Institute of Technology, Neuroscience Center, Masaryk UniversityCEITEC – Central European Institute of Technology, Neuroscience Center, Masaryk UniversityCEITEC – Central European Institute of Technology, Neuroscience Center, Masaryk UniversityDepartment of Neurology, Brno Epilepsy Center, St. Anne’s University Hospital and Medical Faculty of Masaryk UniversityDepartment of Radiology and Nuclear Medicine, Amsterdam University Medical Center, VU University Medical Center, Amsterdam NeuroscienceInstitute of Radiopharmaceutical Cancer Research, Helmholtz-Zentrum Dresden-RossendorfCEITEC – Central European Institute of Technology, Neuroscience Center, Masaryk UniversityAbstract Drug-resistant epilepsy is a diagnostic and therapeutic challenge, mainly in patients with negative MRI findings. State-of-the-art imaging methods complement standard epilepsy protocols with new information and help epileptologists to increase the reliability of their decisions. In this study, we investigate whether arterial spin labeling (ASL) perfusion MRI can help localize the epileptogenic zone (EZ). To that end, we developed an image processing method to detect the EZ as an area with hypoperfusion relative to the contralateral unaffected side, using subject-specific thresholding of the asymmetry index in ASL images. We demonstrated three thresholding criteria (termed minimal product criterion, minimal distance criterion, and elbow criterion) on 29 patients with MRI-negative epilepsy (age 32.98 ± 10.4 years). The minimal product criterion showed optimal results in terms of positive predictive value (mean 0.12 in postoperative group and 0.22 in preoperative group) and true positive rate (mean 0.71 in postoperative group and 1.82 in preoperative group). Additionally, we found high accuracy in determining the EZ side (mean 0.86 in postoperative group and 0.73 in preoperative group out of 1.00). ASL can be easily incorporated into the standard presurgical MR protocol, and it provides an additional benefit in EZ localization.https://doi.org/10.1038/s41598-021-89774-4
collection DOAJ
language English
format Article
sources DOAJ
author Martin Gajdoš
Pavel Říha
Martin Kojan
Irena Doležalová
Henk J. M. M. Mutsaerts
Jan Petr
Ivan Rektor
spellingShingle Martin Gajdoš
Pavel Říha
Martin Kojan
Irena Doležalová
Henk J. M. M. Mutsaerts
Jan Petr
Ivan Rektor
Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
Scientific Reports
author_facet Martin Gajdoš
Pavel Říha
Martin Kojan
Irena Doležalová
Henk J. M. M. Mutsaerts
Jan Petr
Ivan Rektor
author_sort Martin Gajdoš
title Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title_short Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title_full Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title_fullStr Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title_full_unstemmed Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title_sort epileptogenic zone detection in mri negative epilepsy using adaptive thresholding of arterial spin labeling data
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-05-01
description Abstract Drug-resistant epilepsy is a diagnostic and therapeutic challenge, mainly in patients with negative MRI findings. State-of-the-art imaging methods complement standard epilepsy protocols with new information and help epileptologists to increase the reliability of their decisions. In this study, we investigate whether arterial spin labeling (ASL) perfusion MRI can help localize the epileptogenic zone (EZ). To that end, we developed an image processing method to detect the EZ as an area with hypoperfusion relative to the contralateral unaffected side, using subject-specific thresholding of the asymmetry index in ASL images. We demonstrated three thresholding criteria (termed minimal product criterion, minimal distance criterion, and elbow criterion) on 29 patients with MRI-negative epilepsy (age 32.98 ± 10.4 years). The minimal product criterion showed optimal results in terms of positive predictive value (mean 0.12 in postoperative group and 0.22 in preoperative group) and true positive rate (mean 0.71 in postoperative group and 1.82 in preoperative group). Additionally, we found high accuracy in determining the EZ side (mean 0.86 in postoperative group and 0.73 in preoperative group out of 1.00). ASL can be easily incorporated into the standard presurgical MR protocol, and it provides an additional benefit in EZ localization.
url https://doi.org/10.1038/s41598-021-89774-4
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