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Wavelet Analysis as a Tool for Investigating Movement-Related Cortical Oscillations in EEG-fMRI Coregistration

Abstract

Electroencephalography combined with functional magnetic resonance imaging (EEG-fMRI) identifies blood oxygenation level dependent (BOLD) signal changes associated with physiological and pathological EEG events. In this study we used EEG-fMRI to determine the possible correlation between topographical movement-related EEG changes in brain oscillatory activity recorded from EEG electrodes over the scalp and fMRI cortical responses in motor areas during finger movement. Thirty-two channels of EEG were recorded in 12 subjects during eyes-closed condition inside a three T magnetic resonance (MR) scanner using an MR-compatible EEG recording system. Off-line MRI artifact subtraction software was applied to obtain continuous EEG data during fMRI acquisition. For EEG data analysis we used a time–frequency approach to measure time by varying the energy in a signal at a given frequency band by the convolution of the EEG signal with a wavelet family in the alpha and beta bands. The correlation between the BOLD signal associated with the EEG regressor provides that sensory motor region is a source of the EEG. We conclude that combined EEG-fMRI can be used to investigate movement-related oscillations of the human brain inside an MRI scanner and wavelet analysis adds further details on the EEG changes. The movement-related changes in the EEG signals are useful to identify the brain activation sources responsible for BOLD-signal changes.

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References

  • Allen PJ, Polizzi G, Krakow K, Fish DR, Lemieux L (1998) Identification of EEG events in the MR scanner: the problem of pulse artifact and a method for its subtraction. Neuroimage 8(3):229–239

    Article  CAS  PubMed  Google Scholar 

  • Babiloni F, Cincotti F, Babiloni C, Carducci F, Mattia DL, Astolfi L, Basilisco A, Rossini PM, Ding L, Ni Y, Cheng J, Christine K, Sweeney J, Heg B (2005) Estimation of the cortical functional connectivity with the multimodal integration of high-resolution EEG and fMRI data by directed transfer function. Neuroimage 24:118–131

    Article  CAS  PubMed  Google Scholar 

  • Brookes MJ, Gibson AM, Hall SD, Furlong PL, Barnes GR, Hillebrand A, Singh KD, Holliday IE, Francis ST, Morris PG (2005) GLM-beamformer method demonstrates stationary field, alpha ERD and gamma ERS colocalisation with fMRI BOLD response in visual cortex. Neuroimage 26(1):302–308

    Article  PubMed  Google Scholar 

  • De Yoe EA, Bandettini P, Neitz J, Miller D, Winans P (1994) Functional magnetic resonance imaging (FMRI) of the human brain. J Neurosci Methods 54:171–187

    Article  Google Scholar 

  • Debener S, Ullsperger M, Siegel M, Engel AK (2006) Single-trial EEG–fMRI reveals the dynamics of cognitive function. Trends Cogn Sci 10(12):558–563

    Article  PubMed  Google Scholar 

  • Delorme A, Makeig S (2004) EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods 134:9–21

    Article  PubMed  Google Scholar 

  • Erbil N, Ungan P (2007) Changes in the alpha and beta amplitudes of the central EEG during the onset, continuation, and offset of long-duration repetitive hand movements. Brain Res 1169:44–56

    Article  CAS  PubMed  Google Scholar 

  • Formaggio E, Avesani M, Storti SF, Milanese F, Gasparini A, Acler M, Cerini R, Pozzi Mucelli R, Fiaschi A, Manganotti P (2008a) Effect of a static magnetic field (1.5T) on brain oscillatory activities in resting state condition. Neuroradiol J 21(5):629–635

    Google Scholar 

  • Formaggio E, Storti SF, Avesani M, Cerini R, Milanese F, Gasparini A, Acler M, Pozzi Mucelli R, Fiaschi A, Manganotti P (2008b) EEG and fMRI coregistration to investigate the cortical oscillatory activities during finger movement. Brain Topogr 21(2):100–111

    Article  PubMed  Google Scholar 

  • Friston KJ, Holmes AP, Worsely KJ, Poline JP, Frith CD, Frackowiak RSJ (1995) Statistical parametric maps in functional imaging: a general linear approach. Hum Brain Mapp 2:173–181

    Google Scholar 

  • Friston KJ, Fletcher P, Josephs O, Holmes A, Rugg MD, Turner R (1998) Event-related fMRI: characterizing differential responses. Neuroimage 7(1):30–40

    Article  CAS  PubMed  Google Scholar 

  • Gonçalves SI, de Munck JC, Pouwels PJW, Schoonhoven R, Kuijer JPA, Maurits NM, Hoogduin JM, Van Someren EJW, Heethaar RM, Lopes da Silva FH (2006) Correlating the alpha rhythm to BOLD using simultaneous EEG/fMRI: inter-subject variability. Neuroimage 30:203–213

    Article  PubMed  Google Scholar 

  • Hari R, Salmelin R (1997) Human cortical oscillations: a neuromagnetic view through the skull. Trends Neurosci 20:44–49

    Article  CAS  PubMed  Google Scholar 

  • Kim SG, Ugurbil K (1997) Functional magnetic resonance imaging of the human brain. J Neurosci Methods 74:229–243

    Article  CAS  PubMed  Google Scholar 

  • Leocani L, Toro C, Manganotti P, Zhuang P, Hallett M (1997) Event-related coherence and event-related desynchronization/synchronization in the 10 Hz and 20 Hz EEG during self-paced movements. Electroencephalogr Clin Neurophysiol 104:199–206

    Article  CAS  PubMed  Google Scholar 

  • Manganotti P, Gerloff C, Toro C, Katsuta H, Sadato N, Zhuang P, Leocani L, Hallett M (1998) Task-related coherence and task-related spectral power changes during sequential finger movements. Electroencephalogr Clin Neurophysiol 109(1):50–62

    Article  CAS  PubMed  Google Scholar 

  • Manganotti P, Formaggio E, Milanese F, Gasparini A, Storti SF, Cerini R, Bongiovanni LG, Pozzi Mucelli R, Baraldo A, Fiaschi A, Avesani M (2008) Continuous EEG-fMRI study in patients with partial epilepsy and focal interictal slow-wave discharges on EEG. Magn Reson Imaging 26(8):1089–1100

    Article  PubMed  Google Scholar 

  • Menon V, Crottaz-Herbette S (2005) Combined EEG and fMRI studies of human brain function. Int Rev Neurobiol 66:291–321 Review

    Article  CAS  PubMed  Google Scholar 

  • Muthuswamy J, Thakor NV (1998) Spectral analysis methods for neurological signals. J Neurosci Methods 83(1):1–14

    Article  CAS  PubMed  Google Scholar 

  • Neuper C, Pfurtscheller G (1996) Post-movement synchronization of beta rhythms in the EEG over the cortical foot area in man. Neurosci Lett 216:17–20

    Article  CAS  PubMed  Google Scholar 

  • Ogawa S, Menon RS, Kim SG, Ugurbil K (1998) On the characteristics of functional magnetic resonance imaging of the brain. Annu Rev Biophys Biomol Struct 27:447–474

    Article  CAS  PubMed  Google Scholar 

  • Oldfield RC (1971) The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia 9(1):97–113

    Article  CAS  PubMed  Google Scholar 

  • Parkes LM, Bastiaansen CM, Norris DG (2006) Combining EEG and fMRI to investigate the post-movement beta rebound. Neuroimage 29:685–696

    Article  PubMed  Google Scholar 

  • Pfurtscheller G (1992) Event-related synchronization (ERS): an electrophysiological correlate of cortical areas at rest. Electroencephalogr Clin Neurophysiol 83:62–69

    Article  CAS  PubMed  Google Scholar 

  • Pfurtscheller G, Aranibar A (1979) Evaluation of event-related desynchronization (ERD) preceding and following voluntary self-paced movement. Electroencephalogr Clin Neurophysiol 46:138–146

    Article  CAS  PubMed  Google Scholar 

  • Rappelsberger P, Pfurtscheller G, Filz O (1994) Calculation of event-related coherence–a new method to study short-lasting coupling between brain areas. Brain Topogr 7:121–127

    Article  CAS  PubMed  Google Scholar 

  • Ritter P, Moosmann M, Villringer A (2009) Rolandic alpha and beta EEG rhythms’ strengths are inversely related to fMRI-BOLD signal in primary somatosensory and motor cortex. Hum Brain Mapp 30:1168–1187

    Article  PubMed  Google Scholar 

  • Sadato N, Campbell G, Ibanez V, Deiber M, Hallett M (1996) Complexity affects regional cerebral blood flow change during sequential finger movements. J Neurosci 16(8):2691–2700

    CAS  PubMed  Google Scholar 

  • Salmelin R, Hari R (1994) Spatiotemporal characteristics of sensorimotor neuromagnetic rhythms related to thumb movement. Neuroscience 60:537–550

    Article  CAS  PubMed  Google Scholar 

  • Singer P (1999) Uncertainty inequalities for the continuous wavelet transform. IEEE Trans Inf Theory 45(3):1039–1042

    Article  Google Scholar 

  • Singh KD, Barnes GR, Hillebrand A, Forde EME, Williams AL (2002) Task-related changes in cortical synchronization are spatially coincident with the hemodynamic response. Neuroimage 16:103–114

    Article  PubMed  Google Scholar 

  • Stancak A Jr, Feige B, Lucking CH, Kristeva-Feige R (2000) Oscillatory cortical activity and movement-related potentials in proximal and distal movements. Clin Neurophysiol 111:636–650

    Article  PubMed  Google Scholar 

  • Steriade M, Amzica F (1996) Intracortical and corticothalamic coherency of fast spontaneous oscillations. Proc Natl Acad Sci USA 93:2533–2538

    Article  CAS  PubMed  Google Scholar 

  • Talairach J, Tournoux P (1998) Co-planar stereotaxic atlas of the human brain. Thieme, New York

    Google Scholar 

  • Tallon-Baudry C, Bertrand O, Delpuech C, Pernier J (1997) Oscillatory gammaband (30–70 Hz) activity induced by a visual search task in humans. J Neurosci 17(2):722–734

    CAS  PubMed  Google Scholar 

  • van Duinen H, Zijdewind I, Hoogduin H, Maurits N (2005) Surface EMG measurements during fMRI at 3T: accurate EMG recordings after artifact correction. NeuroImage 27(1):240–246

    Article  PubMed  Google Scholar 

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Correspondence to Silvia Francesca Storti.

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Storti, S.F., Formaggio, E., Beltramello, A. et al. Wavelet Analysis as a Tool for Investigating Movement-Related Cortical Oscillations in EEG-fMRI Coregistration. Brain Topogr 23, 46–57 (2010). https://doi.org/10.1007/s10548-009-0117-2

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  • DOI: https://doi.org/10.1007/s10548-009-0117-2

Keywords

  • EEG
  • BOLD
  • Wavelet analysis
  • Wavelet energy
  • Maps