Removal of BCG artifacts from EEG recordings inside the MR scanner: A comparison of methodological and validation-related aspects

被引:71
作者
Vanderperren, Katrien [1 ]
De Vos, Maarten [1 ]
Ramautar, Jennifer R. [2 ,3 ]
Novitskiy, Nikolay [2 ]
Mennes, Maarten [3 ,4 ]
Assecondi, Sara [5 ]
Vanrumste, Bart [1 ,6 ]
Stiers, Peter [7 ]
Van den Bergh, Bea R. H. [4 ,8 ,9 ]
Wagemans, Johan [2 ]
Lagae, Lieven [3 ]
Sunaert, Stefan [10 ]
Van Huffel, Sabine [1 ]
机构
[1] Katholieke Univ Leuven, Dept Elect Engn, ESAT, SCD, Louvain, Belgium
[2] Katholieke Univ Leuven, Expt Psychol Lab, Louvain, Belgium
[3] Katholieke Univ Leuven, Dept Pediat Neurol, Louvain, Belgium
[4] Katholieke Univ Leuven, Dept Psychol, Louvain, Belgium
[5] Univ Ghent, Dept Elect & Informat Syst, MEDISIP, IBBT IbiTech, B-9000 Ghent, Belgium
[6] Katholieke Hsch Kempen, Biosci & Technol Dept, MOBILAB, Geel, Belgium
[7] Maastricht Univ, Fac Psychol & Neurosci, Maastricht, Netherlands
[8] Tilburg Univ, Dept Psychol, NL-5000 LE Tilburg, Netherlands
[9] Flemish Govt, Dept Welf Publ Hlth & Family, Brussels, Belgium
[10] Katholieke Univ Leuven, Dept Radiol, Louvain, Belgium
关键词
INDEPENDENT COMPONENT ANALYSIS; FUNCTIONAL MRI; BALLISTOCARDIOGRAM ARTIFACT; EYE-MOVEMENT; FMRI DATA; ACTIVATION; DYNAMICS; ELECTROENCEPHALOGRAM; INTEGRATION; ALGORITHMS;
D O I
10.1016/j.neuroimage.2010.01.010
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Multimodal approaches are of growing interest in the study of neural processes. To this end much attention has been paid to the integration of electroencephalographic (EEG) and functional magnetic resonance imaging (fMRI) data because of their complementary properties. However, the simultaneous acquisition of both types of data causes serious artifacts in the EEG, with amplitudes that may be much larger than those of EEG signals themselves. The most challenging of these artifacts is the ballistocardiogram (BCG) artifact, caused by pulse-related electrode movements inside the magnetic field. Despite numerous efforts to find a suitable approach to remove this artifact, Still a considerable discrepancy exists between current EEG-fMRI studies. This paper attempts to clarify several methodological issues regarding the different approaches with an extensive validation based on event-related potentials (ERPs). More specifically, Optimal Basis Set (OBS) and Independent Component Analysis (ICA) based methods were investigated. Their validation was not only performed with measures known from previous studies on the average ERPs, but most attention was focused on task-related measures, including their use on trial-to-trial information. These more detailed validation criteria enabled us to find a clearer distinction between the most widely used cleaning methods. Both OBS and ICA proved to be able to yield equally good results. However, ICA methods needed More parameter tuning, thereby making OBS more robust and easy to use. Moreover, applying OBS prior to ICA can optimize the data quality even more, but caution is recommended since the effect of the additional ICA step may be strongly subject-dependent. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:920 / 934
页数:15
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