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BACKGROUND: We compared two pharmacodynamic models, one with and one without a plateau effect. Bispectral indices (BIS, Aspect Medical Systems, Natick, MA, version XP) and Narcotrend (NCT, MonitorTechnik, Bad Bramstedt, Germany, version 4.0) were used as an electroencephalographic measure of sevoflurane drug effect. In addition, we tried to analyze the origin of the plateau. METHODS: We investigated 26 adult patients scheduled for radical prostatectomy. At least 45 min after induction of general anesthesia, end-tidal sevoflurane concentrations were varied between 1 vol% and 4 vol%. To evaluate the relationship between concentrations and electroencephalographic indices, two different pharmacodynamic models were applied: a conventional model based on a single sigmoidal curve, and a novel model based on two sigmoidal curves for BIS and NCT values with and without burst suppression. The parameters of the models were estimated by NONMEM V (GloboMax, Hanover) by minimizing log likelihood. Statistical significance between the two models was calculated by the likelihood ratio test.
RESULTS: The end-tidal sevoflurane concentration ranged from 1.04 ± 0.17 vol% to 4.43 ± 0.43 vol%. The difference between the log likelihood values of the new pharmacokinetic/pharmacodynamic model with two connected sigmoidal curves and the classical Emax model with one sigmoidal curve is 396 (P < 0.001) for the BIS monitor and 1121 (P < 0.001) for the NCT. The plateau is positioned at the change between the maximum CONCLUSION: A pharmacokinetic/pharmacodynamic model consisting of two sigmoid curves with an intervening plateau describes the effect of sevoflurane on BIS and NCT indices better than a model with a single sigmoid curve.
For inhaled anesthetics, a hysteresis, or time lag, between end-tidal concentration and the calculated effect compartment concentration has been recognized and physiologically modeled.1 The speed of onset of anesthetic action can be classified by quantitative analysis of this hysteresis. Simultaneous pharmacokinetic-pharmacodynamic (PK/PD) modeling using the Hill equation2 enables the determination of the parameters E0, Emax, C50, , and ke0.3 The E0 and Emax values describe the minimum and maximum drug effects, whereas the drug concentration that causes 50% of the maximum effect is given by the C50 value. The assigns the steepness of the concentration-response curve, and the ke0 value is the first-order rate constant determining the efflux from the effect compartment. In a previous investigation we compared the applicability of the Bispectral Index (BIS-XP, Aspect Medical Systems Inc., Natick, MA) and the Narcotrend index (MonitorTechnik, Bad Bramstedt, Germany, version 4.0) for quantification of the electroencephalographic (EEG) effects of isoflurane4 with a newly developed model using two connected sigmoidal curves, with the first sigmoidal curve describing the EEG response before the onset of burst suppression, and the second curve describing the EEG response with burst suppression. The BIS5,6 and the Narcotrend index7,8 are multiparameter EEG indices approved for clinical use. Both monitoring systems use algorithms that display a value from 99 (awake) to 0 (no electrical brain activity). Both indices were based on changes in the EEG and were developed to measure the changing status of sedation and consciousness at low anesthetic concentrations. At higher anesthetic concentrations than the minimum alveolar anesthetic concentration value, the indices could not be correlated with clinical pharmacodynamic changes. Thus, the indices values were empirically derived and may not reflect true physiological changes. This could lead to a lack of precision at higher volatile anesthetic concentrations. In the present investigation we compared the applicability of the new model with two connected sigmoidal curves with the classical Emax model with one sigmoidal curve during sevoflurane anesthesia. We hypothesized that the new model with two connected sigmoidal curves yielded into a better population fit than the classical Emax model with one sigmoidal curve. In addition, we tried to analyze the origin of the observe plateau.
Patients and Anesthesia With local ethics committee (Ärztekammer des Saarlandes, Saarbrücken, Saarland, Germany) approval and written informed consent, we investigated 26 adult patients scheduled for radical prostatectomy. All patients were premedicated with midazolam 7.5 mg orally on the morning before surgery. After the skin of the forehead had been degreased with 70% isopropanol, the BIS (BIS-XP sensor, Aspect Medical Systems, Natick, MA) and the Narcotrend (Blue sensor, Medicotest, Olstykke, Denmark) electrodes were positioned as recommended by the manufacturers. For the Narcotrend, two electrodes were placed on the patients foreheads with a minimum distance of 8 cm, and a third electrode was positioned laterally serving as a reference electrode. Impedances were measured for each set of electrodes to ensure adequate electrode contact defined as 6 k for the Narcotrend and 7.5 k for the BIS as required by the manufacturers. While oxygen 10 L/min was given via a facemask for administration of oxygen, induction of anesthesia was started with a remifentanil infusion at 0.4 µg kg–1 min–1. Five minutes later the patients received 2.0 mg/kg propofol. After loss of consciousness and facemask ventilation with oxygen, patients received 0.5 mg/kg of atracurium. Three minutes later the trachea was intubated, and the lungs of the patients were ventilated to an end-tidal carbon dioxide concentration of 35 mm Hg (4.6 kPA). Immediately after intubation, the remifentanil infusion was stopped and sevoflurane in 1.5 L/min fresh gas flow (0.5 L/min O2 and 1 L/min air) was given for hypnosis. After induction of anesthesia, patients received 12 mL bupivacaine 0.5% epidurally for intraoperative analgesia. Complete neuromuscular blockade was obtained by repetitive injections of 0.25 mg/kg atracurium using train-of-four and double burst stimulation monitoring. All patients were visited on the postanesthesia care unit and on the first and third postoperative day and interviewed about intraoperative recall.
Study Measurements
End-tidal sevoflurane concentrations were measured using infrared absorption technology (pm 8050, Dräger, Lübeck, Germany). The precision of the end-tidal measurements was 0.1%. Study data were automatically recorded using the software programs "Proto 99" (version 1.0.2.0, Dräger, Lübeck, Germany) for the end-tidal sevoflurane concentrations and "Hyperterminal" (Microsoft, Redmond, VA) for BIS values. The Narcotrend index was recorded using a modified research laptop version with the Narcotrend software 4.0. The
Pharmacodynamic Analysis
where Cet is the end-tidal concentration, Ceff is the effect compartment concentration, and ke0 is the first-order rate constant determining the equilibration between the two. The relationship between effect compartment concentrations and EEG without the plateau effect was modeled with a fractional sigmoid Emax model (Hill equation)2:
where 99 is the baseline effect, Ceff is the apparent effect compartment concentration, C50 is the concentration that causes 50% of the maximum effect, and In the next step, we visually investigated the dose–response relationship without any underlying model. An individual ke0 value was chosen which collapsed the hysteresis loop adequately. Sevoflurane revealed a pronounced plateau leading to a biphasic dose–response curve. The relationship between effect compartment concentrations and EEG with the plateau effect was modeled with a variation of the classical fractional sigmoid Emax model with two linked sigmoidal curves describing the EEG effect at sevoflurane concentrations without burst suppression (noBSR) and after the onset of burst suppression (BSR).
For Ceff
For Ceff > Cplateau:
Both sigmoidal curves have their own parameters. Ceff is the apparent effect compartment concentration. The first curve goes from 99, the presumed value in the absence of an anesthetic, to Eplateau, where a transition occurs to the second curve, which extends from Eplateau to Emax, the presumed maximum drug effect. Cplateau is the effect site concentration at Eplateau. C50noBSR is the effect site concentration associated with 50% decrease from 99 to Eplateau, and
The relationship between effect compartment concentrations and
For Ceff
For Ceff > Cdeltamax:
The first curve goes from 0, the presumed The relationship between effect compartment concentrations and BSR was modeled with an inverted sigmoid Emax model.
where 0 is the baseline BSR in the absence of an anesthetic and 100 the maximum BSR. All parameters were calculated as a population fit by NONMEM V in one step by minimizing log likelihood, which maximizes the likelihood between the measured and the predicted EEG parameters. For the calculation the connect-the-dots approach was used.9,10 By using this algorithm the first effect compartment concentration normally has to be zero but, due to our study design, the first effect compartment concentration was set to the end-tidal concentration. This was possible because the end-tidal concentration was constant before increasing the sevoflurane concentration. In addition, we calculated the correlation between the measured EEG parameters and the predicted concentrations for the individual patient. These computations were performed using Excel 2000 software (Microsoft) and the parameters were optimized with the Solver tool within Excel.
Statistical Analysis For the individual patients, we calculated the correlation coefficient between the calculated effect compartment concentrations and measured EEG index values versus the predicted PK/PD model. A value of R close to one means that all changes in the EEG measurement can be entirely explained by changes in the effect compartment concentrations. A value of R close to zero means that there is no relationship between effect compartment concentration and EEG effect. The R values calculated for the BIS were compared with those calculated for the Narcotrend indices and tested with the Students t-test. All tests were two-tailed with statistical significance defined as P < 0.05. Data are presented as mean and standard deviation. Statistical calculations were performed using SigmaStatTM 2.03, SigmaPlotTM 2000 and SPSSTM (version 12; SPSS GmbH, Erkrath, NRW, Germany) computer software.
Twenty-six male ASA physical status II patients (64 ± 8 yr, 83 ± 8 kg, 173 ± 5 cm) were enrolled in this study. No patient complained of postoperative recall of intraoperative awareness. The maximum end-tidal sevoflurane concentrations during the two concentrations ramps were 4.43% ± 0.43%. Study measurement time was 131 ± 15 min. A total of 150575 data pairs were collected. Because of artifact detection no parameter value could be calculated by the Narcotrend monitor in 12% of EEG-epochs versus 3% of EEG-epochs detected by the A-2000 BIS monitor. To verify if a bisigmoidal model is adequate to describe the relationship between sevoflurane effect compartment concentration versus BIS and Narcotrend index, we visually investigated the dose–response relationship without any underlying model. An individual ke0 value was chosen which collapsed the hysteresis loop adequately. Sevoflurane revealed a pronounced plateau leading to a biphasic dose–response curve. The NONMEM population fits with (right graphs) and without (left graphs) the plateau effect of the measured BIS (upper graph) and Narcotrend index (lower graph) values versus the calculated sevoflurane effect compartment concentrations of all patients are shown in Figure 1. The pharmacodynamic parameters of the NONMEM population fits are shown in Table 1. The difference between the log likelihood values of the new PK/PD model with two connected sigmoidal curves and the classical Emax model with one sigmoidal curve is 396 (P < 0.001) for the BIS monitor and 1121 (P < 0.001) for the Narcotrend.
Figures 2 and 3 shows the best fit (a), median fit (b), and worst fit (c) relations between the BIS (Fig. 2) or the Narcotrend index (Fig. 3) and the sevoflurane effect compartment concentration of both models for individual patients. The correlation of BIS and Narcotrend indices to sevoflurane effect compartment concentrations including the plateau effect (r = 0.86 ± 0.09 for BIS and r = 0.92 ± 0.06 for Narcotrend) was significantly better than the correlation of both indices to sevoflurane effect compartment concentrations without the plateau effect (r = 0.78 ± 0.12 for BIS and r = 0.80 ± 0.18 for Narcotrend) (P < 0.05). The PK/PD parameters of the individual fits of both models are given in Table 2. The mean ke0 value of the individual fits including the plateau effect derived from the Narcotrend index was 0.17 ± 0.06 min–1 and that from the BIS data 0.19 ± 0.08 min–1. The change between the first and the second sigmoidal curve was positioned at a mean BIS value of 40.2 ± 5.9 and a mean Narcotrend index of 47.6 ± 7.8. The respective sevoflurane effect compartment concentrations were 1.8 ± 0.6 vol % for the Narcotrend monitor and 2.04 ± 0.39 vol % for the BIS monitor. The C50 values for the EEG response prior to the onset of burst suppression were 1.1% ± 0.2% for the Narcotrend index and 1.0% ± 0.1% for the BIS. The C50 values with burst suppression were significantly higher than those without burst suppression, i.e., for Narcotrend index 2.5% ± 0.4% and for BIS 3.4% ± 2.6%.
Delta Power and BSR
The NONMEM population fit of the inverted dose– response curves of the sevoflurane effect compartment concentration versus BSR is shown in Figure 4 (lower graph). The C50 value for the BSR was 2.74% ± 0.35% (individual fits) and 3.5% (population fit), and
The aim of the study was to calculate dose–response curves between BIS and Narcotrend index and sevoflurane concentration with a classical sigmoidal model. After these calculations were determined, we recognized that this classical dose–response curve did not describe the relationship adequately (Figs. 2 and 3). In a next step, we visually investigated the dose–response relationship without any underlying model. An individual ke0 value was chosen which collapsed the hysteresis loop adequately. Sevoflurane revealed a pronounced plateau leading to a biphasic dose–response curve between effect compartment concentrations versus BIS and Narcotrend index. The plateau indicates unchanged EEG parameter values despite changing sevoflurane concentrations. These visual evaluations led to the development of the bi-sigmoidal model. We found that a two sigmoidal curves model including a plateau effect describes EEG effects measured with BIS and Narcotrend index of sevoflurane significantly better than a single sigmoidal curve model.
Pharmacodynamic modeling is performed to better understand drug behavior. There are various classical models describing the pharmacodynamics of drugs. In most cases a single sigmoidal curve has been used to describe the dose–response relation between anesthetic drugs and EEG data. A sigmoidal function per se has the advantage of high flexibility, i.e., it is suitable to describe data following near a step function as well as data following near a linear function. The administration of anesthetics such as volatile anesthetics, barbiturates, etomidate, and propofol produces comparable and dose-dependent changes of the raw EEG signals according to the following pattern. In small doses, anesthetics lead to a short-term desynchronization, predominantly showing a high frequency β rhythm. With increasing anesthetic effect, a slowing of the EEG frequency is observed. The EEG is again synchronized with increasing The BIS is a multiparameter EEG index that integrates bispectral, spectral, quasisuppression, and time domain (BSR) parameters.5,6 The BIS is derived by statistical correlation from these EEG parameters aimed to create a linear correlation with clinical end-points. This could lead to a lack of precision at higher volatile anesthetic concentrations. Previous studies have demonstrated that the BIS exhibits a plateau,11 which takes place at the transition to burst suppression.12,13 The Narcotrend monitor uses a classification developed for visual assessment of the EEG based on a six-letter ordinal scale ranging from A (awake) to F (general anesthesia with increasing burst suppression). The Narcotrend analysis integrates this scale using a multivariate statistical algorithm that yields into the index value.
Fitting this dose–response curve including a substantial plateau with a single sigmoidal curve would result in a model misspecification. This would influence not only the value for the goodness of the fit but also the estimation of the pharmacodynamic parameter, e.g., a falsely high C50 value and a falsely low
We used the population pharmacokinetics based NONMEM software to directly compare the single sigmoidal curve model and the two sigmoidal curves model for describing the effects of sevoflurane. The plateau of the BIS and Narcotrend indices is positioned at the change between the maximum
The plateau effect is clinically important. For BIS or Narcotrend-guided titration of anesthetic drugs, the plateau is a disadvantage because changing drug concentrations are not reflected by both EEG parameters. This is of less importance if an EEG target value has been chosen at the steep part of the first sigmoidal curve, but is of more importance at the lower inflection point, respectively, the beginning of the plateau. The beginning of the plateau effect varies interindividually and may be dependent upon the drugs used. While the interpretation algorithms of the BIS and the Narcotrend monitor are completely different, both monitors show a similar performance in measuring the drug effect during sevoflurane anesthesia. Schmidt et al.16 studied 25 patients after the end of elective spine surgery without any surgical stimulation. During step-by-step reduction of propofol, starting from a target concentration of 3 µg/mL, BIS and Narcotrend (Version 2.0 AF/F) performed equally in predicting the propofol target concentration. In a previous study, we investigated 18 patients undergoing radical prostatectomy with combined epidural–propofol general anesthesia and found that the Narcotrend index (Version 4.0) and the BIS were comparable in predicting propofol effect site concentrations.16 Similarly, BIS and Narcotrend index (Version 4.0) detected the EEG effects of isoflurane equally during combined epidural–isoflurane anesthesia.4 In addition, we can confirm the finding, previously reported for propofol anesthesia, that the Narcotrend index and BIS values cannot be interchanged 1:1. Deviation from the line of identity, especially in the small- and the large-dose range, must be considered.17 In conclusion, the new two sigmoidal curves model including a plateau effect describes the EEG effect measured with BIS and Narcotrend index of sevoflurane better than a single sigmoidal curve model. The Narcotrend index has a similar performance compared with BIS as a measure of anesthetic drug effect. The advantages of this new model might be relevant for future studies including higher dose ranges with appearance of burst suppression pattern.
Accepted for publication December 18, 2007. Supported by departmental funding. This study was presented in part at the American Society of Anesthesiologists meeting October 20, 2005 Atlanta.
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