An integrated information theory index using multichannel EEG for evaluating various states of consciousness under anesthesia

被引:10
作者
Dong, Kangli [1 ]
Zhang, Delin [2 ]
Wei, Qishun [1 ]
Wang, Guozheng [1 ]
Chen, Xing [1 ]
Zhang, Lu [3 ]
Liu, Jun [1 ,4 ]
机构
[1] Zhejiang Univ, Coll Biomed Engn & Instrument Sci, Hangzhou 310027, Zhejiang, Peoples R China
[2] Zhejiang Univ, Affiliated Hosp 1, Coll Med, Hangzhou 310027, Zhejiang, Peoples R China
[3] Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Rehabil, Hangzhou 310027, Zhejiang, Peoples R China
[4] Zhejiang Univ Taizhou, Res Inst, Taizhou 318012, Zhejiang, Peoples R China
关键词
Anesthesia; Consciousness; Integrated information theory; Electroencephalogram; Bispectral index; BISPECTRAL INDEX; SEVOFLURANE; ELECTROENCEPHALOGRAM; SEDATION; GAMMA; UNRESPONSIVENESS; DEXMEDETOMIDINE; CONNECTIVITY; VOLUNTEERS; COMPLEXITY;
D O I
10.1016/j.compbiomed.2022.106480
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: The integrated information theory (IIT) of consciousness introduces a measure O to quantify consciousness in a physical system. Directly related to this, general anesthesia aims to induce reversible and safe loss of consciousness (LOC). We sought to propose an electroencephalogram (EEG)-based IIT index OEEG to evaluate various states of consciousness under general anesthesia.Methods: Based on the definition of mutual information, we estimated the OEEG by maximizing the integrated information under various time lags. We used the binning method to cut the nonGaussian EEG data for estimating mutual information. We tested two EEG databases collected from propofol-(n = 20) and sevoflurane-induced (n = 15) anesthesia, and especially, we compared the OEEG of drowsy (n = 7) and responsive participants (n = 13) under propofol anesthesia. We compared the effectiveness of OEEG with the estimated bispectral index (eBIS).Results: In all EEG frequency bands, we observed a negative correlation between OEEG and end-tidal sevoflurane concentration under sevoflurane-induced anesthesia (p < 0.001, BF10 > 6000). Under propofol-induced anesthesia, drowsy participants in moderate sedation (6.96 +/- 0.26(mean +/- SD)) showed decreased alpha-band OEEG compared with baseline (7.40 +/- 0.53, p = 0.016, BF10 = 3.58), no significant difference was observed for responsive participants. Oppositely, the responsive participants in moderate sedation (-5.32 +/- 0.38) showed decreased eBIS compared with baseline (-4.94 +/- 0.40, p = 0.03, BF10 = 2.41).Conclusions: These findings may enable monitors of the anesthetic state that can distinguish consciousness and unconsciousness rather than the changes of anesthetic concentrations. The alpha-band OEEG is promising for deriving the gold standard for depth of anesthesia monitoring.
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页数:10
相关论文
共 67 条
[1]   Consciousness and Anesthesia [J].
Alkire, Michael T. ;
Hudetz, Anthony G. ;
Tononi, Giulio .
SCIENCE, 2008, 322 (5903) :876-880
[2]  
Arsiwalla XD, 2013, IEEE IJCNN
[3]   Information Geometry on Complexity and Stochastic Interaction [J].
Ay, Nihat .
ENTROPY, 2015, 17 (04) :2432-2458
[4]  
Bachmann T., 2000, Microgenetic approach to the conscious mind
[5]   Integrated information in discrete dynamical systems: Motivation and theoretical framework [J].
Balduzzi, David ;
Tononi, Giulio .
PLOS COMPUTATIONAL BIOLOGY, 2008, 4 (06)
[6]   Qualia: The Geometry of Integrated Information [J].
Balduzzi, David ;
Tononi, Giulio .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (08)
[7]   Cortical functional connectivity indexes arousal state during sleep and anesthesia [J].
Banks, Matthew, I ;
Krause, Bryan M. ;
Endemann, Christopher M. ;
Campbell, Declan, I ;
Kovach, Christopher K. ;
Dyken, Mark Eric ;
Kawasaki, Hiroto ;
Nourski, Kirill, V .
NEUROIMAGE, 2020, 211
[8]   A study of bispectral analysis and auditory evoked potential indices during propofol-induced hypnosis in volunteers - The effect of an episode of wakefulness on explicit and implicit memory [J].
Barr, G ;
Anderson, RE ;
Jakobsson, JG .
ANAESTHESIA, 2001, 56 (09) :888-893
[9]   Granger Causality Analysis of Steady-State Electroencephalographic Signals during Propofol-Induced Anaesthesia [J].
Barrett, Adam B. ;
Murphy, Michael ;
Bruno, Marie-Aurelie ;
Noirhomme, Quentin ;
Boly, Melanie ;
Laureys, Steven ;
Seth, Anil K. .
PLOS ONE, 2012, 7 (01)
[10]   Practical Measures of Integrated Information for Time-Series Data [J].
Barrett, Adam B. ;
Seth, Anil K. .
PLOS COMPUTATIONAL BIOLOGY, 2011, 7 (01)