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

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 in...

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Autores principales: Gajdoš, Martin, Říha, Pavel, Kojan, Martin, Doležalová, Irena, Mutsaerts, Henk J. M. M., Petr, Jan, Rektor, Ivan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8149682/
https://www.ncbi.nlm.nih.gov/pubmed/34035336
http://dx.doi.org/10.1038/s41598-021-89774-4
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author Gajdoš, Martin
Říha, Pavel
Kojan, Martin
Doležalová, Irena
Mutsaerts, Henk J. M. M.
Petr, Jan
Rektor, Ivan
author_facet Gajdoš, Martin
Říha, Pavel
Kojan, Martin
Doležalová, Irena
Mutsaerts, Henk J. M. M.
Petr, Jan
Rektor, Ivan
author_sort Gajdoš, Martin
collection PubMed
description 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.
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spelling pubmed-81496822021-05-26 Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data Gajdoš, Martin Říha, Pavel Kojan, Martin Doležalová, Irena Mutsaerts, Henk J. M. M. Petr, Jan Rektor, Ivan Sci Rep Article 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. Nature Publishing Group UK 2021-05-25 /pmc/articles/PMC8149682/ /pubmed/34035336 http://dx.doi.org/10.1038/s41598-021-89774-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Gajdoš, Martin
Říha, Pavel
Kojan, Martin
Doležalová, Irena
Mutsaerts, Henk J. M. M.
Petr, Jan
Rektor, Ivan
Epileptogenic zone detection in MRI negative epilepsy using adaptive thresholding of arterial spin labeling data
title 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_short 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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8149682/
https://www.ncbi.nlm.nih.gov/pubmed/34035336
http://dx.doi.org/10.1038/s41598-021-89774-4
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