Integrating EEG and fMRI in epilepsy

被引:36
|
作者
Formaggio, Emanuela [1 ,2 ]
Storti, Silvia Francesca [2 ]
Bertoldo, Alessandra [1 ]
Manganotti, Paolo [2 ]
Fiaschi, Antonio [2 ]
Toffolo, Gianna Maria [1 ]
机构
[1] Univ Padua, Dept Informat Engn, I-35131 Padua, Italy
[2] Univ Verona, Gianbattista Rossi Hosp, Sect Clin Neurol, Dept Neurol Neuropsychol Morphol & Movement Sci, I-37100 Verona, Italy
关键词
EEG; fMRI; Epilepsy; ICA; Wavelet; NEGATIVE BOLD RESPONSES; HEMODYNAMIC-RESPONSE; FUNCTIONAL MRI; WAVE DISCHARGES; BRAIN ACTIVITY; COMBINING EEG; SPIKE; ACTIVATION; HETEROTOPIA; ARTIFACT;
D O I
10.1016/j.neuroimage.2010.11.038
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Integrating electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) studies enables to non-invasively investigate human brain function and to find the direct correlation of these two important measures of brain activity. Presurgical evaluation of patients with epilepsy is one of the areas where EEG and fMRI integration has considerable clinical relevance for localizing the brain regions generating interictal epileptiform activity. The conventional analysis of EEG-fMRI data is based on the visual identification of the interictal epileptiform discharges (IEDs) on scalp EEG. The convolution of these EEG events, represented as stick functions, with a model of the fMRI response, i.e. the hemodynamic response function, provides the regressor for general linear model (GLM) analysis of fMRI data. However, the conventional analysis is not automatic and suffers of some subjectivity in IEDs classification. Here, we present an easy-to-use and automatic approach for combined EEG-fMRI analysis able to improve IEDs identification based on Independent Component Analysis and wavelet analysis. EEG signal due to IED is reconstructed and its wavelet power is used as a regressor in GLM. The method was validated on simulated data and then applied on real data set consisting of 2 normal subjects and 5 patients with partial epilepsy. In all continuous EEG-fMRI recording sessions a good quality EEG was obtained allowing the detection of spontaneous IEDs and the analysis of the related BOLD activation. The main clinical finding in EEG-fMRI studies of patients with partial epilepsy is that focal interictal slow-wave activity was invariably associated with increased focal BOLD responses in a spatially related brain area. Our study extends current knowledge on epileptic foci localization and confirms previous reports suggesting that BOLD activation associated with slow activity might have a role in localizing the epileptogenic region even in the absence of clear interictal spikes. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:2719 / 2731
页数:13
相关论文
共 50 条
  • [1] COMBINING EEG AND fMRI IN EPILEPSY
    Formaggio, E.
    Storti, S. F.
    Bertoldo, A.
    Manganotti, P.
    Toffolo, G. M.
    [J]. EPILEPSIA, 2011, 52 : 180 - 180
  • [2] Simultaneous EEG and fMRI recordings (EEG-fMRI) in children with epilepsy
    Moeller, Friederike
    Stephani, Ulrich
    Siniatchkin, Michael
    [J]. EPILEPSIA, 2013, 54 (06) : 971 - 982
  • [3] Quality of EEG in simultaneous EEG-fMRI for epilepsy
    Bénar, CG
    Aghakhani, Y
    Wang, YH
    Izenberg, A
    Al-Asmi, A
    Dubeau, F
    Gotman, J
    [J]. CLINICAL NEUROPHYSIOLOGY, 2003, 114 (03) : 569 - 580
  • [4] Simultaneous EEG-fMRI in human epilepsy
    Cunningham, Cameron J. B.
    Zaamout, Mohammed El-Fateh
    Goodyear, Bradley
    Federico, Paolo
    [J]. CANADIAN JOURNAL OF NEUROLOGICAL SCIENCES, 2008, 35 (04) : 420 - 435
  • [5] Combined EEG/fMRI recording in musicogenic epilepsy
    Marrosu, Francesco
    Barberini, Luigi
    Puligheddu, Monica
    Bortolato, Marco
    Mascia, Marcello
    Tuveri, Antonella
    Muroni, Antonella
    Mallarini, Giorgio
    Avanzini, Giuliano
    [J]. EPILEPSY RESEARCH, 2009, 84 (01) : 77 - 81
  • [6] Multimodal fusion of EEG and fMRI for epilepsy detection
    Wang, Xiashuang
    Gong, Guanghong
    Li, Ni
    [J]. INTERNATIONAL JOURNAL OF MODELING SIMULATION AND SCIENTIFIC COMPUTING, 2018, 9 (02)
  • [7] Methods and utility of EEG-fMRI in epilepsy
    van Graan, Louis Andre
    Lemieux, Louis
    Chaudhary, Umair Javaid
    [J]. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY, 2015, 5 (02) : 300 - 312
  • [9] Combined EEG and fMRI in presurgical evaluation of pediatric epilepsy
    Novotny, E. J.
    Negishi, M.
    Fertig, E.
    Blumenfeld, H.
    Constable, R. T.
    Spencer, D. D.
    [J]. ANNALS OF NEUROLOGY, 2007, 62 : S139 - S139
  • [10] EEG-fMRI in children with pharmacoresistant focal epilepsy
    De Tiege, Xavier
    Laufs, Helmut
    Boyd, Stewart G.
    Harkness, William
    Allen, Philip J.
    Clark, Chris A.
    Connelly, Alan
    Cross, J. Helen
    [J]. EPILEPSIA, 2007, 48 (02) : 385 - 389