Temporal linear mode complexity as a surrogate measure of the effect of remifentanil on the central nervous system in healthy volunteers

British Journal of Clinical Pharmacology

Volumn 71, Issue 6, 2011, Pages 871-885

  Choi, Byung Moon ^a   Shin, Da Huin ^c   Noh, Moon Ho ^d   Kim, Young Hac ^e   Jeong, Yong Bo ^f   Lee, Soo Han ^b   Lee, Eun Kyung ^g   Noh, Gyu Jeong ^a,b  

^a Department of Anesthesiology and Pain Medicine ^*  (South Korea)

^b University of Ulsan College of Medicine   (South Korea)

^c Sejong General Hospital   (South Korea)

^d Kookmin University   (South Korea)

^e Yonsei University   (South Korea)

^f Korea Cancer Center Hospital   (South Korea)

^g Ewha Womans University   (South Korea)

Author keywords

Combined effect and tolerance model; Feedback model; Pharmacodynamics; Remifentanil; Sigmoid E max model; Temporal linear mode complexity

Indexed keywords

REMIFENTANIL;

ADULT; AGED; AREA UNDER THE CURVE; ARTICLE; CENTRAL NERVOUS SYSTEM; CLINICAL ARTICLE; CONTROLLED STUDY; DATA ANALYSIS; DRUG BLOOD LEVEL; DRUG EFFECT; DRUG TOLERANCE; ELECTROENCEPHALOGRAPHY; ENTROPY; FEMALE; HUMAN; MALE; MEDICAL RECORD; PLASMA CONCENTRATION-TIME CURVE; PREDICTIVE VALUE; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS;

ADULT; ALGORITHMS; ANALGESICS, OPIOID; ANESTHETICS, INTRAVENOUS; CENTRAL NERVOUS SYSTEM; DRUG TOLERANCE; ELECTROENCEPHALOGRAPHY; FEEDBACK; FEMALE; HUMANS; MALE; MODELS, BIOLOGICAL; MODELS, STATISTICAL; PIPERIDINES; YOUNG ADULT;

EID: 79955801518     PISSN: 03065251     EISSN: 13652125     Source Type: Journal    
DOI: 10.1111/j.1365-2125.2011.03904.x     Document Type: Article

References (37)

1. Gabrielsson J, Weiner D. Pharmacokinetic/Pharmacodynamic Data Analysis: Concepts and Applications, 3rd edn, 4th edn. Stockholm and Cary: Sewdish Pharmaceutical Press, 2006.
2. Noh GJ, Kim KM, Jeong YB, Jeong SW, Yoon HS, Jeong SM, Kang SH, Linares O, Kern SE. Electroencephalographic approximate entropy changes in healthy volunteers during remifentanil infusion. Anesthesiology 2006; 104: 921-32.
3. Kang SH, Poynton MR, Kim KM, Lee H, Kim DH, Lee SH, Bae KS, Linares O, Kern SE, Noh GJ. Population pharmacokinetic and pharmacodynamic models of remifentanil in healthy volunteers using artificial neural network analysis. Br J Clin Pharmacol 2007; 64: 3-13.
4. Gambus PL, Gregg KM, Shafer SL. Validation of the alfentanil canonical univariate parameter as a measure of opioid effect on the electroencephalogram. Anesthesiology 1995; 83: 747-56.
5. Bruhn J, Bouillon TW, Radulescu L, Hoeft A, Bertaccini E, Shafer SL. Correlation of approximate entropy, bispectral index, and spectral edge frequency 95 (SEF95) with clinical signs of 'anesthetic depth' during coadministration of propofol and remifentanil. Anesthesiology 2003; 98: 621-7.
6. Gardmark M, Ekblom M, Bouw R, Hammarlund-Udenaes M. Quantification of effect delay and acute tolerance development to morphine in the rat. J Pharmacol Exp Ther 1993; 267: 1061-7.
7. Li X, Ouyang G, Richards DA. Predictability analysis of absence seizures with permutation entropy. Epilepsy Res 2007; 77: 70-4.
8. Pincus S. Approximate entropy (ApEn) as a complexity measure. Chaos 1995; 5: 110-7.
9. Kim JM, Jung KY, Choi CM. Changes in brain complexity during valproate treatment in patients with partial epilepsy. Neuropsychobiology 2002; 45: 106-12.
10. Autret A, Auvert L, Laffont F, Larmande P. Electroencephalographic spectral power and lateralized motor activities. Electroencephalogr Clin Neurophysiol 1985; 60: 228-36.
11. Porchet HC, Benowitz NL, Sheiner LB. Pharmacodynamic model of tolerance: application to nicotine. J Pharmacol Exp Ther 1988; 244: 231-6.
12. Ekblom M, Hammarlund-Udenaes M, Paalzow L. Modeling of tolerance development and rebound effect during different intravenous administrations of morphine to rats. J Pharmacol Exp Ther 1993; 266: 244-52.
13. Ouellet DM, Pollack GM. Pharmacodynamics and tolerance development during multiple intravenous bolus morphine administration in rats. J Pharmacol Exp Ther 1997; 281: 713-20.
14. Ette EI, Williams PJ. Pharmacometrics - The Science of Quantitative Pharmacology. Hoboken, NJ: John Wiley & Sons, Inc., 2007; 540.
15. Shapiro SS, Wilk MB, Chen HJ. A comparative study of various tests for normality. J Am Stat Assoc 1968; 63: 1343-72.
16. Beal S, Sheiner L. NONMEM User's Guides Part V Introductory Guide. San Francisco, CA: NONMEM Project Group, University of California, 1992; 48.
17. Parke J, Holford NH, Charles BG. A procedure for generating bootstrap samples for the validation of nonlinear mixed-effects population models. Comput Methods Programs Biomed 1999; 59: 19-29.
18. de Vos NJ, Rientjes THM. Constraints of artificial neural networks for rainfall-runoff modelling: trade-offs in hydrological state representation and model evaluation. Hydrolo Earth Syst Sci Discuss 2005; 2: 365-415.
19. Karlsson MO, Savic RM. Diagnosing model diagnostics. Clin Pharmacol Ther 2007; 82: 17-20.
20. Smith WD, Dutton RC, Smith NT. Measuring the performance of anesthetic depth indicators. Anesthesiology 1996; 84: 38-51.
21. Verotta D, Sheiner LB. Simultaneous modeling of pharmacokinetics and pharmacodynamics: an improved algorithm. Comput Appl Biosci 1987; 3: 345-9.
22. Sheiner LB. Clinical pharmacology and the choice between theory and empiricism. Clin Pharmacol Ther 1989; 46: 605-15.
23. Weber MA. Discontinuation syndrome following cessation of treatment with clonidine and other antihypertensive agents. J Cardiovasc Pharmacol 1980; 2 (Suppl. 1): S73-89.
24. McMillan FD, Feldman EC. Rebound hyperglycemia following overdosing of insulin in cats with diabetes mellitus. J Am Vet Med Assoc 1986; 188: 1426-31.
25. Bickel WK, Stitzer ML, Liebson IA, Bigelow GE. Acute physical dependence in man: effects of naloxone after brief morphine exposure. J Pharmacol Exp Ther 1988; 244: 126-32.
26. Brynne L, Paalzow LK, Karlsson MO. Mechanism-based modeling of rebound tachycardia after chronic l-propranolol infusion in spontaneous hypertensive rats. J Pharmacol Exp Ther 1999; 290: 664-71.
27. Gabrielsson J, Peletier LA. A nonlinear feedback model capturing different patterns of tolerance and rebound. Eur J Pharm Sci 2007; 32: 85-104.
28. Oates HF, Stoker LM, Monaghan JC, Stokes GS. Withdrawal of clonidine: effects of varying dosage or duration of treatment on subsequent blood pressure and heart rate responses. J Pharmacol Exp Ther 1978; 206: 268-73.
29. A receptor/chloride channel complex in anesthesia. Anesthesiology 1993; 78: 757-76.
30. Richman JS, Moorman JR. Physiological time-series analysis using approximate entropy and sample entropy. Am J Physiol Heart Circ Physiol 2000; 278: H2039-49.
31. Bibi H, Nutman A, Shoseyov D, Shalom M, Peled R, Kivity S, Nutman J. Prediction of emergency department visits for respiratory symptoms using an artificial neural network. Chest 2002; 122: 1627-32.
32. Nonnenmacher TF, Losa GA, Weibel ER. Fractals in Biology and Medicine. Basel: Birkhauser Verlag, 1994.
33. Thakor NV, Tong S. Advances in quantitative electroencephalogram analysis methods. Annu Rev Biomed Eng 2004; 6: 453-95.
34. Celka P, Colditz P. A computer-aided detection of EEG seizures in infants: a singular-spectrum approach and performance comparison. IEEE Trans Biomed Eng 2002; 49: 455-62.
35. Vautard R, Yiou P, Ghil M. Singular-spectrum analysis: a toolkit for short, noisy chaotic signals. Physica D 1992; 58: 95-126.
36. Takens F. Detecting strange attractors in the turbulence. Springer Lecture Notes Mathemat 1981; 898: 366-81.
37. Grassberger P, Procaccia I. Characterization of strange attractors. Phys Rev Lett 1983; 50: 346-9.