Parameter selection in permutation entropy for an electroencephalographic measure of isoflurane anesthetic drug effect

Journal of Clinical Monitoring and Computing

Volumn 27, Issue 2, 2013, Pages 113-123

  Li, Duan ^a   Liang, Zhenhu ^a   Wang, Yinghua ^a   Hagihira, Satoshi ^b   Sleigh, Jamie W ^c   Li, Xiaoli ^a,d  

^a YANSHAN UNIVERSITY   (China)

^b OSAKA UNIVERSITY GRADUATE SCHOOL OF MEDICINE   (Japan)

^c WAIKATO HOSPITAL   (New Zealand)

^d BEIJING NORMAL UNIVERSITY   (China)

Author keywords

Electroencephalographic signals; Isoflurane anesthesia; Permutation entropy; Pharmacokinetic pharmacodynamic modeling; Prediction probability

Indexed keywords

COEFFICIENT OF DETERMINATION; CORRELATION COEFFICIENT; ELECTROENCEPHALOGRAPHIC SIGNALS; ISOFLURANE; PARAMETER COMBINATION; PERMUTATION ENTROPY; PHARMACODYNAMIC MODELS; PREDICTION PROBABILITIES;

ANESTHESIOLOGY; ELECTROENCEPHALOGRAPHY; ENTROPY; PHARMACOKINETICS;

ANESTHETICS;

DOPAMINE; ISOFLURANE; LIDOCAINE;

ABDOMINAL SURGERY; ADULT; AGED; ANALYTICAL PARAMETERS; ARTICLE; CLINICAL ARTICLE; CONCENTRATION RESPONSE; CORRELATION COEFFICIENT; ELECTROENCEPHALOGRAPHY; ENTROPY; EPIDURAL ANESTHESIA; FEMALE; GENERAL ANESTHESIA; HUMAN; MALE; NERVOUS SYSTEM PARAMETERS; PERMUTATION ENTROPY; PREDICTION; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS;

ADULT; AGED; ALGORITHMS; ANESTHETICS; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; ISOFLURANE; MALE; MIDDLE AGED; MODELS, THEORETICAL; MONITORING, PHYSIOLOGIC; PROBABILITY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84879554470     PISSN: 13871307     EISSN: 15732614     Source Type: Journal    
DOI: 10.1007/s10877-012-9419-0     Document Type: Article

References (29)

1. Jameson LC, Sloan TB. Using EEG to monitor anesthesia drug effects during surgery. J Clin Monit Comput. 2006;20:445-72.
2. Musizza B, Ribaric S. Monitoring the depth of anaesthesia. Sensors. 2010;10:10896-935.
3. Rampil IJ. A primer for EEG signal processing in anesthesia. Anesthesiology. 1998;89:980-1002.
4. Viertiö-Oja H, Maja V, Särkelä M, Talja P, Tenkanen N, Tolvanen-Laakso H, Paloheimo M, Vakkuri A, Yli-Hankala A, Meriläinen P. Description of the Entropy™ algorithm as applied in the Datex-Ohmeda S/5™ Entropy Module. Acta Anaesthesiol Scand. 2004;48:154-61.
5. Elbert T, Ray WJ, Kowalik ZJ, Skinner JE, Graf KE, Birbaumer N. Chaos and physiology: deterministic chaos in excitable cell assemblies. Physiol Rev. 1994;74:1-47.
6. Li X, Sleigh JW, Voss LJ, Ouyang G. Measure of the electroencephalographic effects of sevoflurane using recurrence dynamics. Neurosci Lett. 2007;424:47-50.
7. Li X, Cui S, Voss LJ. Using permutation entropy to measure the electroencephalographic effects of sevoflurane. Anesthesiology. 2008;109:448-56.
8. Li D, Li X, Liang Z, Voss LJ, Sleigh JW. Multiscale permutation entropy analysis of EEG recordings during sevoflurane anesthesia. J Neural Eng. 2010;7:046010.
9. Revuelta M, Paniagua P, Campos JM, Fernández JA, Martinez A, Jospin M, Litvan H. Validation of the index of consciousness during sevoflurane and remifentanil anaesthesia: a comparison with the bispectral index and the cerebral state index. Br J Anaesth. 2008;101:653-8.
10. Bruhn J, Ropcke H, Hoeft A. Approximate entropy as an electroencephalographic measure of anesthetic drug effect during desflurane anesthesia. Anesthesiology. 2000;92:715-26.
11. Ferenets R, Lipping T, Anier A, Jäntti V, Melto S, Hovilehto S. Comparison of entropy and complexity measures for the assessment of depth of sedation. IEEE Trans Biomed Eng. 2006;53:1067-77.
12. Bandt C, Pompe B. Permutation entropy: a natural complexity measure for time series. Phys Rev Lett. 2002;88:174102.
13. Bandt C. Ordinal time series analysis. Ecol Model. 2005;182:229-38.
14. Olofsen E, Sleigh JW, Dahan A. Permutation entropy of the electroencephalogram: a measure of anaesthetic drug effect. Br J Anaesth. 2008;101:810-21.
15. Jordan D, Stockmanns G, Kochs EF, Pilge S, Schneider G. Electroencephalographic order pattern analysis for the separation of consciousness and unconsciousness: an analysis of approximate entropy, permutation entropy, recurrence rate, and phase coupling of order recurrence plots. Anesthesiology. 2008;109:1014-22.
16. Cao Y, Tung WW, Gao JB, Protopopescu VA, Hively LM. Detecting dynamical changes in time series using the permutation entropy. Phys Rev E. 2004;70:046217.
17. Hagihira S, Takashina M, Mori T, Mashimo T, Yoshiya I. Changes of electroencephalographic bicoherence during isoflurane anesthesia combined with epidural anesthesia. Anesthesiology. 2002;97:1409-15.
18. Krishnaveni V, Jayaraman S, Anitha L, Ramadoss K. Removal of ocular artifacts from EEG using adaptive thresholding of wavelet coefficients. J Neural Eng. 2006;3:338-46.
19. Mckay ID, Voss LJ, Sleigh JW, Barnard JP, Johannsen EK. Pharmacokinetic-pharmacodynamic modeling the hypnotic effect of sevoflurane using the spectral entropy of the electroencephalogram. Anesth Analg. 2006;102:91-7.
20. Li X, Li D, Liang Z, Voss LJ, Sleigh JW. Analysis of depth of anesthesia with Hilbert-Huang spectral entropy. Clin Neurophysiol. 2008;119:2465-75.
21. Smith WD, Dutton RC, Smith NT. Measuring the performance of anesthetic depth indicators. Anesthesiology. 1996;84:38-51.
22. Vanluchene AL, Vereecke H, Thas O, Mortier EP, Shafer SL, Struys MM. Spectral entropy as an electroencephalographic measure of anesthetic drug effect: a comparison with bispectral index and processed midlatency auditory evoked response. Anesthesiology. 2004;101:34-42.
23. Ellerkmann RK, Liermann VM, Alves TM, Wenningmann I, Kreuer S, Wilhelm W, Roepcke H, Hoeft A, Bruhn J. Spectral entropy and bispectral index as measures of the electroencephalographic effects of sevoflurane. Anesthesiology. 2004;101:1275-82.
24. k), and signal-to-noise ratios of different electroencephalographic parameters during administration of desflurane, isoflurane, and sevoflurane in rats. Anesthesiology. 2008;108:276-85.
25. Bruhn J, Röpcke H, Rehberg B, Bouillon T, Hoeft A. Electroencephalogram approximate entropy correctly classifies the occurrence of burst suppression pattern as increasing anesthetic drug effect. Anesthesiology. 2000;93:981-5.
26. Hagihira S, Takashina M, Mori T, Ueyama H, Mashimo T. Electroencephalographic bicoherence is sensitive to noxious stimuli during isoflurane or sevoflurane anesthesia. Anesthesiology. 2004;100:818-25.
27. Sleigh JW, Leslie K, Voss LJ. The effect of skin incision on the electroencephalogram during general anesthesia maintained with propofol or desflurane. J Clin Monit Comput. 2010;24:307-18.
28. Miller A, Sleigh JW, Barnard J, Steyn-Ross DA. Does bispectral analysis of the electroencephalogram add anything but complexity? Br J Anaesth. 2004;92:8-13.
29. Hagihira S, Takashina M, Mori T, Mashimo T, Yoshiya I. Practical issues in bispectral analysis of electroencephalographic signals. Anesth Analg. 2001;93:966-70.