Prognostic and diagnostic value of EEG signal coupling measures in coma. Issue 8 (August 2016)
- Record Type:
- Journal Article
- Title:
- Prognostic and diagnostic value of EEG signal coupling measures in coma. Issue 8 (August 2016)
- Main Title:
- Prognostic and diagnostic value of EEG signal coupling measures in coma
- Authors:
- Zubler, Frederic
Koenig, Christa
Steimer, Andreas
Jakob, Stephan M.
Schindler, Kaspar A.
Gast, Heidemarie - Abstract:
- Highlights: Linear and non-linear quantitative EEG analyses help assessing outcome in coma. High level of synchrony between hemispheres was associated with mortality. High level synchrony within hemispheres was associated with survival. Abstract: Objective: Our aim was to assess the diagnostic and predictive value of several quantitative EEG (qEEG) analysis methods in comatose patients. Methods: In 79 patients, coupling between EEG signals on the left–right (inter-hemispheric) axis and on the anterior–posterior (intra-hemispheric) axis was measured with four synchronization measures: relative delta power asymmetry, cross-correlation, symbolic mutual information and transfer entropy directionality. Results were compared with etiology of coma and clinical outcome. Using cross-validation, the predictive value of measure combinations was assessed with a Bayes classifier with mixture of Gaussians. Results: Five of eight measures showed a statistically significant difference between patients grouped according to outcome; one measure revealed differences in patients grouped according to the etiology. Interestingly, a high level of synchrony between the left and right hemisphere was associated with mortality on intensive care unit, whereas higher synchrony between anterior and posterior brain regions was associated with survival. The combination with the best predictive value reached an area-under the curve of 0.875 (for patients with post anoxic encephalopathy: 0.946). Conclusions:Highlights: Linear and non-linear quantitative EEG analyses help assessing outcome in coma. High level of synchrony between hemispheres was associated with mortality. High level synchrony within hemispheres was associated with survival. Abstract: Objective: Our aim was to assess the diagnostic and predictive value of several quantitative EEG (qEEG) analysis methods in comatose patients. Methods: In 79 patients, coupling between EEG signals on the left–right (inter-hemispheric) axis and on the anterior–posterior (intra-hemispheric) axis was measured with four synchronization measures: relative delta power asymmetry, cross-correlation, symbolic mutual information and transfer entropy directionality. Results were compared with etiology of coma and clinical outcome. Using cross-validation, the predictive value of measure combinations was assessed with a Bayes classifier with mixture of Gaussians. Results: Five of eight measures showed a statistically significant difference between patients grouped according to outcome; one measure revealed differences in patients grouped according to the etiology. Interestingly, a high level of synchrony between the left and right hemisphere was associated with mortality on intensive care unit, whereas higher synchrony between anterior and posterior brain regions was associated with survival. The combination with the best predictive value reached an area-under the curve of 0.875 (for patients with post anoxic encephalopathy: 0.946). Conclusions: EEG synchronization measures can contribute to clinical assessment, and provide new approaches for understanding the pathophysiology of coma. Significance: Prognostication in coma remains a challenging task. qEEG could improve current multi-modal approaches. … (more)
- Is Part Of:
- Clinical neurophysiology. Volume 127:Issue 8(2016:Aug.)
- Journal:
- Clinical neurophysiology
- Issue:
- Volume 127:Issue 8(2016:Aug.)
- Issue Display:
- Volume 127, Issue 8 (2016)
- Year:
- 2016
- Volume:
- 127
- Issue:
- 8
- Issue Sort Value:
- 2016-0127-0008-0000
- Page Start:
- 2942
- Page End:
- 2952
- Publication Date:
- 2016-08
- Subjects:
- Coma -- Prognostication -- Quantitative EEG -- Synchronization -- Bayes classifier
Neurophysiology -- Periodicals
Electroencephalography -- Periodicals
Electromyography -- Periodicals
Neurology -- Periodicals
612.8 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13882457 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.clinph.2015.08.022 ↗
- Languages:
- English
- ISSNs:
- 1388-2457
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3286.310645
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11320.xml