Assessing levels of consciousness with symbolic analysis

被引:27
作者
Lee, UnCheol [1 ]
Blain-Moraes, Stefanie [2 ]
Mashour, George A. [3 ]
机构
[1] Univ Michigan, Sch Med, Ctr Consciousness Sci, Ann Arbor, MI 48105 USA
[2] Univ Michigan, Sch Med, Dept Anesthesiol, Ann Arbor, MI 48105 USA
[3] Univ Michigan, Sch Med, Neurosci Grad Program, Ctr Consciousness Sci,Dept Anesthesiol, Ann Arbor, MI 48109 USA
来源
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES | 2015年 / 373卷 / 2034期
关键词
consciousness; intraoperative awareness; unresponsive wakefulness syndrome; electroencephalography; symbolic analysis; symbolic transfer entropy; TOP-DOWN PROCESSES; VEGETATIVE STATE; INTRAOPERATIVE AWARENESS; TRANSFER ENTROPY; INFORMATION-TRANSFER; TIME-SERIES; EFFECTIVE CONNECTIVITY; PRESERVED FEEDFORWARD; SURGICAL POPULATION; BEDSIDE DETECTION;
D O I
10.1098/rsta.2014.0117
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
'Covert consciousness' is a state in which consciousness is present without the capacity for behavioural response, and it can occur in patients with intraoperative awareness or unresponsive wakefulness syndrome. To detect and prevent this undesirable state, it is critical to develop a reliable neurobiological assessment of an individual's level of consciousness that is independent of behaviour. One such approach that shows potential is measuring surrogates of cortical communication in the brain using electroencephalography (EEG). EEG is practicable in clinical application, but involves many fundamental signal processing problems, including signal-to-noise ratio and high dimensional complexity. Symbolic analysis of EEG can mitigate these problems, improving the measurement of brain connectivity and the ability to successfully assess levels of consciousness. In this article, we review the problem of covert consciousness, basic neurobiological principles of consciousness, current methods of measuring brain connectivity and the advantages of symbolic processing, with a focus on symbolic transfer entropy (STE). Finally, we discuss recent advances and clinical applications of STE and other symbolic analyses to assess levels of consciousness.
引用
收藏
页数:15
相关论文
共 65 条
[61]   Consciousness as Integrated Information: a Provisional Manifesto [J].
Tononi, Giulio .
BIOLOGICAL BULLETIN, 2008, 215 (03) :216-242
[62]   Fronto-Parietal Connectivity Is a Non-Static Phenomenon with Characteristic Changes during Unconsciousness [J].
Untergehrer, Gisela ;
Jordan, Denis ;
Kochs, Eberhard F. ;
Ilg, Ruediger ;
Schneider, Gerhard .
PLOS ONE, 2014, 9 (01)
[63]   Transfer entropy-a model-free measure of effective connectivity for the neurosciences [J].
Vicente, Raul ;
Wibral, Michael ;
Lindner, Michael ;
Pipa, Gordon .
JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2011, 30 (01) :45-67
[64]   Binless strategies for estimation of information from neural data [J].
Victor, JD .
PHYSICAL REVIEW E, 2002, 66 (05) :15
[65]   Measuring Information-Transfer Delays [J].
Wibral, Michael ;
Pampu, Nicolae ;
Priesemann, Viola ;
Siebenhuehner, Felix ;
Seiwert, Hannes ;
Lindner, Michael ;
Lizier, Joseph T. ;
Vicente, Raul .
PLOS ONE, 2013, 8 (02)