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Proceedings of the meeting - Department of Physics - University of ...

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Improved Artifact Correction for Combined EEG/fMRIO6Karen J. Mullinger 1 , Paul S. Morgan 2 , Richard W. Bowtell 1 ,1 Sir Peter Mansfield Magnetic Resonance Centre, School <strong>of</strong> <strong>Physics</strong> and Astronomy, Universtiy <strong>of</strong> Nottingham; Academic Radiology,<strong>University</strong> <strong>of</strong> Nottingham;IntroductionSimultaneous EEG and fMRI has been made possible by <strong>the</strong> development<strong>of</strong> EEG hardware and correction methods that allow artifactsgenerated by <strong>the</strong> scanner gradients and cardiac pulse to be characterisedand <strong>the</strong>n subtracted [1]. Correction methods generally rely on <strong>the</strong>generation <strong>of</strong> reproducible gradient artifacts and accurate detection <strong>of</strong>cardiac R peaks. Here, we describe <strong>the</strong> implementation <strong>of</strong> two methodologicaldevelopments aimed at improving <strong>the</strong> reliability <strong>of</strong> artifactcorrection: synchronization <strong>of</strong> EEG sampling to <strong>the</strong> MR scanner clockand use <strong>of</strong> <strong>the</strong> scanner’s physiological logging in identifying R-peaks.MethodsfMRI and EEG data were acquired simultaneously using a PhilipsIntera Achieva 3.0 T MR scanner and a BrainAmp MR EEG amplifier,Brain Vision Recorder s<strong>of</strong>tware (Brainproducts, Munich) and <strong>the</strong>BrainCap MR electrode cap with 32 electrodes (5 kHz sampling rate).A standard EPI sequence was implemented (64×64×20 matrix,3.25×3.25 mm 2 in-plane resolution and 3mm slice thickness). Cardiacand respiratory cycles were simultaneously recorded using <strong>the</strong> scanner’sphysiological monitoring system (vector cardiogram (VCG) [2]and respiratory belt) whose output is sampled at 500 Hz. Triggersmarking <strong>the</strong> beginning <strong>of</strong> each volume acquisition were recorded on<strong>the</strong> EEG system. Data was recorded for 6 minutes (180 volumes) for3 different situations: (i) <strong>the</strong> EEG sampling and scanner waveformswere synchronised by driving <strong>the</strong> BrainAmp clock using a 5 kHzsignal derived from <strong>the</strong> 10 MHz MR scanner clock (TR = 2 s); (ii) <strong>the</strong>EEG sampling was not synchronised to <strong>the</strong> scanner (TR = 2 s); (iii) <strong>the</strong>EEG and MR clocks were synchronised, but a TR <strong>of</strong> 2.0001 s which isnot a multiple <strong>of</strong> <strong>the</strong> scanner clock period, was employed. In eachexperiment <strong>the</strong> time between repetitions <strong>of</strong> scanner waveforms wasTR/20 ≈ 100 ms, so that gradient artifacts occurred at multiples <strong>of</strong>10Hz.Off-line EEG signal correction was based on averaging and <strong>the</strong>n subtractinggradient and pulse artifacts, as implemented in Brain VisionAnalyzer [1]. Gradient artifact correction employed an average artifactwaveform <strong>of</strong> 2 s duration, formed from <strong>the</strong> average <strong>of</strong> <strong>the</strong> 180 TRperiods,using <strong>the</strong> scanner-generated markers. Pulse artifact correctionwas carried out based on R-peak markers derived from <strong>the</strong> ECGor VCG traces.RatioSynchronised, TR=2sSynchronised, TR=2.0001s0.50.40.30.20.100.050.04Not synchronised, TR=2s102030405060708090100110120130140150Frequency (Hz)imperative to employ a TR which is a multiple <strong>of</strong> <strong>the</strong> scanner clockperiod in order to achieve good correction. The ECG traces producedbefore and after gradient artifact correction are shown in Figure 2.Figure 3 shows a corresponding VCG trace. Figure 4 indicates thatusing <strong>the</strong> VCG ra<strong>the</strong>r than ECG trace to define R-peak markers providesa similar/slightly improved level <strong>of</strong> pulse artifact correction.Use <strong>of</strong> <strong>the</strong> VCG consequently <strong>of</strong>fers an alternative approach wheredifficulties in obtaining an adequate quality ECG trace occur.Voltage (a.u.)Voltage (Micro Volts)Voltage (Micro Volts)20000.0015000.0010000.005000.000.00-5000.00-10000.00-15000.000 2.5 5 7.5 10 12.5 15 17.5-8000.00-8200.00-8400.00-8600.00-8800.00-9000.00-9200.00-9400.00-9600.00-9800.000.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5Time (s)Figure 2: Typical ECG trace before (top) and after (bottom)gradient correction.3500300025002000150010005000-500-1000-15000.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5Time (s)Figure 3: VCG trace obtained straight from <strong>the</strong> scannerwithout any correction.4Ratio0.030.020.010102030405060708090100Frequency (H z)Figure 1: Ratio <strong>of</strong> signal power at 10 Hz harmonics forcorrected/uncorrected data, averaged over all channels.Error bars show <strong>the</strong> standard deviation <strong>of</strong> signal over allchannels. B shows <strong>the</strong> same data as A, but at a differentscale.110120130140150Voltage (Micro Volts)3211 2 34Results and DiscussionFigure 1 shows <strong>the</strong> ratio (corrected/uncorrected) <strong>of</strong> EEG power atmultiples <strong>of</strong> 10 Hz, indicating that synchronisation <strong>of</strong> <strong>the</strong> EEG samplingto <strong>the</strong> MR scanner clock, leads to better correction <strong>of</strong> gradientartifacts. The reduced residual artifact at high frequencies will beparticularly advantageous for measuring gamma band activity in <strong>the</strong>scanner. Figure 1 also shows that even with synchronisation it isFrequency (Hz)Figure 4: EEG artifacts on channel TP10 due to <strong>the</strong>ballistic effect before (black) and after correction usingVCG (red) and ECG (green).References1. Allen et al. Neuroimage 8:229-239,1998.2. Chia et al. JMRI, 12:678-688,2000.

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