title: Moving GLM ballistocardiogram artifact reduction for EEG acquired simultaneously with fMRI.
abstract: OBJECTIVE
  Simultaneous acquisition of electroencephalogram (EEG) and functional magnetic resonance imaging (fMRI) enables studies of brain activity at both high temporal and high spatial resolution. However, EEG acquired in a magnetic field is contaminated by ballistocardiogram (BKG) artifact. The most commonly used method of BKG artifact reduction, averaged artifact subtraction (AAS), was not designed to account for overlapping BKG waveforms generated by adjacent beats. We describe a new method based on a moving general linear model (mGLM) that accounts for overlapping BKG waveforms.
  
  
  METHODS
  Simultaneous EEG-fMRI at 3 Tesla was performed in nine normal human subjects (8-11 runs/subject, 5.52 min/run). Gradient switching artifact was effectively reduced using commercially supplied procedures. Cardiac beats were detected using a novel correlation detector algorithm applied to the EKG trace. BKG artifact was reduced using both mGLM and AAS.
  
  
  RESULTS
  mGLM recovered BKG waveforms outlasting the median inter-beat interval. mGLM more effectively than AAS removed variance in the EEG attributable to BKG artifact.
  
  
  CONCLUSIONS
  mGLM offers advantages over AAS especially in the presence of variable heart rate.
  
  
  CONCLUSIONS
  The BKG artifact reduction procedure described herein improves the technique of simultaneous EEG-fMRI. Potential applications include basic investigations of the relationship between scalp potentials and functional imaging signals as well as clinical localization of epileptic foci.
authors: Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO 63110, USA.
authors: Justin L
authors: JL
authors: Vincent
authors: Linda J
authors: LJ
authors: Larson-Prior
authors: John M
authors: JM
authors: Zempel
authors: Abraham Z
authors: AZ
authors: Snyder
mesh_terms: D000328:Adult; D000465:Algorithms; D016477:Artifacts; D001450:Ballistocardiography / Q000706:statistics & numerical data*; D004569:Electroencephalography / Q000706:statistics & numerical data*; D004594:Electrophysiology; D005260:Female; D006321:Heart / Q000502:physiology; D006339:Heart Rate / Q000502:physiology; D006801:Humans; D007091:Image Processing, Computer-Assisted; D016014:Linear Models; D008279:Magnetic Resonance Imaging / Q000706:statistics & numerical data*; D008297:Male; D015233:Models, Statistical; D015203:Reproducibility of Results