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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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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. |
format | Online Article Text |
id | pubmed-8149682 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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