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Main Authors: van Bohemen, Samuel J, Nardo, Joe O, Rogers, Jeffrey M, Stephens, Eleanor, Wong, Chong H, Bleasel, Andrew F, Kyme, Andre Z
Format: Preprint
Published: 2024
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Online Access:https://arxiv.org/abs/2403.17366
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author van Bohemen, Samuel J
Nardo, Joe O
Rogers, Jeffrey M
Stephens, Eleanor
Wong, Chong H
Bleasel, Andrew F
Kyme, Andre Z
author_facet van Bohemen, Samuel J
Nardo, Joe O
Rogers, Jeffrey M
Stephens, Eleanor
Wong, Chong H
Bleasel, Andrew F
Kyme, Andre Z
contents The Electrocardiography Brain Perfusion index (EBPi) is a novel electrocardiography (ECG)-based metric that may function as a proxy for cerebral blood flow (CBF). We investigated the spatio-temporal correlation between EBPi and epileptic seizure events. EBPi was computed retrospectively from clinical EEG and ECG data captured previously from 30 epilepsy patients during seizures. Significant EBPi changes were compared temporally with clinically defined ground-truth seizure onset and offset times. We also assessed the spatial correlation between EBPi metrics and clinically defined ground-truth seizure locations. A significant increase in EBPi was detected 10.5 s [-6, 53] (median [95% confidence interval (CI)]) after ground-truth seizure onset, and a significant decrease in EBPi was detected 5 s [-42, 74] (median [95% CI]) after ground-truth seizure offset. EBPi demonstrated a positive predictive value of 61.5% [33.3, 75] (median [95% CI]) and a sensitivity of 57.1% [38.5, 66.7] (median [95% CI]) for the detection of ground truth seizure locations. EBPi signals exhibited a temporal sensitivity to seizure events and in some cases were correlated spatially to the seizure location. Therefore, EBPi, which has been linked to CBF, appears to contain spatio-temporal information related to seizure activity and might have useful application in augmenting EEG data captured during seizures.
format Preprint
id arxiv_https___arxiv_org_abs_2403_17366
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Spatio-Temporal Correlation of Epileptic Seizures with The Electrocardiography Brain Perfusion Index
van Bohemen, Samuel J
Nardo, Joe O
Rogers, Jeffrey M
Stephens, Eleanor
Wong, Chong H
Bleasel, Andrew F
Kyme, Andre Z
Medical Physics
The Electrocardiography Brain Perfusion index (EBPi) is a novel electrocardiography (ECG)-based metric that may function as a proxy for cerebral blood flow (CBF). We investigated the spatio-temporal correlation between EBPi and epileptic seizure events. EBPi was computed retrospectively from clinical EEG and ECG data captured previously from 30 epilepsy patients during seizures. Significant EBPi changes were compared temporally with clinically defined ground-truth seizure onset and offset times. We also assessed the spatial correlation between EBPi metrics and clinically defined ground-truth seizure locations. A significant increase in EBPi was detected 10.5 s [-6, 53] (median [95% confidence interval (CI)]) after ground-truth seizure onset, and a significant decrease in EBPi was detected 5 s [-42, 74] (median [95% CI]) after ground-truth seizure offset. EBPi demonstrated a positive predictive value of 61.5% [33.3, 75] (median [95% CI]) and a sensitivity of 57.1% [38.5, 66.7] (median [95% CI]) for the detection of ground truth seizure locations. EBPi signals exhibited a temporal sensitivity to seizure events and in some cases were correlated spatially to the seizure location. Therefore, EBPi, which has been linked to CBF, appears to contain spatio-temporal information related to seizure activity and might have useful application in augmenting EEG data captured during seizures.
title Spatio-Temporal Correlation of Epileptic Seizures with The Electrocardiography Brain Perfusion Index
topic Medical Physics
url https://arxiv.org/abs/2403.17366