Effect of electrocardiogram interference on cortico-cortical connectivity analysis and a possible solution

J Neurosci Methods. 2016 Sep 1:270:76-84. doi: 10.1016/j.jneumeth.2016.06.009. Epub 2016 Jun 9.

Abstract

Background: Electroencephalogram (EEG) signals are often contaminated by the electrocardiogram (ECG) interference, which affects quantitative characterization of EEG.

New method: We propose null-coherence, a frequency-based approach, to attenuate the ECG interference in EEG using simultaneously recorded ECG as a reference signal. After validating the proposed approach using numerically simulated data, we apply this approach to EEG recorded from six newborns receiving therapeutic hypothermia for neonatal encephalopathy. We compare our approach with an independent component analysis (ICA), a previously proposed approach to attenuate ECG artifacts in the EEG signal. The power spectrum and the cortico-cortical connectivity of the ECG attenuated EEG was compared against the power spectrum and the cortico-cortical connectivity of the raw EEG.

Results: The null-coherence approach attenuated the ECG contamination without leaving any residual of the ECG in the EEG.

Comparison with existing method: We show that the null-coherence approach performs better than ICA in attenuating the ECG contamination without enhancing cortico-cortical connectivity.

Conclusion: Our analysis suggests that using ICA to remove ECG contamination from the EEG suffers from redistribution problems, whereas the null-coherence approach does not. We show that both the null-coherence and ICA approaches attenuate the ECG contamination. However, the EEG obtained after ICA cleaning displayed higher cortico-cortical connectivity compared with that obtained using the null-coherence approach. This suggests that null-coherence is superior to ICA in attenuating the ECG interference in EEG for cortico-cortical connectivity analysis.

Keywords: Coherence; Cortico-cortical connectivity; Electrocardiogram; Electroencephalogram; Independent component analysis; Transfer function.

Publication types

  • Validation Study

MeSH terms

  • Artifacts*
  • Brain Diseases / physiopathology
  • Brain Diseases / therapy
  • Cerebral Cortex / physiology*
  • Cerebral Cortex / physiopathology
  • Computer Simulation
  • Electrocardiography*
  • Electroencephalography / methods*
  • Female
  • Humans
  • Hypothermia, Induced
  • Infant, Newborn
  • Male
  • Neural Pathways / physiology
  • Neural Pathways / physiopathology