Literature DB >> 25570816

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.   

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), which 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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Year:  2014        PMID: 25570816     DOI: 10.1109/EMBC.2014.6944448

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  2 in total

Review 1.  Seizure detection: do current devices work? And when can they be useful?

Authors:  Xiuhe Zhao; Samden D Lhatoo
Journal:  Curr Neurol Neurosci Rep       Date:  2018-05-23       Impact factor: 5.081

2.  Early Seizure Detection Based on Cardiac Autonomic Regulation Dynamics.

Authors:  Jonatas Pavei; Renan G Heinzen; Barbora Novakova; Roger Walz; Andrey J Serra; Markus Reuber; Athi Ponnusamy; Jefferson L B Marques
Journal:  Front Physiol       Date:  2017-10-05       Impact factor: 4.566

  2 in total

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