Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging

Carolina Varon; Alexander Caicedo; Katrien Jansen; Lieven Lagae; Sabine Van Huffel

doi:10.1109/EMBC.2014.6944448

Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging

Carolina Varon
, Alexander Caicedo
, Katrien Jansen
, Lieven Lagae
, Sabine Van Huffel

Producción científica: Capítulo en Libro/Informe › Contribución a la conferencia

7 Citas (Scopus)

Resumen

Epileptic seizures have a clear effect on the regulatory mechanisms of the autonomic nervous system, especially on the cardiac and respiratory controls. Changes in heart rate and respiration are well known to occur around the onset of the seizure. This paper studies the ECG signals recorded from patients suffering from epilepsy, whose ages ranged from 3 to 48 years. Both focal and generalized seizures are considered. Changes in cardiorespiratory control and coupling, are assessed using phase rectified signal averaging (PRSA), wich is a technique that finds quasi-periodicities in noisy and non-stationary signals. A positive predictive value (PPV) of 86.21% with sensitivity of 100% was obtained for focal seizures, and a PPV of 84.3% with 93.1% sensitivity for generalized seizures.

Idioma original	Inglés estadounidense
Título de la publicación alojada	2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014
Editorial	Institute of Electrical and Electronics Engineers Inc.
Páginas	3789-3790
Número de páginas	2
ISBN (versión digital)	9781424479290
DOI	https://doi.org/10.1109/EMBC.2014.6944448
Estado	Publicada - nov 2 2014
Publicado de forma externa	Sí
Evento	2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014 - Chicago, Estados Unidos Duración: ago 26 2014 → ago 30 2014

Serie de la publicación

Nombre	2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014

Conferencia

Conferencia	2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014
País/Territorio	Estados Unidos
Ciudad	Chicago
Período	8/26/14 → 8/30/14

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

ODS 1: Fin de la pobreza

Áreas temáticas de ASJC Scopus

Informática aplicada a la salud
Informática aplicada
Ingeniería biomédica
Medicina General

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10.1109/EMBC.2014.6944448

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Varon, C., Caicedo, A., Jansen, K., Lagae, L., & Van Huffel, S. (2014). Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging. En 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014 (pp. 3789-3790). Artículo 6944448 (2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EMBC.2014.6944448

Varon, Carolina ; Caicedo, Alexander ; Jansen, Katrien et al. / Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging. 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers Inc., 2014. pp. 3789-3790 (2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014).

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title = "Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging",

abstract = "Epileptic seizures have a clear effect on the regulatory mechanisms of the autonomic nervous system, especially on the cardiac and respiratory controls. Changes in heart rate and respiration are well known to occur around the onset of the seizure. This paper studies the ECG signals recorded from patients suffering from epilepsy, whose ages ranged from 3 to 48 years. Both focal and generalized seizures are considered. Changes in cardiorespiratory control and coupling, are assessed using phase rectified signal averaging (PRSA), wich is a technique that finds quasi-periodicities in noisy and non-stationary signals. A positive predictive value (PPV) of 86.21\% with sensitivity of 100\% was obtained for focal seizures, and a PPV of 84.3\% with 93.1\% sensitivity for generalized seizures.",

author = "Carolina Varon and Alexander Caicedo and Katrien Jansen and Lieven Lagae and \{Van Huffel\}, Sabine",

note = "Publisher Copyright: {\textcopyright} 2014 IEEE. Copyright: Copyright 2015 Elsevier B.V., All rights reserved.; 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014 ; Conference date: 26-08-2014 Through 30-08-2014",

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doi = "10.1109/EMBC.2014.6944448",

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series = "2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014",

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Varon, C, Caicedo, A, Jansen, K, Lagae, L & Van Huffel, S 2014, Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging. En 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014., 6944448, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014, Institute of Electrical and Electronics Engineers Inc., pp. 3789-3790, 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014, Chicago, Estados Unidos, 8/26/14. https://doi.org/10.1109/EMBC.2014.6944448

Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging. / Varon, Carolina; Caicedo, Alexander; Jansen, Katrien et al.
2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers Inc., 2014. p. 3789-3790 6944448 (2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014).

Producción científica: Capítulo en Libro/Informe › Contribución a la conferencia

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AU - Varon, Carolina

AU - Caicedo, Alexander

AU - Jansen, Katrien

AU - Lagae, Lieven

AU - Van Huffel, Sabine

PY - 2014/11/2

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AB - Epileptic seizures have a clear effect on the regulatory mechanisms of the autonomic nervous system, especially on the cardiac and respiratory controls. Changes in heart rate and respiration are well known to occur around the onset of the seizure. This paper studies the ECG signals recorded from patients suffering from epilepsy, whose ages ranged from 3 to 48 years. Both focal and generalized seizures are considered. Changes in cardiorespiratory control and coupling, are assessed using phase rectified signal averaging (PRSA), wich is a technique that finds quasi-periodicities in noisy and non-stationary signals. A positive predictive value (PPV) of 86.21% with sensitivity of 100% was obtained for focal seizures, and a PPV of 84.3% with 93.1% sensitivity for generalized seizures.

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Varon C, Caicedo A, Jansen K, Lagae L, Van Huffel S. Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging. En 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014. Institute of Electrical and Electronics Engineers Inc. 2014. p. 3789-3790. 6944448. (2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014). doi: 10.1109/EMBC.2014.6944448

Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging

Resumen

Serie de la publicación

Conferencia

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