Time-variant connectivity analysis between epileptic EEG signals and between EEG-envelopes and HRV

被引:1
作者
Piper, Diana [1 ]
Ungureanu, Mihaela [1 ]
Strungaru, Rodica [1 ]
Schiecke, Karin [2 ]
Pester, Britta [2 ]
Leistritz, Lutz [2 ]
Witte, Herbert [2 ]
Feucht, Martha [3 ]
Benninger, Franz [3 ]
机构
[1] Univ Politehn Bucuresti, Appl Elect & Informat Engn Dept, Bucharest, Romania
[2] Univ Jena, Inst Med Stat, Comp Sci & Documentat, D-07745 Jena, Germany
[3] Med Univ Vienna, Dept Pediatr & Adolescent Med, Vienna, Austria
来源
2013 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB) | 2013年
关键词
temporal lobe epilepsy; EEG; heart rate variability; time-variant partial directed coherence; time-variant coherence; PARTIAL DIRECTED COHERENCE;
D O I
10.1109/EHB.2013.6707399
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
This study investigates the connectivity between EEG signals (cortical connectivity - CC) as well as between EEG-envelopes and heart rate variability (cortical-neurovegetative connectivity - CNC) by using time-variant Partial Directed Coherence analysis (for CC) and Wavelet Coherence (for CNC). Data from 18 patients suffering from temporal lobe epilepsy has been used to test our methodological approaches. The analysis intervals contain 5 min before and 5 min after seizure onset. Accordingly, the dynamics of the CC and CNC connectivity networks can be studied before, during and after the seizure. Our results concerning CC (1.5 - 4 Hz) demonstrate that the same lateralization of interaction networks exists before and during seizure, i.e. the interaction networks are clearly on the side of the epileptic focus. Additionally, the number of interactions is increased during the seizure. All results with regard to CNC support our hypothesis of interrelations between the neurovegetative system and cortical brain structures.
引用
收藏
页数:4
相关论文
共 13 条
  • [1] Partial directed coherence:: a new concept in neural structure determination
    Baccalá, LA
    Sameshima, K
    [J]. BIOLOGICAL CYBERNETICS, 2001, 84 (06) : 463 - 474
  • [2] Generalized partial directed coherence
    Baccala, Luiz A.
    Sameshima, K.
    Takahashi, D. Y.
    [J]. PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 163 - +
  • [3] Coito A, 2013, EPILEPSIA, V54, P211
  • [4] Linear and nonlinear causality between signals:: methods, examples and neurophysiological applications
    Gourevitch, Boris
    Le Bouquin-Jeannes, Regine
    Faucon, Gerard
    [J]. BIOLOGICAL CYBERNETICS, 2006, 95 (04) : 349 - 369
  • [5] Time-variant partial directed coherence for analysing connectivity: a methodological study
    Leistritz, L.
    Pester, B.
    Doering, A.
    Schiecke, K.
    Babiloni, F.
    Astolfi, L.
    Witte, H.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2013, 371 (1997):
  • [6] EKG abnormalities in children and adolescents with symptomatic temporal lobe epilepsy
    Mayer, H
    Benninger, F
    Urak, L
    Plattner, B
    Geldner, J
    Feucht, M
    [J]. NEUROLOGY, 2004, 63 (02) : 324 - 328
  • [7] Time-variant partial directed coherence in analysis of the cardiovascular system. A methodological study
    Milde, T.
    Schwab, K.
    Walther, M.
    Eiselt, M.
    Schelenz, C.
    Voss, A.
    Witte, H.
    [J]. PHYSIOLOGICAL MEASUREMENT, 2011, 32 (11) : 1787 - 1805
  • [8] A new Kalman filter approach for the estimation of high-dimensional time-variant multivariate AR models and its application in analysis of laser-evoked brain potentials
    Milde, Thomas
    Leistritz, Lutz
    Astolfi, Laura
    Miltner, Wolfgang H. R.
    Weiss, Thomas
    Babiloni, Fabio
    Witte, Herbert
    [J]. NEUROIMAGE, 2010, 50 (03) : 960 - 969
  • [9] Coupling between Intrinsic Prefrontal HbO2 and Central EEG Beta Power Oscillations in the Resting Brain
    Pfurtscheller, Gert
    Daly, Ian
    Bauernfeind, Guenther
    Mueller-Putz, Gernot R.
    [J]. PLOS ONE, 2012, 7 (08):
  • [10] Assessing causality in brain dynamics and cardiovascular control
    Porta, Alberto
    Faes, Luca
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2013, 371 (1997):