TY - JOUR
T1 - EEG phase-amplitude coupling to stratify encephalopathy severity in the developing brain
AU - Wang, Xinlong
AU - Liu, Hanli
AU - Kota, Srinivas
AU - Das, Yudhajit
AU - Liu, Yulun
AU - Zhang, Rong
AU - Chalak, Lina
N1 - Funding Information:
Dr. Lina Chalak is funded by NIH Grant R01NS102617-03 .
Publisher Copyright:
© 2021
PY - 2022/2
Y1 - 2022/2
N2 - Background: Neonatal hypoxic ischemic encephalopathy (HIE) is difficult to classify within the narrow therapeutic window of hypothermia. Neurophysiological biomarkers are needed for timely differentiation of encephalopathy severity within the short therapeutic window for initiation of hypothermia therapy. Methods: A novel analysis of mean Phase Amplitude Coupling index, PACm, of amplitudes high frequencies (12–30 Hz) coupled with phases of low (1,2 Hz) frequencies was calculated from the 6 h EEG recorded during the first day of life. PACm values were compared to identify differences between mild versus higher-grade HIE, respectively, for each of the EEG electrodes. A receiver operating characteristic curve was generated to examine the performance of PACm. Results: 38 newborns with different HIE grades were enrolled in the first 6 h of life. Threshold PACm 0.001 at Fz, O1, O2, P3, and P4 had AUC >0.9 to differentiate HIE severity and predict the persistence of moderate to severe encephalopathy that requires treatment with hypothermia. Conclusion: PAC is a promising biomarker to identify mild from higher severity of HIE after birth.
AB - Background: Neonatal hypoxic ischemic encephalopathy (HIE) is difficult to classify within the narrow therapeutic window of hypothermia. Neurophysiological biomarkers are needed for timely differentiation of encephalopathy severity within the short therapeutic window for initiation of hypothermia therapy. Methods: A novel analysis of mean Phase Amplitude Coupling index, PACm, of amplitudes high frequencies (12–30 Hz) coupled with phases of low (1,2 Hz) frequencies was calculated from the 6 h EEG recorded during the first day of life. PACm values were compared to identify differences between mild versus higher-grade HIE, respectively, for each of the EEG electrodes. A receiver operating characteristic curve was generated to examine the performance of PACm. Results: 38 newborns with different HIE grades were enrolled in the first 6 h of life. Threshold PACm 0.001 at Fz, O1, O2, P3, and P4 had AUC >0.9 to differentiate HIE severity and predict the persistence of moderate to severe encephalopathy that requires treatment with hypothermia. Conclusion: PAC is a promising biomarker to identify mild from higher severity of HIE after birth.
KW - EEG
KW - Hypoxic ischemia encephalopathy biomarkers
KW - Modified Sarnat Score
KW - Neonatal hypoxic ischemia encephalopathy
KW - Neural oscillation synchrony
KW - Phase amplitude coupling
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U2 - 10.1016/j.cmpb.2021.106593
DO - 10.1016/j.cmpb.2021.106593
M3 - Article
C2 - 34959157
AN - SCOPUS:85121711453
SN - 0169-2607
VL - 214
JO - Computer Methods and Programs in Biomedicine
JF - Computer Methods and Programs in Biomedicine
M1 - 106593
ER -