| Literature DB >> 27381396 |
Amit Desai1, Laura Kovanda2, Donna Kowalski2, Qiaoyang Lu2, Robert Townsend2, Peter L Bonate2.
Abstract
Isavuconazole, the active moiety of the water-soluble prodrug isavuconazonium sulfate, is a triazole antifungal agent used for the treatment of invasive fungal infections. The objective of this analysis was to develop a population pharmacokinetic (PPK) model to identify covariates that affect isavuconazole pharmacokinetics and to determine the probability of target attainment (PTA) for invasive aspergillosis patients. Data from nine phase 1 studies and one phase 3 clinical trial (SECURE) were pooled to develop the PPK model (NONMEM, version 7.2). Stepwise covariate modeling was performed in Perl-speaks-NONMEM, version 3.7.6. The area under the curve (AUC) at steady state was calculated for 5,000 patients by using Monte Carlo simulations. The PTA using the estimated pharmacodynamic (PD) target value (total AUC/MIC ratio) estimated from in vivo PD studies of invasive aspergillosis over a range of MIC values was calculated using simulated patient AUC values. A two-compartment model with a Weibull absorption function and a first-order elimination process adequately described plasma isavuconazole concentrations. The mean estimate for isavuconazole clearance was 2.360 liters/h (percent coefficient of variation [%CV], 34%), and the mean AUC from 0 to 24 h (AUC0-24) was ∼100 mg·h/liter. Clearance was approximately 36% lower in Asians than in Caucasians. The PTA calculated over a range of MIC values by use of the nonneutropenic murine efficacy index corresponding to 90% survival indicated that adequate isavuconazole exposures were achieved in >90% of simulated patients to treat infections with MICs up to and including 1 mg/liter according to European Committee on Antimicrobial Susceptibility Testing methodology and in >90% of simulated patients for infections with MICs up to and including 0.5 mg/liter according to Clinical and Laboratory Standards Institute methodology. The highest MIC result for PTA was the same for Caucasian and Asian patients.Entities:
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Year: 2016 PMID: 27381396 PMCID: PMC4997882 DOI: 10.1128/AAC.02819-15
Source DB: PubMed Journal: Antimicrob Agents Chemother ISSN: 0066-4804 Impact factor: 5.191
Description of data used for modeling
| Study no. | Design and objective (reference) | Phase | Isavuconazole dose(s) (mg) | Route | No. of subjects | Population | PK sampling times (h) |
|---|---|---|---|---|---|---|---|
| 1 | Double-blind, randomized, placebo-controlled, single-ascending-dose study ( | 1 | 100, 200, 400 | p.o. | 15 | Healthy males | Predose, 0.25, 0.5, 0.75, 1, 1.25, 1.5, 2, 3, 4, 6, 8, 10, 12, 14, 16, 24, 36, 48, 60, 72, 96, 120, 144, 168, 192, 216, 240, 264, 288 |
| 2 | Double-blind, randomized, placebo-controlled, single-ascending-dose study ( | 1 | 40, 80, 160 | i.v. | 18 | Healthy males | Predose, 0.25, 0.5, 0.75, 1, 1.25, 1.5, 2, 3, 4, 6, 8, 10, 12, 14, 16, 24, 36, 48, 60, 72, 96, 120, 144, 168, 192, 216, 240, 264, 288 |
| 3 | Double-blind, randomized, placebo-controlled, multiple-ascending-dose study ( | 1 | 50/100 p.o., 40/80 i.v. | p.o. and i.v. for 21 days | 23 | Healthy males | Predose, 0.25, 0.5, 0.75, 1, 1.25, 1.5, 2, 3, 4, 6, 8, 10, 12, 14, 16, 24, 36, 48, 60, 72, 96, 120, 240, 360, 480 |
| 4 | Single-dose, open-label, parallel study to evaluate influence of hepatic impairment on PK of isavuconazole ( | 1 | 100 | p.o. and i.v. | 16 | Healthy males and females | Predose, 0.5, 1, 1.5, 2, 3, 4, 6, 8, 10, 24, 48, 72, 96, 120, 144, 168, 216, 288, 360, 432, 480 |
| 5 | Single-dose, open-label, parallel study to evaluate influence of hepatic impairment on PK of isavuconazole | 1 | 100 | p.o. and i.v. | 16 | Healthy males and females | Predose, 0.5, 1, 1.5, 2, 3, 4, 6, 8, 10, 24, 48, 72, 96, 120, 144, 168, 216, 288, 360, 432, 480 |
| 6 | Open-label, randomized, 2-treatment crossover study to investigate bioavailability after single oral and i.v. doses of isavuconazole | 1 | 400 | p.o. and i.v. | 14 | Healthy males | Predose, 0.25, 0.5, 0.75, 1, 1.5, 2, 3, 4, 5, 6, 8, 10, 12, 16, 24, 48, 72, 96, 144, 192, 240, 288, 336, 504, 672, 840 |
| 7 | Open-label, mass balance study to evaluate the PK of isavuconazole after single oral dose | 1 | 200 | p.o. | 7 | Healthy males and females | Predose, 0.5, 1, 2, 3, 4, 6, 8, 10, 12, 24, 48, 72, 96, 120, 144, 168, 216, 264, 312, 360, 408, 460, 504 |
| 8 | Open-label, 2-part, parallel group study to assess the effect of renal impairment on the PK of isavuconazole | 1 | 200 | i.v. | 32 | Healthy males and females | Predose, 1, 1.5, 2, 3, 4, 5, 6, 8, 12, 24, 36, 48, 72, 120, 168, 240, 288, 336 |
| 9 | Open-label, parallel group, single-dose study to evaluate the PK profile of isavuconazole in healthy nonelderly and elderly male and female subjects | 1 | 200 | p.o. | 48 | Healthy and elderly males and females | Predose, 1, 1.5, 2, 3, 4, 5, 6, 8, 12, 24, 36, 48, 72, 120, 168, 240, 288, 336 |
| 10 | Phase 3, double-blind, randomized study to evaluate safety and efficacy of isavuconazole vs voriconazole | 3 | 200 | i.v./p.o. | 232 | Isavuconazole patients | Trough concentrations on days 7, 14, and 42 and EOT PK profiling (predose, 1.5, 3, 4, 6, 12, and 24 h postdose for 20 patients on either day 7 or day 14) |
Abbreviations: EOT, end of treatment; i.v., intravenous; PK, pharmacokinetics; p.o., oral.
Covariates analyzed in the PPK model
| Type of covariate | Covariate |
|---|---|
| Continuous | wt (kg) |
| BMI (kg/m2) | |
| ht (cm) | |
| Lean body mass (kg) | |
| Age (yr) | |
| Liver chemistry (ALT, AST, TBILI, ALB, ALKPHOS) | |
| Categorical | Race (0 for predominantly Caucasians, 1 for Asians) |
| Sex | |
| SP (dichotomized into healthy subjects [0] and patients [1]) | |
| CONMEDS (CYP3A inhibitors; strong or weak/mild) |
Lean body mass was calculated based on the James formula (35). Abbreviations: ALB, albumin; ALKPHOS, alkaline phosphate; ALT, alanine transaminase; AST, aspartate aminotransferase; CONMEDS, concomitant medications; PPK, population pharmacokinetics; SP, subjects and patients; TBILI, total bilirubin concentration. CONMEDS were classified based on the information at http://medicine.iupui.edu/clinpharm/ddis/main-table.
Demographics and baseline characteristics
| Baseline characteristic | Value | |
|---|---|---|
| Healthy subjects ( | Patients with IFIs ( | |
| Sex (no. [%]) | ||
| Male | 140.0 (74.1) | 132.0 (56.9) |
| Female | 49.0 (25.9) | 100.0 (43.1) |
| Race (no. [%]) | ||
| Predominantly Caucasian | 175.0 (92.6) | 193.0 (83.2) |
| Asian | 14.0 (7.4) | 39.0 (16.8) |
| Age (yr) (median [range]) | 43.0 (19.0–85.0) | 54.0 (17.0–82.0) |
| ht (cm) (median [range]) | 175.0 (148.0–196.0) | 168.4 (145.0–200.0) |
| wt (kg) (median [range]) | 77.8 (51.7–118.3) | 67.0 (41.0–127.7) |
| BMI (kg/m2) (median [range]) | 25.7 (18.0–34.7) | 23.6 (13.9–41.1) |
| Lean body mass (kg) (median [range]) | 58.4 (37.7–77.7) | 50.8 (32.5–82.6) |
Lean body mass was calculated based on the James formula (35). The predominantly Caucasian population consisted of one African American patient, five patients classified in other race categories, and the remaining patients classified as Caucasian. IFIs, invasive fungal infections.
AUC values obtained using individual clearance values from the best model with covariates
| Parameter | Value | ||
|---|---|---|---|
| Healthy subjects | Patients with IFIs | Combined (healthy subjects + patients) | |
| AUC (mg·h/liter) | |||
| Mean (SD) | 92.0 (31.6) | 101.0 (56.0) | 97.0 (48.0) |
| Median | 88.3 | 89.6 | 88.3 |
| Minimum | 33.0 | 10.3 | 10.3 |
| Maximum | 244.7 | 343.5 | 343.5 |
| %CV | 34.4 | 55.4 | 48.3 |
Abbreviations: AUC, area under the curve; CV, coefficient of variation; IFIs, invasive fungal infections; SD, standard deviation.
FIG 1Goodness-of-fit plots for the best covariate model. TAD, time after dose.
Parameter estimates of the best covariate model
| Parameter | Units | Value | SE | % RSE | Bootstrap mean | Bootstrap 95% CI |
|---|---|---|---|---|---|---|
| θ1 (CL, Caucasian) | Liters/h | 2.36 | 0.52 | 2.2 | 2.36 | 2.25–2.46 |
| θ2 ( | Liters | 49.10 | 1.58 | 3.2 | 49.27 | 46.09–52.15 |
| θ3 ( | Liters/h | 26.60 | 1.09 | 4.1 | 26.60 | 24.60–28.70 |
| θ4 ( | Liters | 417.0 | 18.50 | 4.4 | 418.09 | 381.52–453.00 |
| Weibull absorption parameters | ||||||
| θ5 (KAMAX) | h−1 | 1.08 | 0.091 | 8.4 | 1.10 | 0.89–1.27 |
| θ6 (RA) | h−1 | 0.72 | 0.029 | 4.1 | 0.72 | 0.66–0.78 |
| θ7 (GAM1) | 4.88 | 0.239 | 4.9 | 4.87 | 4.41–5.35 | |
| Covariates | ||||||
| θ9 (CL, Asian) | Liters/h | 1.51 | 0.059 | 10 | 1.54 | 1.0–1.99 |
| θ10 (BMI on | 0.060 | 0.006 | 9.5 | 0.064 | 0.051–0.076 | |
| θ11 (SP on | Liters | 260 | 0.031 | 2 | 259.4 | 217–302 |
| Variability (%) | ||||||
| CL (healthy subjects) | 31.30 | 0.012 | 6 | 30.98 | 26.45–34.64 | |
| | 31.78 | 0.138 | 7 | 31.62 | 27.01–35.77 | |
| RA | 40.24 | 0.019 | 6 | 40.24 | 35.35–44.60 | |
| | 49.09 | 0.037 | 8 | 49.09 | 41.35–55.76 | |
| GAM1 | 45.71 | 0.041 | 10 | 45.82 | 35.63–53.99 | |
| CL (patients) | 62.44 | 0.066 | 8 | 62.44 | 51.08–73.21 | |
| Residual error (%) | ||||||
| θ8 ( | 44.94 | 0.004 | 2 | 44.83 | 43.93–45.93 |
Parameter values were rounded to the nearest decimal place. Abbreviations: BMI, body mass index; CL, clearance; KAMAX RA, and GAM1, Weibull absorption parameters; Q, intercompartmental clearance; RSE, relative standard error; SE, standard error; SP, difference between healthy subjects and patients; V1 and Vp, volumes of distribution of the central compartment and peripheral compartment, respectively; W, weighting factor.
FIG 2NPDE plots. NPDE, normalized prediction distribution error.
FIG 3Probability of target attainment over a range of MIC values for EI50, EI80, and EI90. (A) EUCAST methodology; (B) CLSI methodology. For panel B, note that the EI80 and EI90 values overlap in the plot. AUC, area under the curve; CLSI, Clinical and Laboratory Standards Institute; EUCAST, European Committee on Antimicrobial Susceptibility Testing.