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Table 1. Physiochemical & Elimination
Parameters of Voriconazole
Pharmacokinetic (PK) Analysis
In order to assess differences between age groups, blood concentration simulations were
generated for a single IV infusion dose of 7- and 6 mg/kg in children and adults, respectively.
Next, determination of model linearity was made for 3-6 mg/kg doses in children and adults.
Finally, clinically effective doses, based on previously published clinical trials, were used for
single IV infusion, multiple IV infusion and multiple oral dosing simulations (Table 2).6 The
output was analyzed using non-compartmental analysis with Phoenix WinNonlin (version
6.2, Pharsight Mountain View, CA). Final PK parameters included AUCinf, AUC0-12, Cmax, Cl,
Vd, T1/2 and bioavailability (F), with the AUC being determined by the linear trapezoidal
method. Lastly, in order to determine bioavailability for each age group, the area under the
curve values from the multiple oral and infusion outputs were used.
Model Validation
A sensitivity analysis was performed
to examine and validate the variation
in the generated blood concentrations
model output corresponding to the
input parameters. Sensitivity coefficients
are reported as log-normalized values.7 Relevant metabolic and dosing parameters,
including Vmax, Ka, body weight & renal clearance, were included in the analysis
A Physiologically Based Pharmacokinetic Model of Voriconazole Disposition in Children Suggests
Extrahepatic First-Pass Metabolism Nicole R. Zane1, Garrett R. Ainslie2, Mary F. Paine1, and Dhiren R. Thakker 1
1Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy, and 2Curriculum in Toxicology, The University of
North Carolina at Chapel Hill, Chapel Hill, NC, 27599.
Materials and Methods
Introduction Results
1. Yanni SB, Annaert PP, Augustijns P, Ibrahim JG, Benjamin DK, Jr., Thakker DR. In vitro hepatic metabolism explains higher clearance of
voriconazole in children versus adults: role of CYP2C19 and flavin-containing monooxygenase 3. Drug metabolism and disposition: the
biological fate of chemicals 2010;38:25-31.
2. Williams LR, Leggett RW. Reference values for resting blood flow to organs of man. Clinical physics and physiological measurement : an
official journal of the Hospital Physicists' Association, Deutsche Gesellschaft fur Medizinische Physik and the European Federation of
Organisations for Medical Physics 1989;10:187-217.
3. Bjorkman S. Prediction of drug disposition in infants and children by means of physiologically based pharmacokinetic (PBPK) modelling:
theophylline and midazolam as model drugs. British journal of clinical pharmacology 2005;59:691-704.
4. Basic anatomical and physiological data for use in radiological protection: reference values. A report of age- and gender-related differences
in the anatomical and physiological characteristics of reference individuals. ICRP Publication 89. Annals of the ICRP 2002;32:5-265.
5. Weiler S, Fiegl D, MacFarland R, et al. Human tissue distribution of voriconazole. Antimicrobial agents and chemotherapy 2011;55:925-8.
6. Driscoll TA, Yu LC, Frangoul H, et al. Comparison of pharmacokinetics and safety of voriconazole intravenous-to-oral switch in
immunocompromised children and healthy adults. Antimicrobial agents and chemotherapy 2011;55:5770-9.
7. Clewell HJ, 3rd, Lee TS, Carpenter RL. Sensitivity of physiologically based pharmacokinetic models to variation in model parameters:
methylene chloride. Risk analysis : an official publication of the Society for Risk Analysis 1994;14:521-31.
8. Driscoll TA, Yu LC, Frangoul H, et al. Comparison of pharmacokinetics and safety of voriconazole intravenous-to-oral switch in
immunocompromised children and healthy adults. Antimicrobial agents and chemotherapy 2011;55:5770-9.
9. Walsh TJ, Driscoll T, Milligan PA, et al. Pharmacokinetics, safety, and tolerability of voriconazole in immunocompromised children.
Antimicrobial agents and chemotherapy 2010;54:4116-23.
10. Leveque D, Nivoix Y, Jehl F, Herbrecht R. Clinical pharmacokinetics of voriconazole. International journal of antimicrobial agents
2006;27:274-84.
11. Karlsson MO, Lutsar I, Milligan PA. Population pharmacokinetic analysis of voriconazole plasma concentration data from pediatric studies.
Antimicrobial agents and chemotherapy 2009;53:935-44.
References
Voriconazole, a potent antifungal agent used for life-threatening infections, is cleared
predominantly via oxidative metabolism by cytochrome P450 (CYP) 3A4, CYP2C19,
and flavin containing monooxygenase (FMO). Its clearance is 3-fold higher and oral
bioavailability is approximately half in children compared to adults. In vitro oxidative
metabolism of voriconazole by liver microsomes from children forms voriconazole
N-oxide, the major circulating metabolite of voriconazole, at approximately 3X the rate
in adults, which reflects the observed differences in voriconazole disposition between
adults and children. The aim of this study is use in vitro voriconazole metabolism data
to develop a physiologically based pharmacokinetic (PBPK) model that describes the
time course of voriconazole plasma concentrations and its disposition.
Figure 3: Semi-logarithmic Plots of Blood Concentration versus Time for
Increasing Doses of Voriconazole
Figure 2: Semi-logarithmic Plot of Blood Concentration versus Time Profile for
Single IV Infusion
Figure 6: Normalized Sensitivity Analysis
Acknowledgment Nicole R. Zane is supported by a Pre-doctoral Fellowship from the American Foundation of Pharmaceutical Education.
Table 3: Pharmacokinetic Parameters in Children versus Adults with Increasing
Voriconazole Doses from 3 to 6 mg/kg
Table 4: Pharmacokinetic Parameters in Children versus Adults Generated with
Clinically Effective Doses
Figures 4 & 5: Semi-logarithmic Plots of Blood Concentration versus Time for Multiple IV & Oral
Dosing of Voriconazole
Simulation of a single IV infusion where children
received 7 mg/kg over 140 minutes and adults
received 6 mg/kg over 120 minutes. The curves
for both children and adults exhibited a biphasic
profile. In addition, the profile displays an
increased half-life and decreased clearance in
adults compared to children. These results are
consistent with published data revealing a 2-
compartment model for voriconazole and support
the base model.
Table 3 presents the PK parameters associated with multiple IV infusion
simulations of 3 to 6 mg/kg of voriconazole given every 12 hours for 7 days.
Ratios of dose and AUC, compared against the 3 mg/kg dose, are depicted in the
last two columns. Children displayed a linear increase in AUC ratio as compared
to the non-linear increase in adults. In addition, T1/2 remained similar in children,
but increased in adults.
Pediatric Cl & Vd differ from clinical trial data of 6.7 mL/min/kg & 4.6 L/kg by 11 &
60%, respectively. AUC0-12 values differ from published data of 21.4 & 18.6 mg*h/L
for multiple IV & oral doses by 9 & 38%, respectively. Cmax values differ from
published data of 2.2, 4.3, and 3.6 mg/L for single IV, multiple IV & multiple oral
doses by 46, 3.3 & 43%, respectively. If data for 2 year old was excluded,
variance for multiple oral doses decreased to 8 & 19% for AUC0-12 & Cmax,
respectively. Bioavailability was ≥100%, which is more than double that of
published range of 45-60%. 8-10
Figure 3 represents multiple IV infusion simulations of 3 to 6 mg/kg doses given
every 12 hours for 7 days. Panel [A] displays the blood concentration versus time
profile for children and panel [B] represents the profile for adults. Panel [A]
increases linearly. Panel [B] increases non-linearly over the same dose range.
Adult Cl & Vd results differ from clinical trial data of 2.0 mL/min/kg & 4.6 L/kg by
25 & 10%, respectively. AUC0-12 values differ from published data of 34.9 & 13.7
mg*h/L for multiple IV & oral doses by 38 & 17%, respectively. Cmax values differ
from published data of 3.13, 4.65, and 2.51 mg/L8 for single IV, multiple IV &
multiple oral doses by 35, 20 & 18%, respectively. Bioavailability is within the
published range of 80-96%.8,11
Frozen tissues from adults and children were obtained from
Comparative Human Tissue Network (Columbus, OH) under
an approved UNC-Chapel Hill IRB. Normal liver tissues, free
of disease, were snap frozen within 6 hours post mortem from
children donors aged between 2 to 8 years old and adult
donors aged >18 years old. Characterization & metabolic
assays were performed as previously described.1
Physiologic Characteristics & Model Structure
Tissue-plasma partition coefficients (Kp), age-dependent
physiologic volumes, and perfusion rates were generated
utilizing GastroPlus (version 7.0, Simulations Plus, Lancaster,
CA). Kp values for target organs were generated using the
Poulin & Theil (Homogenous) prediction method. Physiochemical & elimination properties are
shown in Table 1. Berkeley Madonna (version 8.3.18; University of California at Berkeley,
Berkeley, CA) was utilized to run simulations. In order to simulate differences in voriconazole
exposure due to changes in physiologic characteristics, children were split into groups of 2-,
5-, & 8 year olds. Adult physiologic characteristics were used for humans aged 35 years old,
which has been the reference age used in previously published review articles.2 The
Population Estimates for Age-Related Physiology yielded average body weight, cardiac
output, tissue volumes and perfusion rates based on gender, age, and American heritage.
Male & female characteristics were averaged. Volumes
of target organs and the “other” compartment were
combined to equal the average body weight. Flow rates
to each organ were converted to a fraction of the total
cardiac output and then compared against published
pediatric fractional flow rates.3,4 The sum of all the flow
rates totaled the cardiac output. A perfusion limited
model (Figure 1) was utilized for an initial model, with
compartments determining distribution in human tissues
based on published data.5 The “other” compartment
grouped tissues not specified in the model for mass
balance. Figure 1. Model Structure
Table 2. Dosing regimens of Voriconazole
Figure 4 represents multiple IV infusion simulations where children received doses of 7 mg/kg
over 140 minutes and adults received 4 mg/kg over 80 minutes. Figure 5 represents multiple
oral dosing where children and adults both received 200 mg every 12 hours for 7 days.
[A] 2 year olds, [B] 5 year olds, [C] 8 year olds, and [D] adults.
Normalized sensitivity coefficients of Vmax, renal clearance (Cl_renal), body weight (BW), and the
first-order absorption constant (Ka) for AUC during IV infusions and oral dosing of voriconazole
stratified by age.
Conclusions and Discussion
1. The PBPK model provided a sound initial base model for voriconazole behavior in
humans, with the majority of calculated PK parameters agreeing well with clinical
observations.
2. Unexpectedly, calculated oral bioavailability in adults was similar to the observed
value but was over-predicted in children by nearly 2-fold.
3. Since the model incorporated only hepatic and renal clearance as routes of
elimination, the results suggest that voriconazole undergoes intestinal first-pass
metabolism in children but not in adults.
4. Further studies are planned to investigate the in vitro metabolism of voriconazole
using microsomes prepared from pediatric intestinal tissues.