Using the Hilbert-Huang transform to measure the electroencephalographic effect of propofol

被引:27
作者
Shalbaf, R. [1 ]
Behnam, H. [1 ]
Sleigh, J. W. [2 ]
Voss, L. J. [2 ]
机构
[1] Iran Univ Sci & Technol, Sch Elect Engn, Tehran, Iran
[2] Waikato Hosp, Dept Anesthesia, Hamilton, New Zealand
关键词
anesthetic drug effect; electroencephalogram (EEG); Hilbert-Huang transform (HHT); pharmacokinetic-pharmacodynamic (PKPD) modeling (PKPD); EMPIRICAL MODE DECOMPOSITION; APPROXIMATE ENTROPY; BISPECTRAL INDEX; EEG; DEPTH; ANESTHESIA; FREQUENCY; CONSCIOUSNESS; INDUCTION; AWARENESS;
D O I
10.1088/0967-3334/33/2/271
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Monitoring the effect of anesthetic drugs on the central nervous system is a major ongoing challenge in anesthesia research. A number of electroencephalogram (EEG)-based monitors of the anesthetic drug effect such as the bispectral (BIS) index have been proposed to analyze the EEG signal during anesthesia. However, the BIS index has received some criticism. This paper offers a method based on the Hilbert-Huang transformation to calculate an index, called the Hilbert-Huang weighted regional frequency (HHWRF), to quantify the effect of propofol on brain activity. The HHWRF and BIS indices are applied to EEG signals collected from nine patients during a controlled propofol induction and emergence scheme. The results show that both the HHWRF and BIS track the gross changes in the EEG with increasing and decreasing anesthetic drug effect (the prediction probability P-k of 0.85 and 0.83 for HHWRF and BIS, respectively). Our new index can reflect the transition from unconsciousness to consciousness faster than the BIS, as indicated from the pharmacokinetic and pharmacodynamic modeled parameters and also from the analysis around the point of reawakening. This method could be used to design a new EEG monitoring system to estimate the propofol anesthetic drug effect.
引用
收藏
页码:271 / 285
页数:15
相关论文
共 35 条
  • [1] Agarwal N, 2004, ANAESTH INTENSIVE CA, V5, P343
  • [2] Depth of anaesthesia monitoring: what's available, what's validated and what's next?
    Bruhn, J.
    Myles, P. S.
    Sneyd, R.
    Struys, M. M. R. F.
    [J]. BRITISH JOURNAL OF ANAESTHESIA, 2006, 97 (01) : 85 - 94
  • [3] Screening of obstructive sleep apnea using Hilbert-Huang decomposition of oronasal airway pressure recordings
    Caseiro, P.
    Fonseca-Pinto, R.
    Andrade, A.
    [J]. MEDICAL ENGINEERING & PHYSICS, 2010, 32 (06) : 561 - 568
  • [4] WAKEFUL RESPONSE TO COMMAND INDICATES MEMORY POTENTIAL DURING EMERGENCE FROM GENERAL-ANESTHESIA
    DUTTON, RC
    SMITH, WD
    SMITH, NT
    [J]. JOURNAL OF CLINICAL MONITORING, 1995, 11 (01): : 35 - 40
  • [5] CHAOS AND PHYSIOLOGY - DETERMINISTIC CHAOS IN EXCITABLE CELL ASSEMBLIES
    ELBERT, T
    RAY, WJ
    KOWALIK, ZJ
    SKINNER, JE
    GRAF, KE
    BIRBAUMER, N
    [J]. PHYSIOLOGICAL REVIEWS, 1994, 74 (01) : 1 - 47
  • [6] Analysis of the EEG bispectrum, auditory evoked potentials and the EEG power spectrum during repeated transitions from consciousness to unconsciousness
    Gajraj, RJ
    Doi, M
    Mantzaridis, H
    Kenny, GNC
    [J]. BRITISH JOURNAL OF ANAESTHESIA, 1998, 80 (01) : 46 - 52
  • [7] Quantitative EEG changes associated with loss and return of consciousness in healthy adult volunteers anaesthetized with propofol or sevoflurane
    Gugino, LA
    Chabot, RJ
    Prichep, LS
    John, ER
    Formanek, V
    Aglio, LS
    [J]. BRITISH JOURNAL OF ANAESTHESIA, 2001, 87 (03) : 421 - 428
  • [8] Practical issues in bispectral analysis of electroencephalographic signals
    Hagihira, S
    Takashina, M
    Mori, T
    Mashimo, T
    Yoshiya, I
    [J]. ANESTHESIA AND ANALGESIA, 2001, 93 (04) : 966 - 970
  • [9] The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis
    Huang, NE
    Shen, Z
    Long, SR
    Wu, MLC
    Shih, HH
    Zheng, QN
    Yen, NC
    Tung, CC
    Liu, HH
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971): : 903 - 995
  • [10] Development and clinical application of electroencephalographic bispectrum monitoring
    Johansen, JW
    Sebel, PS
    [J]. ANESTHESIOLOGY, 2000, 93 (05) : 1336 - 1344