Using the Time of Maximum Effect Site Concentration to Combine Pharmacokinetics and Pharmacodynamics

2003 ◽  
Vol 99 (2) ◽  
pp. 324-333 ◽  
Author(s):  
Charles F. Minto ◽  
Thomas W. Schnider ◽  
Keith M. Gregg ◽  
Thomas K. Henthorn ◽  
Steven L. Shafer

Background To simulate the time course of drug effect, it is sometimes necessary to combine the pharmacodynamic parameters from an integrated pharmacodynamic-pharmacodynamic study (e.g., volumes, clearances, k(e0) [the effect site equilibration rate constant], C(50) [the steady state plasma concentration associated with 50% maximum effect], and the Hill coefficient) with pharmacokinetic parameters from a different study (e.g., a study examining a different age group or sampling over longer periods of time). Pharmacokinetic-pharmacodynamic parameters form an interlocked vector that describes the relationship between input (dose) and output (effect). Unintended consequences may result if individual elements of this vector (e.g., k(e0)) are combined with pharmacokinetic parameters from a different study. The authors propose an alternative methodology to rationally combine the results of separate pharmacokinetic and pharmacodynamic studies, based on t(peak), the time of peak effect after bolus injection. Methods The naive approach to combining separate pharmacokinetic and pharmacodynamic studies is to simply take the k(e0) from the pharmacodynamic study and apply it naively to the pharmacokinetic study of interest. In the t(peak) approach, k(e0) is recalculated using the pharmacokinetics of interest to yield the correct time of peak effect. The authors proposed that the t(peak) method would yield better predictions of the time course of drug effect than the naive approach. They tested this hypothesis in three simulations: thiopental, remifentanil, and propofol. Results In each set of simulations, the t(peak) method better approximated the postulated "true" time course of drug effect than the naive method. Conclusions T(peak) is a useful pharmacodynamic parameter and can be used to link separate pharmacokinetic and pharmacodynamic studies. This addresses a common difficulty in clinical pharmacology simulation and control problems, where there is usually a wide choice of pharmacokinetic models but only one or two published pharmacokinetic-pharmacodynamic models. The results will be immediately applicable to target-controlled anesthetic infusion systems, where linkage of separate pharmacokinetic and pharmacodynamic parameters into a single model is inherent in several target-controlled infusion designs.

2000 ◽  
Vol 92 (2) ◽  
pp. 399-399 ◽  
Author(s):  
Michel M. R. F. Struys ◽  
Tom De Smet ◽  
Birgit Depoorter ◽  
Linda F. M. Versichelen ◽  
Eric P. Mortier ◽  
...  

Background Target-controlled infusion (TCI) systems can control the concentration in the plasma or at the site of drug effect. A TCI system that targets the effect site should be able to accurately predict the time course of drug effect. The authors tested this by comparing the performance of three control algorithms: plasmacontrol TCI versus two algorithms for effect-site control TCI. Methods One-hundred twenty healthy women patients received propofol via TCI for 12-min at a target concentration of 5.4 microg/ml. In all three groups, the plasma concentrations were computed using pharmacokinetics previously reported. In group I, the TCI device controlled the plasma concentration. In groups II and III, the TCI device controlled the effect-site concentration. In group II, the effect site was computed using a half-life for plasma effect-site equilibration (t1/2k(eo)) of 3.5 min. In group III, plasma effect-site equilibration rate constant (k(eo)) was computed to yield a time to peak effect of 1.6 min after bolus injection, yielding a t1/2keo of 34 s. the time course of propofol was measured using the bispectral index. Blood pressure, ventilation, and time of loss of consciousness were measured. Results The time course of propofol drug effect, as measured by the bispectral index, was best predicted in group III. Targeting the effect-site concentration shortened the time to loss of consciousness compared with the targeting plasma concentration without causing hypotension. The incidence of apnea was less in group III than in group II. Conclusion Effect compartment-controlled TCI can be safely applied in clinical practice. A biophase model combining the Marsh kinetics and a time to peak effect of 1.6 min accurately predicted the time course of propofol drug effect.


2004 ◽  
Vol 101 (6) ◽  
pp. 1269-1274 ◽  
Author(s):  
Hernán R. Muñoz ◽  
Luis I. Cortínez ◽  
Mauricio E. Ibacache ◽  
Fernando R. Altermatt

Background Targeting the effect site concentration may offer advantages over the traditional forms of administrating intravenous anesthetics. Because the lack of the plasma effect site equilibration rate constant (ke0) for propofol in children precludes the use of this technique in this population, the authors estimated the value of ke0 for propofol in children using the time to peak effect (tpeak) method and two pharmacokinetic models of propofol for children. Methods : The tpeak after a submaximal bolus dose of propofol was measured by means of the Alaris A-Line auditory evoked potential monitor (Danmeter A/S, Odense, Denmark) in 25 children (aged 3-11 yr) and 25 adults (aged 35-48 yr). Using tpeak and two previously validated sets of pharmacokinetic parameters for propofol in children, Kataria's and that used in the Paedfusor (Graseby Medical Ltd., Hertfordshire, United Kingdom), the ke0 was estimated according to a method recently published. Results The mean tpeak was 80 +/- 20 s in adults and 132 +/- 49 s in children (P < 0.001). The median ke0 in children was 0.41 min(-1) with the model of Kataria and 0.91 min(-1) with the Paedfusor model (P < 0.01). The corresponding t1/2 ke0 values, in minutes, were 1.7 and 0.8, respectively (P < 0.01). Conclusions : Children have a significantly longer tpeak of propofol than adults. The values of ke0 of propofol calculated for children depend on the pharmacokinetic model used and also can only be used with the appropriate set of pharmacokinetic parameters to target effect site in this population.


2004 ◽  
Vol 101 (5) ◽  
pp. 1112-1121 ◽  
Author(s):  
Anthony G. Doufas ◽  
Maryam Bakhshandeh ◽  
Andrew R. Bjorksten ◽  
Steven L. Shafer ◽  
Daniel I. Sessler

Background Evidence suggests that the rate at which intravenous anesthetics are infused may influence their plasma-effect site equilibration. The authors used five different rates of propofol administration to test the hypothesis that different sedation endpoints occur at the same effect site propofol concentration, independent of the infusion rate. The authors concurrently evaluated the automated responsiveness monitor (ARM) against other sedation measures and the propofol effect site concentration. Methods With Human Studies Committee approval, 18 healthy volunteers received five consecutive target-controlled propofol infusions. During each infusion, the effect site concentration was increased by a rate of 0.1, 0.3, 0.5, 0.7, or 0.9 microg . ml . min. The Bispectral Index and ARM were recorded at frequent intervals. The times of syringe drop and loss and recovery of responsiveness were noted. Pharmacokinetic and pharmacodynamic modeling was performed using NONMEM. Results When the correct rate of plasma-effect site equilibration was determined for each individual (plasma-effect site equilibration = 0.17 min, time to peak effect = 2.7 min), the effect site concentrations associated with each clinical measure were not affected by the rate of increase of effect site propofol concentration. ARM correlated with all clinical measures of drug effect. Subjects invariably stopped responding to ARM at lower effect site propofol concentrations than those associated with loss of responsiveness. Conclusions : Population-based pharmacokinetics, combined with real-time electroencephalographic measures of drug effect, may provide a means to individualize pharmacodynamic modeling during target-controlled drug delivery. ARM seems useful as an automated measure of sedation and may provide the basis for automated monitoring and titration of sedation for a propofol delivery system.


1999 ◽  
Vol 90 (6) ◽  
pp. 1502-1516. ◽  
Author(s):  
Thomas W. Schnider ◽  
Charles F. Minto ◽  
Steven L. Shafer ◽  
Pedro L. Gambus ◽  
Corina Andresen ◽  
...  

Background The authors studied the influence of age on the pharmacodynamics of propofol, including characterization of the relation between plasma concentration and the time course of drug effect. Methods The authors evaluated healthy volunteers aged 25-81 yr. A bolus dose (2 mg/kg or 1 mg/kg in persons older than 65 yr) and an infusion (25, 50, 100, or 200 microg x kg(-1) x min(-1)) of the older or the new (containing EDTA) formulation of propofol were given on each of two different study days. The propofol concentration was determined in frequent arterial samples. The electroencephalogram (EEG) was used to measure drug effect. A statistical technique called semilinear canonical correlation was used to select components of the EEG power spectrum that correlated optimally with the effect-site concentration. The effect-site concentration was related to drug effect with a biphasic pharmacodynamic model. The plasma effect-site equilibration rate constant was estimated parametrically. Estimates of this rate constant were validated by comparing the predicted time of peak effect with the time of peak EEG effect. The probability of being asleep, as a function of age, was determined from steady state concentrations after 60 min of propofol infusion. Results Twenty-four volunteers completed the study. Three parameters of the biphasic pharmacodynamic model were correlated linearly with age. The plasma effect-site equilibration rate constant was 0.456 min(-1). The predicted time to peak effect after bolus injection ranging was 1.7 min. The time to peak effect assessed visually was 1.6 min (range, 1-2.4 min). The steady state observations showed increasing sensitivity to propofol in elderly patients, with C50 values for loss of consciousness of 2.35, 1.8, and 1.25 microg/ml in volunteers who were 25, 50, and 75 yr old, respectively. Conclusions Semilinear canonical correlation defined a new measure of propofol effect on the EEG, the canonical univariate parameter for propofol. Using this parameter, propofol plasma effect-site equilibration is faster than previously reported. This fast onset was confirmed by inspection of the EEG data. Elderly patients are more sensitive to the hypnotic and EEG effects of propofol than are younger persons.


1999 ◽  
Vol 90 (6) ◽  
pp. 1517-1527. ◽  
Author(s):  
Tomiei Kazama ◽  
Kazuyuki Ikeda ◽  
Koji Morita ◽  
Mutsuhito Kikura ◽  
Matsuyuki Doi ◽  
...  

Background Drug effect lags behind the blood concentration. The goal of this investigation was to determine the time course of plasma concentration and the effects of propofol demonstrated by electroencephalogram or blood pressure changes and to compare them between elderly and young or middle-aged patients. Methods A target-controlled infusion was used to rapidly attain and maintain four sequentially increasing, randomly selected plasma propofol concentrations from 1 to 12 microg/ml in 41 patients aged 20-85 yr. The target concentration was maintained for about 30 min. Bispectral index (BIS), spectral edge frequency, and systolic blood pressure (SBP) were used as measures of propofol effect. Because the time courses of these measures following the started drug infusion showed an exponential pattern, the first-order rate constant for equilibration of the effect site with the plasma concentration (k(eO)) was estimated by fitting a monoexponential model to the effect versus time data resulting from the pseudo-steady-state propofol plasma concentration profile. Results The half-times for the plasma-effect-site equilibration for BIS were 2.31, 2.30, 2.29, and 2.37 min in patients aged 20-39, 40-59, 60-69, and 70-85 yr, respectively (n = 10 or 11 each). The half-times for SBP were 5.68, 5.92, 8.87, and 10.22 min in the respective age groups. All were significantly longer than for BIS (P < 0.05). The propofol concentration at half of the maximal decrease of SBP was significantly greater (P < 0.05) in the elderly than in the younger patients. Conclusions The effect of propofol on BIS occurs more rapidly than its effect on SBP. Age has no effect on the rate of BIS reduction with increasing propofol concentration, whereas with increasing age, SBP decreases to a greater degree but more slowly.


1978 ◽  
Vol 44 (6) ◽  
pp. 939-944 ◽  
Author(s):  
J. B. Skatrud ◽  
J. A. Dempsey ◽  
D. G. Kaiser

The time course of ventilatory adaptation to medroxyprogesterone acetate (MPA) and potential mediators of this response in plasma and lumbar CSF were determined in five healthy adult males. A significant decrease in arterial PCO2 (PACO2) at rest and exercise was noted within 48 h of drug administration with the maximum effect reached within 7 days and amounting to a 5-Torr decrement in PACO2. Blood and lumbar cerebrospinal fluid pH because significantly alkaline to control as soon as the ventilatory resporse was noted and remained alkaline during the treatment period. The ventilatory and dP/dt max response to exogenous CO2 was unchanged but their response to moderate exercise was increased after MPA. MPA-rlated materials were detected in both the plasma and CSF as soon as the ventilatory response was noted. The increase in CSF MPA-related materials approximated the unbound fraction determined in plasma. We conclude that [H+] in plasma and CSF is a function rather than a cause of ventilator acclimatization to MPA. MPA-related materials are capable of crossing the blood-brain barrier and could potentially exert their ventilatory stimulant effect by some central mechanism.


1999 ◽  
Vol 90 (2) ◽  
pp. 535-544 ◽  
Author(s):  
Eugene H. Cox ◽  
Mariska W. E. Langemeijer ◽  
Josy M. Gubbens-Stibbe ◽  
Keith T. Muir ◽  
Meindert Danhof

Background The purpose of this study was to investigate the in vivo pharmacodynamics and the pharmacodynamic interactions of remifentanil and its major metabolite, GR90291, in a rat electroencephalographic model. Methods Remifentanil and GR90291 were administered according to a stepwise infusion scheme. The time course of the electroencephalographic effect (0.5-4.5 Hz) was determined in conjunction with concentrations of the parent drug and the metabolite in blood. Results Administration of remifentanil resulted in concentrations of remifentanil and GR90291 in the ranges 0-120 ng/ml and 0-850 ng/ml, respectively. When the metabolite was administered, concentrations of the metabolite in the range 0-220 microg/ml and no measurable concentrations of remifentanil were observed. The mean +/- SE values of the pharmacokinetic parameters clearance and volume of distribution at steady state were 920+/-110 ml x min(-1) x kg(-1) and 1.00+/-0.93 l/kg for remifentanil and 15+/-2 ml x min(-1) x kg(-1) and 0.56+/-0.08 l/kg for GR90291. The relative free concentrations in the brain, as determined on the basis of the cerebrospinal fluid/total blood concentration ratio at steady state, were 25+/-5% and 0.30+/-0.11% for remifentanil and GR90291, respectively. Concentration-electroencephalographic effect relations were characterized on the basis of the sigmoidal Emax pharmacodynamic model. The mean +/- SE values for the maximal effect (Emax), the concentration at which 50% of the maximal effect is obtained (EC50), and Hill factor for remifentanil were 109+/-12 microV, 9.4+/-0.9 ng/ml, and 2.2+/-0.3, respectively (n = 8). For GR90291, the mean +/- SE values for EC50 and the Hill factor were 103,000+/-9,000 microg/ml and 2.5+/-0.4, respectively (n = 6). Conclusions Analysis of the data on the basis of a previously postulated, mechanism-based pharmacokinetic-pharmacodynamic model for synthetic opioids revealed that the low in vivo potency of GR90291 can be explained by a low affinity to the mu-opioid receptor in combination with a poor brain penetration.


2005 ◽  
Vol 102 (5) ◽  
pp. 915-919 ◽  
Author(s):  
Stefanie Wick ◽  
Tino Muenster ◽  
Joachim Schmidt ◽  
Juergen Forst ◽  
Hubert J. Schmitt

Background In patients with Duchenne muscular dystrophy (DMD) the response to nondepolarizing muscle relaxants is scarcely documented and conflicting. The current study was conducted to determine the time to peak effect and the time for complete spontaneous recovery after a single dose of 0.6 mg/kg of rocuronium in patients with DMD. Methods Twenty-four patients (12 with DMD, 12 controls, aged 10-16 yr) were studied. All patients were anesthetized with propofol and fentanyl/remifentanil. Neuromuscular transmission was monitored by acceleromyography. After induction all patients received a single dose of 0.6 mg/kg of rocuronium. The complete time course of onset and spontaneous recovery were recorded Results Significant (P < 0.01) increase in the onset times to 95% neuromuscular block was observed in DMD patients (median, 203 s; range, 90-420 s) compared with controls (median, 90 s; range, 60-195 s). The time between rocuronium administration and recovery of first twitch of the train-of-four to 90% was significantly (P < 0.01) prolonged in DMD compared with controls (median, 132 min; range, 61-209 min versus 39 min; 22-55 min). The recovery index was also significantly prolonged in the DMD group compared with controls (median, 28 min, range, 15-70 min versus 8 min; 3-14 min). Conclusions The most striking and surprising result of this study is the delayed onset of blockade in DMD after a standard dose of rocuronium. This effect should be kept in mind in situations when a rapid airway protection is necessary in DMD patients. The documented very long recovery from rocuronium-induced block emphasizes the need for careful assessment of neuromuscular function in DMD patients.


2010 ◽  
Vol 1 (2) ◽  
pp. 91-97 ◽  
Author(s):  
Anna Folkesson ◽  
Per Hartvig Honoré ◽  
Ole J. Bjerrum

AbstractA high proportion of patients suffering from neuropathic pain do not receive satisfactory pain relief from their current treatment, due to incomplete efficacy and dose-limiting adverse effects. Hence, one strategy to improve treatment outcome is the use of a combination of analgesic drugs. The potential benefits of such approach include improved and prolonged duration of analgesic effect and fewer or milder adverse effects with lower doses of each drug. Gabapentin is recommended as a first-line drug in the treatment of neuropathic pain, and has recently been demonstrated to act on supraspinal structures to stimulate the descending noradrenergic pain inhibitory system. Hypothetically, the analgesic effect of gabapentin may be potentiated if combined with a drug that prolongs the action of noradrenaline.In this study, gabapentin was co-administered with the serotonin and noradrenaline reuptake inhibitor venlafaxine, and subsequently evaluated for its effect on mechanical hypersensitivity in the rat spared nerve injury model of neuropathic pain. In this model, two branches of the sciatic nerve (the tibial and common peroneal nerves) are ligated and cut, leaving the third branch (the sural nerve) intact to innervate the hind paw of the animal. Treatment-induced ataxia was tested in order to exclude biased effect measurements. Finally, the pharmacokinetics of gabapentin was investigated alone and in combination with venlafaxine to elucidate any alterations which may have consequences for the pharmacological effect and safety.The overall effect on nerve injury-induced hypersensitivity of co-administered gabapentin (60 mg/kg s.c.) and venlafaxine (60 mg/kg s.c.), measured as the area under the effect-time curve during the three hour time course of testing, was similar to the highest dose of gabapentin (200 mg/kg s.c.) tested in the study. However, this dose of gabapentin was associated with ataxia and severe somnolence, while the combination was not. Furthermore, when administered alone, an effect delay of approximately one hour was observed for gabapentin (60 mg/kg s.c.) with maximum effect occurring 1.5 to 2.5 h after dosing, while venlafaxine (60 mg/kg s.c.) was characterised by a rapid onset of action (within 30 min) which declined to baseline levels before the end of the three hour time of testing. The effect of co-administered drugs (both 60 mg/kg s.c.), in the doses used here, can be interpreted as additive with prolonged duration in comparison to each drug administered alone. An isobolographic study design, enable to accurately classify the combination effect into additive, antagonistic or synergistic, was not applied. The pharmacokinetics of gabapentin was not altered by co-administered venlafaxine, implying that a pharmacokinetic interaction does not occur. The effect of gabapentin on the pharmacokinetics of venlafaxine was not studied, since any alterations are unlikely to occur on the basis of the pharmacokinetic properties of gabapentin.In conclusion, the results from this preclinical study support the rationale for improved effect and less adverse effects through combination therapy with gabapentin and venlafaxine in the management of neuropathic pain.


1998 ◽  
Vol 16 (8) ◽  
pp. 2770-2779 ◽  
Author(s):  
M A Villalona-Calero ◽  
S D Baker ◽  
L Hammond ◽  
C Aylesworth ◽  
S G Eckhardt ◽  
...  

PURPOSE To determine the maximum-tolerated dose (MTD), dose-limiting toxicities (DLTs), and pharmacokinetic profile of the dolastatin 15 analog LU103793 when administered daily for 5 days every 3 weeks. PATIENTS AND METHODS Fifty-six courses of LU103793 at doses of 0.5 to 3.0 mg/m2 were administered to 26 patients with advanced solid malignancies. Pharmacokinetic studies were performed on days 1 and 5 of course one. Pharmacokinetic variables were related to the principal toxicities. RESULTS Neutropenia, peripheral edema, and liver function test abnormalities were dose-limiting at doses greater than 2.5 mg/m2 per day. Four of six patients developed DLT at 3.0 mg/m2 per day, whereas two of 12 patients treated at 2.5 mg/m2 per day developed DLT. Pharmacokinetic parameters were independent of dose and similar on days 1 and 5. Volume of distribution at steady-state (Vss) was 7.6 +/- 2.0 L/m2, clearance 0.49 +/- 0.18 L/h/m2, and elimination half-life (t1/2) 12.3 +/- 3.8 hours. Peak concentrations (Cmax) on day 1 related to mean percentage decrement in neutrophils (sigmoid maximum effect (Emax) model). Patients who experienced dose-limiting neutropenia had significantly higher Cmax values than patients who did not, whereas nonhematologic DLTs were more related to dose. CONCLUSION The recommended dose for phase II evaluations of LU103793 daily for 5 days every 3 weeks is 2.5 mg/m2 per day. The lack of prohibitive cardiovascular effects and the generally acceptable toxicity profile support the rationale for performing disease-directed evaluations of LU103793 on the schedule evaluated in this study.


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