Heart–Brain Interactions in the MR Environment: Characterization of the Ballistocardiogram in EEG Signals Collected During Simultaneous fMRI
The ballistocardiographic (BCG) artifact is linked to cardiac activity and occurs in electroencephalographic (EEG) recordings acquired inside the magnetic resonance (MR) environment. Its variability in terms of amplitude, waveform shape and spatial distribution over subject’s scalp makes its attenua...
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Published in | Brain topography Vol. 31; no. 3; pp. 337 - 345 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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Springer US
01.05.2018
Springer Nature B.V |
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Abstract | The ballistocardiographic (BCG) artifact is linked to cardiac activity and occurs in electroencephalographic (EEG) recordings acquired inside the magnetic resonance (MR) environment. Its variability in terms of amplitude, waveform shape and spatial distribution over subject’s scalp makes its attenuation a challenging task. In this study, we aimed to provide a detailed characterization of the BCG properties, including its temporal dependency on cardiac events and its spatio-temporal dynamics. To this end, we used high-density EEG data acquired during simultaneous functional MR imaging in six healthy volunteers. First, we investigated the relationship between cardiac activity and BCG occurrences in the EEG recordings. We observed large variability in the delay between ECG and subsequent BCG events (ECG–BCG delay) across subjects and non-negligible epoch-by-epoch variations at the single subject level. The inspection of spatial–temporal variations revealed a prominent non-stationarity of the BCG signal. We identified five main BCG waves, which were common across subjects. Principal component analysis revealed two spatially distinct patterns to explain most of the variance (85% in total). These components are possibly related to head rotation and pulse-driven scalp expansion, respectively. Our results may inspire the development of novel, more effective methods for the removal of the BCG, capable of isolating and attenuating artifact occurrences while preserving true neuronal activity. |
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AbstractList | The ballistocardiographic (BCG) artifact is linked to cardiac activity and occurs in electroencephalographic (EEG) recordings acquired inside the magnetic resonance (MR) environment. Its variability in terms of amplitude, waveform shape and spatial distribution over subject's scalp makes its attenuation a challenging task. In this study, we aimed to provide a detailed characterization of the BCG properties, including its temporal dependency on cardiac events and its spatio-temporal dynamics. To this end, we used high-density EEG data acquired during simultaneous functional MR imaging in six healthy volunteers. First, we investigated the relationship between cardiac activity and BCG occurrences in the EEG recordings. We observed large variability in the delay between ECG and subsequent BCG events (ECG-BCG delay) across subjects and non-negligible epoch-by-epoch variations at the single subject level. The inspection of spatial-temporal variations revealed a prominent non-stationarity of the BCG signal. We identified five main BCG waves, which were common across subjects. Principal component analysis revealed two spatially distinct patterns to explain most of the variance (85% in total). These components are possibly related to head rotation and pulse-driven scalp expansion, respectively. Our results may inspire the development of novel, more effective methods for the removal of the BCG, capable of isolating and attenuating artifact occurrences while preserving true neuronal activity. The ballistocardiographic (BCG) artifact is linked to cardiac activity and occurs in electroencephalographic (EEG) recordings acquired inside the magnetic resonance (MR) environment. Its variability in terms of amplitude, waveform shape and spatial distribution over subject's scalp makes its attenuation a challenging task. In this study, we aimed to provide a detailed characterization of the BCG properties, including its temporal dependency on cardiac events and its spatio-temporal dynamics. To this end, we used high-density EEG data acquired during simultaneous functional MR imaging in six healthy volunteers. First, we investigated the relationship between cardiac activity and BCG occurrences in the EEG recordings. We observed large variability in the delay between ECG and subsequent BCG events (ECG-BCG delay) across subjects and non-negligible epoch-by-epoch variations at the single subject level. The inspection of spatial-temporal variations revealed a prominent non-stationarity of the BCG signal. We identified five main BCG waves, which were common across subjects. Principal component analysis revealed two spatially distinct patterns to explain most of the variance (85% in total). These components are possibly related to head rotation and pulse-driven scalp expansion, respectively. Our results may inspire the development of novel, more effective methods for the removal of the BCG, capable of isolating and attenuating artifact occurrences while preserving true neuronal activity.The ballistocardiographic (BCG) artifact is linked to cardiac activity and occurs in electroencephalographic (EEG) recordings acquired inside the magnetic resonance (MR) environment. Its variability in terms of amplitude, waveform shape and spatial distribution over subject's scalp makes its attenuation a challenging task. In this study, we aimed to provide a detailed characterization of the BCG properties, including its temporal dependency on cardiac events and its spatio-temporal dynamics. To this end, we used high-density EEG data acquired during simultaneous functional MR imaging in six healthy volunteers. First, we investigated the relationship between cardiac activity and BCG occurrences in the EEG recordings. We observed large variability in the delay between ECG and subsequent BCG events (ECG-BCG delay) across subjects and non-negligible epoch-by-epoch variations at the single subject level. The inspection of spatial-temporal variations revealed a prominent non-stationarity of the BCG signal. We identified five main BCG waves, which were common across subjects. Principal component analysis revealed two spatially distinct patterns to explain most of the variance (85% in total). These components are possibly related to head rotation and pulse-driven scalp expansion, respectively. Our results may inspire the development of novel, more effective methods for the removal of the BCG, capable of isolating and attenuating artifact occurrences while preserving true neuronal activity. |
Author | Mantini, Dante Wenderoth, Nicole Marino, Marco Liu, Quanying Del Castello, Mariangela Corsi, Cristiana |
Author_xml | – sequence: 1 givenname: Marco surname: Marino fullname: Marino, Marco organization: Neural Control of Movement Laboratory, ETH Zurich, Department of Experimental Psychology, University of Oxford, Laboratory of Movement Control and Neuroplasticity, KU Leuven – sequence: 2 givenname: Quanying surname: Liu fullname: Liu, Quanying organization: Neural Control of Movement Laboratory, ETH Zurich, Laboratory of Movement Control and Neuroplasticity, KU Leuven – sequence: 3 givenname: Mariangela surname: Del Castello fullname: Del Castello, Mariangela organization: Department of Electrical, Electronic, and Information Engineering “Gugliemo Marconi”, University of Bologna – sequence: 4 givenname: Cristiana surname: Corsi fullname: Corsi, Cristiana organization: Department of Electrical, Electronic, and Information Engineering “Gugliemo Marconi”, University of Bologna – sequence: 5 givenname: Nicole surname: Wenderoth fullname: Wenderoth, Nicole organization: Neural Control of Movement Laboratory, ETH Zurich, Laboratory of Movement Control and Neuroplasticity, KU Leuven – sequence: 6 givenname: Dante orcidid: 0000-0001-6485-5559 surname: Mantini fullname: Mantini, Dante email: dante.mantini@hest.ethz.ch organization: Neural Control of Movement Laboratory, ETH Zurich, Department of Experimental Psychology, University of Oxford, Laboratory of Movement Control and Neuroplasticity, KU Leuven |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29427251$$D View this record in MEDLINE/PubMed |
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Keywords | Inter-trial variability EEG–fMRI Multimodal imaging Ballistocardiogram (BCG) Non-stationarity |
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SubjectTerms | Bacillus Calmette-Guerin vaccine BCG Biomedical and Life Sciences Biomedicine Brain mapping EEG EKG Electroencephalography Functional magnetic resonance imaging Heart Heart diseases Neuroimaging Neurology Neurosciences Original Paper Psychiatry Spatial distribution Temporal variations |
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Title | Heart–Brain Interactions in the MR Environment: Characterization of the Ballistocardiogram in EEG Signals Collected During Simultaneous fMRI |
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