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Transcript of Three significant covariate relationships were identified whereby metaboliteclearance (CLoc),...
Three significant covariate relationships were identified whereby metabolite clearance (CLoc), metabolite volume of distribution (Voc), and parent clearance (CLop) all increase linearly with increasing CRCL as shown in Figure 1. As such, these covariates were accounted for in the final model using Equation II. Inclusion of CRCL on CLoc explained 41% of the inter-individual variability (IIV) in CLoc, while CRCL on Voc explained 17% of the IIV, and CRCL on Clo pexplained only 4% in the IIV (but was kept in the final model as it was statistically significant).
Figure 4 shows goodness-of-fit plots of the base and final models for OC concentrations. As shown, in the base model, a bias is seen in the Concentration vs. population prediction (PRED) plot whereby concentration data of renally impaired subjects are systematically lying above the line of additivity (red dashed line), whereas the corresponding concordance plot of the final model shows no such bias. Parameter estimates of the final model are shown in Table II. All parameters were estimated with good precision as shown by the low relative standard errors. In general, the residual variability in the OP PK data was higher than that of the OC as indicated by the larger estimate of proportional residual error (σ prop) in Table II (0.4 as opposed to 0.17).
The visual predictive checks (VPCs) for OP and OC, stratified by renal function, show the simulated median and 95th and 5th percentiles (shaded region) and overlay of the observed data (Figures 4 and 5 respectively). Most of the observed data (open circles) lie within the shaded area (green) and there is no systematic bias around the simulated median (blue line). The exception is the VPC of OC in subjects with moderate renal impairment . The figure shows a slight bias with the model slightly under-predicting the observed exposures, however with majority of observed data points lying in the interval (green shaded area). Median simulated exposures (5th and 95th percentiles) of OC Cmin, Cmax, and AUC0-48hrs of various influenza treatment regimens for patients with mild, moderate or severe renal impairment are provided in Table III . Box plots are shown summarizing the distribution of OC Cmax and Cmin to visually compare various treatment regimens in subjects with moderate and severe renal impairment to regimens in subjects with normal renal function (Figure 7) . Simulations in Table III and Figure 7 indicate that in the severe renally impaired group (CRCL 10-30 mL/min), the current 75 mg qd regimen results in simulated OC exposures of Cmin, Cmax and AUC0-48hrs that are just under the 450 mg bid regimen but above the 150 mg bid regimen in normal subjects. The 30 mg qd regimen produced a Cmax and AUC0-48hrs which fell below that of the 150 mg bid regimens in patients with normal renal function, and an OC Cmin and AUC0-48hrs which exceed that of the 75 mg bid in normal subjects. Likewise for moderate renal impairment (CRCL 30-60 mL/min) a 30 mg bid satisfies the same dose selection criteria, whereas the current recommended dose of 75 mg bid produces exposures that exceed those of the 150 mg bid in subjects with normal renal function (Table III). In patients with mild renal impairment (CRCL 60-90 mL/min), the currently recommended 75 mg bid regimen produces the OC Cmin,Cmax and AUC0-48hrs that lie between the 75 mg and 150 mg bid regimens and hence satisfies the current dose selection criteria used (Table III). Table IV shows the simulated prophylaxis regimens for subjects with mild, moderate and severe renal impairment. A shown in the table, the newly recommended regimens of 30 mg qd and qod for moderate and severe impairment respectively provide Cmax, Cmin and AUC0-48hrs exposures that are more similar to the prophylaxis regimen of 75 mg qd in subjects with normal renal function when compared to the current regimens of 75 qd and qod.
Identification of New Oral Dosing Regimens for the Neuraminidase Inhibitor Oseltamivir (Tamiflu®) in Patients with Moderate and Severe Renal Impairment
Supported by Population Pharmacokinetics
METHODS
INTRODUCTION
OBJECTIVE
Mohamed A Kamal* (1), Barbera Brennan (1), Vishak Subramoney (1), Peter A Morcos (1), Nicolas Frey (2), Craig Rayner (1)
(1) Roche, Nutley, NJ, USA; (2) Roche, Basel, Switzerland
RESULTS
CONCLUSIONS
Patients with renal dysfunction are more susceptible to influenza virus, and are at increased risk of complications from influenza1 . Chronic renal failure or severe renal impairment, marked by uremia and a creatinine clearance (CRCL) of 10-30 ml/min, is frequently encountered in the general population. In the US adult population, the prevalence of chronic kidney disease is estimated to be 11%. Renal insufficiency (CRCL 30-60 ml/min), or moderate impairment, is the intermediate stage at which symptoms of hypertension and anemia become present, but, unlike chronic renal failure, may reverse or stabilize with appropriate treatment. Mild renal impairment, also known as decreased renal reserve, is marked by a CRCL of 60-90 ml/min. Many patients in this renal subgroup tend to be asymptomatic as adaptive increases in solute excretion in remaining nephrons compensate for the decline in functioning kidney mass.Oseltamivir is a potent oral antiviral medication that selectively inhibits the influenza neuraminidase enzymes that are essential for viral replication. It is used worldwide for the treatment and prophylaxis of influenza. Oseltamivir is ingested in the form of a prodrug, Oseltamavir phosphate (OP), that is rapidly converted by hepatic esterases into the active metabolite, oseltamivir carboxylate (OC), which is predominately cleared by the kidney via glomerular filtration and active secretion via an organic anion transporter. Mass balance studies have shown that OP is predominately cleared via hepatic conversion to OC with minimal excretion unchanged in urine (<5%) when administered via the oral route. Exposure to OC with the currently approved oral regimen of 75 mg qd in patients with severe renal impairment was approximately 5 fold higher than in patients with normal renal function (CRCL 90-140 ml/min) receiving 75 mg bid. At the time of drug approval this was considered acceptable due to the wide therapeutic window and safety of OC. However, the availability of lower dose Oseltamivir (Tamiflu) capsules and desire to align oral dosing recommendations with those anticipated for IV oseltamivir, provided an impetus to reassess oral dosing in patients with renal impairment. Previous treatment studies in subjects with normal renal function showed that oseltamivir dosages of 75 mg twice daily result in OC plasma levels sufficient to inhibit neuraminidase enzyme activity from all the tested influenza virus strains.5, 6. Other studies have shown that 75 mg oseltamivir given orally once daily for prophylaxis effectively prevents influenza illness. Although the clinical pharmacokinetic/pharmacodynamic (PK/PD) indices for efficacy and resistance have not yet been clearly identified for Oseltamivir, the plasma PK profiles of OC in patients with varying degrees of renal impairment is aimed to at least match that of the established adult 75 mg BID dose regimen, which showed high efficacy and tolerability, and carried a low risk of generating resistance in phase III studies. In the current analyses, a mixed effects population modeling approach was used to characterize the disposition of OP and OC in subjects with varying degrees of renal impairment but otherwise healthy.
• The decrease in the volume of distribution of the metabolite OC with declining renal function may be rationalized by decreased binding to tissues of the carboxylate anion in renal disease.
• Taking into consideration results of the above modeling and simulation analyses and the criteria for dose selection, the lower dose of 30 mg qd and 30 mg qod can be considered appropriate for treatment and prophylaxis of influenza, respectively, in patients with Severe renal impariemnt (CrCL 10-30 mL/min).
• The lower dose of 30 mg bid and 30 mg qd can be considered appropriate for treatment and prophylaxis of influenza, respectively, in patients with moderate renal impairment (CrCL 30-60 mL/min).
• No dose modification is necessary for patients with mild renal impairment ( CrCL 60-90 mL/min).
Data
Data from eighty subjects, who received various oral dosages of oseltamivir in either single or repeated-dose regimens in 3 separate studies and for whom full PK data sets were available, were used to develop the oseltamivir population PK model (Table I). These combined data provided an informative dataset, with at least nine PK samples collected per subject, providing intensive PK sampling. All studies were performed in accordance with the Declaration of Helsinki. Subjects provided written, informed consent before entering the studies, and the relevant study protocols were approved by the institutional review board at each study site.
Population PK Model
Plasma OP concentration data was initially modeled separately and then OC concentration data was added and analyzed simultaneously. Concentration Time plots of the prodrug OP displayed bi-exponential kinetics whereas OC showed mono-exponential disposition. Under the assumption that OP was predominantely cleared via conversion to the metabolite OC, and that OC was cleared predominantely via the renal route, the basic structural model (Figure 2) consisted of 2 disposition compartments for OP and complete conversion of OP to OC from the central compartment; and a single disposition compartment for OC with a single clearance pathway.
Model development was performed using nonlinear mixed-effects modeling using NONMEM (version VI, level 1.0, GloboMax, Hanover, Maryland). The first order conditional estimation (FOCE) method with Interaction was used for parameter estimation. All simulations were performed in NONMEM. During model building, the goodness-of-fit to the data was evaluated using the following criteria: change in the minimum objective function (MOF), visual inspection of concordance and residual plots, precision of the parameter estimates, and decreases in both inter-individual and residual variability. A decrease in the MOF of at least 10.8 upon addition of a parameter was considered statistically significant. This corresponds to a nominal p-value of at <0.001 and one degree of freedom in the chi-square distribution of the difference of MOF between hierarchical models.
Random Effects
Unexplained intersubject variability in PK model parameters was estimated using the following model with the random effect ηj :
Pj=TVP exp(ηj) Equation I
Where TVP is the typical value of the PK parameter in the population, Pj is the individual value for P in the jth individual, and ηj is a random variable with a mean of zero and a variance ωp2. An additive proportional error model was used to describe random residual variability for both OP and OC.
Covariates
Model PK parameters were plotted against various covariates. Significant covariates on population PK parameters including CRCL were and were added to the base model to develop the final PK model. These were identified using decrease in the MOF criteria during forward addition and backward elimination of the covariate in the full model. Based on inspection of PK parameter vs. covariate plots, covariates were modeled using a linear function with centering on the median of the covariate as shown below for illustration:
TVP = θp + θCRCL(CLCRj – CLCRmed) Equation II
Where TVP is the typical population value of the model parameter, θp is the fixed effects population estimate, θCRCL is the slope of the relationship describing the effect of CRCL on the parameter P, CLCRj is the covariate value of the jth patient, and CLCRmed is the median of the covariate value in the study population.
Model Evaluation
Model evaluation was preformed using diagnostic goodness-of-fit plots including concordance of population and individual predictions with observed OP and OC concentrations as well as residual plots to inspect outliers.Plots were constructed using S-PLUS version 6.2 (Insightful Corporation, Seattle, Washington) A visual predictive check of the final model (with the median, 5th and 95th percentiles) was performed and was stratified via renal function for visual display of the model performance within each renal subgroup.
Simulation of Treatment and Prophylaxis Regimens
One hundred CRCL values were randomly generated from a uniform distribution for each of the mild, moderate, and severe renal impairment subgroups as well as subjects with normal renal function and this data was used to perform simulations in NONMEM. Exposure metrics including Cmax, Cmin, and AUC (normalized to a 48 hr interval) of various regimens were simulated at steady state from the final model for each renally impaired subgroup. Median, 5th and 95th percentiles of the simulations were calculated in addition to box-plots for visual display. The simulated exposures were compared side-by-side to simulated treatment and prophylaxis exposures in subjects with normal renal function. The criteria for selection of a treatment dose included exceeding the Cmin (efficacy coverage) of the established 75 mg bid regimen and not exceeding the 150 mg bid Cmax concentrations produced in subjects with normal renal function.
To re-investigate various treatment and prophylaxis regimens of Oseltamavir and recommend alternative oral dosing regimens for patients with mild, moderate and severe renal impairment that: a) provide homogenous exposure with treatment and prophylaxis regimens in normal subjects b) are hence aligned with those anticipated for the IV formulation.
D
Figure 1. Pharmaockinetic Profiles of OP (Prodrug) and OC (Metabolite) by Study.
Table I. Patient Characteristics
Figure 2. Schematic of the base structural pharmacokinetic model used to describe OP (Parent) and OC (Metabolite) plasma concentrations simultaneously.
Ka is the first order rate of absorption, Vop is the central volume of the Parent OP, Vp is the peripheral volume of OP, Q is an inter-compartmental clearance term, CLop is the clearance of OP, CLoc is the clearance of OC metabolite and Voc is the volume of OC metabolite.
Ka Q/Vop
Q/Vp
CLop/Vop
CLoc/Voc
Central (OP) Vop
Central (OC) Voc
Peripheral (OP) Vp
Oral Depot
Study Study 1 Study 2 Study 3Roche Study Number WP15648 WP15517 WP15525Design Single-center, open-label,
parallel-group renal impairment study
Single-center, double-blind, randomized, placebo-controlled
Single-center, double-blind, randomized, placebo-controlled
Renal Function (mL/min) 4 groups: SEVERE: 10 > CRCL ≤30 mL/min and not on dialysis.MODERATE: 30 > CRCL ≤ 60 mL/min.MILD: 60 > CRCL ≤90 mL/min.NORMAL: CRCL > 90 mL/min
Healthy Volunteers Healthy Volunteers
Oseltamivir Doses Tested 100 mg twice daily for a period of 4 days with a single oral administration OP only on Days 1 and 6
Placebo, 20, 50, 100, 200, 500, 1000 mg single oral OP
Placebo, 50, 100, 200, 500 mg oral twice a day for 7 days OP
Number of volunteers, total, used in model building
20, 20 48, 36 32, 24
CRCL mean±SD (mL/min) SEVERE: 19.6± 5.5MODERATE: 49.6± 10.9MILD: 77.3± 3.9NORMAL: 130.9± 10
107.5±16 104.8±16
CRCL Range (min,max) 12.4, 140 80.3, 140 79.3, 139.6
Mean age ± SD (y) 39.2± 12.7 34.9± 8.8 33.4± 8.6
Mean weight ± SD (kg) 75.3 ± 15.5 78.1 ± 8.5 78.3 ± 12.1
SEX Male:Female 14:6 48:0 32:0
RACE Caucasian:Other 19:1 46:2 32:0
Figure 3. Linear Relationships of PK Parameters vs. Creatinine Clearance
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69
707070707070707070707070
70
7070707070707070707070
7070
7070
717171717171717171717171
71
71717171717171717171717171
71717272727272727272
72727272727272
727272727272727272
7272737373
737373737373737373
73
7373737373737373737373
7373
7373
747474747474747474747474
74
74747474747474747474
74747474
74757575757575757575757575
75757575757575757575
7575757575
7676767676767676767676767676767676767676767676767676767677777777777777777777777777
7777777777777777777777777777777878787878787878787878787878787878787878787878787878787879797979797979797979797979
79797979797979797979797979797980808080808080808080808080808080808080808080808080808080
PRED
WR
ES
0 1000 2000 3000
-30
-20
-10
010
2030
111111111111112222222222222333333333333344444444444445555555555555666666666666677777777777777888888888888888999999999999101010101010101010
101010101010111111111111111111111111111112121212121212121212121212121213
1313131313131313131313
1313131314141414141414141414141414141414
151515151515151515151515
151515151616161616161616161616161616161617171717171717171717171717171818181818181818181818181818181919
1919191919191919191919191919
202020202020202020202020202020202021212121212121212121212121212121222222222222222222
2222222222222222232323232323232323232323232323232324242424242424242424242424
24242425 25 25 252525252525252525252525
252526 26 262626262626262626262626262626
2727 27
272727272727272727272727272728
28 282828282828282828282828282828
29
2929 2929292929292929292929292929
3030 30 3030303030
303030303030303030 31 31 31 31 31313131313131313131313131
32 32
32 32 32323232323232323232323232 33 33
33 33333333
3333
33333333
333333
3334
34 34 34 343434
34343434343434343434
3535 35 35 35353535353535353535353535 36 36 36 36 36363636363636363636363636
3737373737373737373737373737373737373737373737373737373737373838383838383838383838383838383838383838383838383838383838383939393939393939393939393939393939393939393939393939393939394040404040404040404040404040404040404040404040404040404040404041414141414141414141414141414141414141414141414141414141414142424242424242424242424242424242424242424242424242424242424243434343434343434343434343434343434343434343434343434343434344444444444444444444444444
44444444444444444444444444444444444445454545454545454545454545454545454545454545454545454545454545464646464646464646464646
46464646464646464646464646464646464647474747474747474747474747474747474747474747474747474747474747
4848484848484848484848484848484848484848484848484848484848484849494949494949494949494949494949494949494949494949494949494949
50
50505050505050505050505050505050505050505050505050505050
505051
515151515151515151515151515151515151515151515151515151515151
52525252525252525252525252525252525252525252525252525252525252
53
53
5353535353535353535353 53
53535353
535353535353535353
53535353
54
54545454545454545454545454545454
545454545454545454545454545455
55 55 55555555555555555555 55555555 55 5555555555555555555555555556
56 56 5656565656565656565656565656
565656
5656565656565656565656
57
57 57 57575757575757575757 57575757 57 5757575757575757575757575758
58 58 58585858585858585858 58585858 58 5858585858585858585858585859
59 59 59595959595959595959 59595959 59 5959595959595959595959595960
60 60 60606060606060606060 60606060 60 60606060606060606060606060
616161616161616161
61
61
61
61
61
61
61
6161
6161616161
616161
61
61
62626262
6262626262
626262
62
6262
62
6262
62626262
6262
62
62
62
62
6363
6363636363636363
63
63
6363
6363
63
6363
63
63
636363
63
6363
63
646464646464646464
646464
64
64
64646464
64646464
64
64
6464
6464
65656565656565656565
65
6565
65
6565656565656565656565
6565
65
666666666666666666666666
6666
66666666666666
666666666666
66
67676767676767676767676767676767
676767676767676767676767
686868686868686868686868686868686868686868686868686868
68
69696969696969696969
69
696969
69
69696969
69696969696969
6969
70707070707070707070707070
7070707070707070707070
707070
7071717171
717171717171717171717171717171717171717171717171727272727272727272727272727272
7272727272727272727272
737373737373737373737373
73
7373737373737373737373737373
73
7474747474747474747474747474747474
747474747474747474
7474757575757575757575757575757575757575757575757575757575
76767676767676767676767676
767676767676767676767676767676
77777777777777777777777777777777777777777777777777777777787878787878787878787878787878787878787878787878787878
78
79
797979797979797979797979797979797979797979797979797979
80808080808080808080808080808080808080808080808080808080
TIME (h)
WR
ES
0 50 100 150
-30
-20
-10
010
2030
1111111111111122222222222223333333333333444444444444455555555555556666666666666777777777777778888888888888889999
99999999101010101010101010101010101010111111111111111111111111111112121212121212121212121212121213
1313131313131313131313
13131313141414141414141414141414141414 14151515151515151515
151515151515 15161616161616161616161616161616161717171717171717171717171717181818181818181818
1818181818181919
1919191919191919191919191919
20202020202020202020202020202020 20212121212121212121212121212121 21222222222222222222222222222222222223232323232323232323232323232323 2324242424242424242424242424
2424 24252525252525252525252525252525
25 2526262626262626262626262626262626 2627272727272727272727272727272727 2728282828282828282828282828282828 2829
292929292929292929292929292929 2930303030303030303030303030303030 3031313131313131313131313131313131 31
3232
3232323232323232323232323232 3233333333333333
3333
33333333
333333
33343434343434343434343434
34343434 3435353535353535353535353535353535 3536363636363636363636363636363636 36373737373737373737373737 37 37 37373737373737373737373737373737383838383838383838383838 38 38 38383838383838383838383838383838393939393939393939393939 39 39 3939393939393939393939393939393940404040404040404040404040 40 40 40404040404040404040404040404040414141414141414141414141 41 41 41414141414141414141414141414141424242424242424242424242 42 42 42424242424242424242424242424242434343434343434343434343 43 43 4343434343434343434343434343434344444444444444444444444444
44 44 4444444444444444444444444444444445454545454545454545454545 45 45 45454545454545454545454545454545464646464646464646464646
46 46 4646464646464646464646464646464647474747474747474747474747 47 47 4747474747474747474747474747474748484848484848484848484848 48 48 4848484848484848484848484848484849494949494949494949494949 49 49 49494949494949494949494949494949
50
50505050505050505050505050
50 5050505050505050505050505050
505051
51515151515151515151515151 51 51515151515151515151515151515151
52525252525252525252525252 52 52 52525252525252525252525252525252
53
53
5353535353535353535353 53
53 535353
535353535353535353
53535353
54
545454545454545454545454 54 54 5454
545454545454545454545454545455555555555555555555555555 55 55 5555555555555555555555555555555556565656565656565656565656
56 56 56565656565656565656565656565656
57
575757575757575757575757 57 57 5757575757575757575757575757575758585858585858585858585858 58 58 5858585858585858585858585858585859595959595959595959595959 59 59 5959595959595959595959595959595960
606060606060606060606060 60 60 60606060606060606060606060606060
616161616161616161
61
61
61
61
61
61
61
6161
6161616161616161
61
61
626262626262626262626262
62
6262
62
6262
62626262
6262
62
62
62
62
6363
636363636363636363
63
6363
6363
63
6363
63
63
636363
63
6363
63
6464646464646464646464
64
64
64
64646464
64646464
64
64
6464
6464
6565656565656565656565
6565
65
6565656565656565656565
6565
65
666666666666666666666666
6666
666666666666666666666666
6666
67676767676767676767676767 67 6767
676767676767676767676767
68686868686868686868686868 68 68
68686868686868686868686868
69696969696969696969
69
696969
69
6969696969696969696969
6969
70707070707070707070707070
70 70707070707070707070707070
7071717171717171717171717171 71 71717171717171717171717171717272727272727272727272 72 727272
7272727272727272727272
737373737373737373
73737373
73 73737373737373737373
73737373
74747474747474747474747474
74 74747474747474747474
74747474
757575757575757575757575
757575757575757575757575757575
76767676767676767676767676
767676767676767676767676767676
7777777777777777777777777777
777777777777777777777777777778787878787878787878787878 78 7878787878787878787878787878
79
797979797979797979797979
79 7979797979797979797979797979
80808080808080808080808080 80 8080808080808080808080808080
Final Model
PRED
OC
Con
c (n
g/m
l)
0 2000 4000 6000
020
0040
0060
00
11111111111111222222222222233333333333334444444444444555555555555566666666666667777777777777788888888888888899999999999910101010101010101010101010101011111111111111111111111111111212121212121212121212121212121313131313131313131313131313131314141414141414141414141414141414151515151515151515151515151515151616161616161616161616161616161617171717171717171717171717171818181818181818181818181818181919
191919191919191919191919191920202020202020202020202020202020202121212121212121212121212121212122
2222222222222222222222222222222223232323232323232323232323
232323232424242424242424242424242424242425
25252525252525252525
2525
2525252526
2626
26262626
2626262626
26
2626262627
2727
27
27
27272727
27
2727
272727272728
2828
28
282828282828
282828
2828282829
2929
29292929292929
2929
292929292930
30303030303030
303030
3030
3030303031
3131
3131313131313131
31
31
3131313132
32
32
32
32
32
3232
3232
32
32
32
3232323233
333333
3333
33
33
33
33
333333
33
33333334
34
34
3434
34
34
34
3434
34
3434
3434
343435
35
35
35
3535353535
3535
3535
35
35353536
3636
36
3636
36363636
36
3636
3636
3636373737373737373737373737373737373737373737373737373737373737383838383838383838383838383838383838383838383838383838383838393939393939393939393939393939393939393939393939393939393939404040404040404040404040404040404040404040404040404040404040404141414141414141414141414141414141414141414141414141414141414242424242424242424242424242424242424242424242424242424242424343434343434343434343434343434343434343434343434343434343434444444444444444444444444444444444444444444444444444444444444445454545454545454545454545454545454545454545454545454545454545464646464646464646464646464646464646464646464646464646464646474747474747474747474747474747474747474747474747474747474747474848484848484848484848484848484848484848484848484848484848484849494949494949494949494949
49494949494949494949494949494949
494950505050505050505050505050
50505050505050505050505050
505050505051
51515151515151515151515151515151
515151515151515151515151515152
525252525252525252525252525252525252525252525252525252525252
5353
53535353535353535353535353535353
535353535353535353
535353535454545454545454545454545454545454
545454545454545454
545454545455
555555555555
5555555555
55
55555555
5555
55555555555555
555555
5555
565656
56565656565656
565656
56565656
5656
56
56
5656
5656
56
5656
56
565657
5757
575757575757
5757
5757
57575757
575757
57575757
5757
5757
5757
5758
5858
5858585858585858
5858
5858585858
585858585858
585858
5858
5858
5959
59
59595959595959
5959
59
59595959
59
59
595959595959
59
5959
59
595960
606060606060
606060
6060
60
60606060
6060
606060606060
60
6060
60
6060
61616161
6161616161616161
61
61
616161
6161
61616161
6161
61
61
61
62626262
62626262626262
62
62
62
62
626262
6262626262
62
6262
62
62
6363
6363636363636363
6363
63
636363
63
636363
63
6363
63
63
63
63
63
646464646464646464646464
64
6464646464
64646464
64
646464
64
64
6565656565656565656565
6565
65
65656565656565656565
6565
65
65
66666666666666666666666666
66
6666666666
66666666
666666
66
66
676767676767676767676767
67
6767676767676767676767676767
67
6868686868686868686868
6868
68686868686868686868
686868
6868696969696969696969
69696969
69
69696969
696969696969
6969
69
69
707070707070707070707070
70
7070707070707070707070
7070
7070
717171717171717171717171
71
71717171717171717171717171
71717272727272727272
727272727272727272727272727272
727272
737373737373737373737373
73
7373737373737373737373
73737373747474747474747474747474
74
7474747474747474747474747474
74757575757575757575757575
75757575757575757575757575
75757676767676767676767676767676767676767676767676767676767677777777777777777777777777
777777777777777777777777777777787878787878787878787878787878787878787878787878787878787979797979797979797979797979797979797979797979797979797980808080808080808080808080808080808080808080808080808080
IPRED
OC
Con
c (n
g/m
l)
0 1000 3000 5000
020
0040
0060
00
11111111111111222222222222233333333333334444444444444555555555555566666666666667777777777777788888888888888899999999999910101010101010101010101010101011111111111111111111111111111212121212121212121212121212121313131313131313131313131313131314141414141414141414141414141414151515151515151515151515151515151616161616161616161616161616161617171717171717171717171717171818181818181818181818181818181919191919191919191919191919191920202020202020202020
2020202020202021212121212121212121212121212121222222222222222222222222222222222223232323232323232323232323
232323232424242424242424242424242424242425
252525252525252525
2525
252525
25252626
26
262626
26
2626262626
26
2626262627
2727
27
27
27272727
27
2727
272727272728
282828
282828282828
282828
2828282829
2929
2929292929
2929
2929
292929292930
3030
3030303030
303030
3030
3030303031
3131
3131313131313131
31
31
31313131
32
32
32
32
32
32
3232
3232
32
32
32
3232323233
3333 33
3333
33
33
33
33
333333
33
33333334
34
34
3434
34
34
34
3434
34
3434
3434
343435
35
35
35
3535353535
3535
3535
35
35353536
3636
36
3636
36363636
36
3636
3636
3636373737373737373737373737373737373737373737373737373737373737383838383838383838383838383838383838383838383838383838383838393939393939393939393939393939393939393939393939393939393939404040404040404040404040404040404040404040404040404040404040404141414141414141414141414141414141414141414141414141414141414242424242424242424242424242424242424242424242424242424242424343434343434343434343434343434343434343434343434343434343434444444444444444444444444444444444444444444444444444444444444445454545454545454545454545454545454545454545454545454545454545464646464646464646464646464646464646464646464646464646464646474747474747474747474747474747474747474747474747474747474747474848484848484848484848484848484848484848484848484848484848484849494949494949494949494949
49494949494949494949494949494949
494950
505050505050505050505050
50505050505050505050505050
5050
50505051515151515151515151
51515151515151
5151515151515151
5151
5151515152525252525252525252525252
525252525252525252525252525252525252
5353
535353535353
535353535353535353
53
5353535353
53535353
535353535454545454545454545454545454545454
545454545454545454
545454545455
555555555555
5555555555
55
55555555
5555
55555555555555
555555
5555
565656
56565656565656565656
56565656
5656
56
56
5656
565656
5656
56
565657
5757575757575757
5757
5757
57575757
575757
57575757
5757
5757
5757
5758
58585858585858585858
5858
5858585858
5858585858585858
58
5858
5858
5959
59
59595959595959
5959
59
59595959
59
59
595959595959
59
5959
59
595960
606060606060
606060
6060
60
60606060
6060
606060606060
60
6060
60
6060
616161616161616161616161
61
61
616161
6161
61616161
6161
61
61
61
6262
6262
62626262626262
62
62
62
62
626262
62626262
6262
6262
62
62
6363
636363636363
636363
6363
636363
63
636363
63
6363
63
63
63
63
63
6464646464646464646464
64
64
6464646464
64646464
64
646464
64
64
6565656565656565656565
6565
65
656565656565656565656565
65
65
66666666666666666666666666
66
6666666666
66666666
666666
66
66
67676767
676767676767676767
6767676767676767676767
676767
67
6868686868686868686868
6868
6868686868
6868686868
6868
6868
6869
6969696969696969
696969
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69
69696969
696969696969
6969
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69
707070707070707070707070
70
7070707070707070707070
7070
7070
717171717171717171717171
71
71717171717171717171717171
71717272727272727272
72727272727272
727272727272727272
7272737373
737373737373737373
73
7373737373737373737373
7373
7373
747474747474747474747474
74
74747474747474747474
74747474
74757575757575757575757575
75757575757575757575
7575757575
7676767676767676767676767676767676767676767676767676767677777777777777777777777777
7777777777777777777777777777777878787878787878787878787878787878787878787878787878787879797979797979797979797979
79797979797979797979797979797980808080808080808080808080808080808080808080808080808080
PRED
WR
ES
0 2000 4000 6000
-30
-20
-10
010
2030
111111111111112222222222222333333333333344444444444445555555555555666666666666677777777777777888888888888888999999999999101010101010101010101010101010111111111111111111111111111112121212121212121212121212121213
1313131313131313131313
1313131314141414141414141414141414141414
151515151515151515151515
1515151516161616161616161616161616161616171717171717171717171717171718181818181818181818181818181819191919191919191919191919191919
2020202020202020202020202020202020212121212121212121212121212121212222
2222222222222222222222222222222323232323
23232323232323232323232324242424242424242424242424242424252525252525252525252525252525
252526262626262626262626262626
2626262627
2727272727272727272727272727272728
28282828282828282828282828282828
29
29292929292929292929292929292929
3030303030303030
30303030303030303031 31 313131313131313131313131313131
32 32
323232
32323232323232323232323233 33
3333
333333
33
33
33333333
333333
3334
34 34343434343434
343434
3434343434
35
35 35353535353535353535353535353536 36 3636363636363636363636363636
36373737373737373737373737373737373737373737373737373737373737383838383838383838383838383838383838383838383838383838383838
3939393939393939393939393939393939393939393939393939393939394040404040404040404040404040404040404040404040404040404040404041414141414141414141414141414141414141414141414141414141414142424242424242424242424242424242424242424242424242424242424243434343434343434343434343434343434343434343434343434343434344444444444444444444444444444444444444444444444444444444444444
4545454545454545454545454545454545454545454545454545454545454546464646464646464646464646464646464646464646464646464646464647474747474747474747474747474747474747474747474747474747474747
4848484848484848484848484848484848484848484848484848484848484849494949494949494949494949494949494949494949494949494949494949
50
505050505050505050505050
50505050505050505050505050505050
5050
51
515151515151515151515151515151515151515151515151515151515151
52
525252525252525252525252525252525252525252525252525252525252
53
53
535353535353535353535353
53535353
535353535353535353
535353
53
54
545454545454545454545454545454545454545454545454545454545454
55555555555555555555555555555555555555555555555555555555555555
56565656565656565656565656
56565656
565656
565656565656
565656565657
575757575757575757575757575757575757575757575757575757575757
58585858585858585858585858585858585858585858585858585858585858
59595959595959595959595959595959595959595959595959595959595959
60
60606060606060606060606060606060606060606060606060606060606061616161616161616161616161 61 6161616161616161616161616161626262626262626262626262
6262 6262626262626262626262626262
63636363636363636363636363 636363
63636363
63636363
6363636364646464646464646464646464 646464646464646464646464646464
65656565656565656565656565 65656565656565656565656565656566666666666666666666666666666666666666666666666666666666
67676767676767676767676767676767676767676767676767676767
686868686868686868686868686868686868686868686868686868
68
6969696969696969696969
6969
69
696969696969696969696969
69697070
707070707070707070707070707070707070707070707070707071717171717171717171717171717171717171717171717171717171
727272727272727272727272727272
7272727272727272727272
737373737373737373737373
737373737373737373737373737373
73
74747474747474747474747474747474747474747474747474747474
757575757575757575757575757575757575757575757575757575
76767676767676767676767676
767676767676767676767676767676
77777777777777777777777777
7777777777777777777777777777
77787878787878787878787878787878787878787878787878787878
78
79
7979797979797979797979797979797979797979797979797979
79
808080808080808080808080808080808080808080808080808080
80
TIME (h)
WR
ES
0 50 100 150
-30
-20
-10
010
2030
11111111111111222222222222233333333333334444444444444555555555555566666666666667777777777777
7888888888888888999
999999999101010101010101010
101010101010111111111111111111111111111112121212121212121212121212121213
1313131313131313131313
13131313141414141414141414141414141414 14151515151515151515
151515151515 151616161616161616161616
16161616161717171717171717171717171717181818181818181818
1818181818181919
1919191919191919191919191919
20202020202020202020202020202020 20212121212121212121212121212121 21222222222222222222222222222222222223232323232323232323232323232323 2324242424242424242424242424
2424 24252525252525252525252525252525
25 2526262626262626262626262626
262626 2627272727272727272727272727272727 2728282828282828282828282828282828 2829
292929292929292929292929292929 2930303030303030303030303030303030 3031313131313131313131313131313131 31
3232
323232
3232323232323232323232 323333
3333333333
33
33
33333333
333333
33343434343434343434343434343434
34 3435
353535353535353535353535353535 3536363636363636363636363636363636
36373737373737373737373737 37 37 37
373737373737373737373737373737383838383838383838383838 38 38 38383838383838383838383838383838
393939393939393939393939 39 39 3939393939393939393939393939
393940404040404040404040404040 40 40 40404040404040404040404040404040414141414141414141414141 41
41 41414141414141414141414141414141424242424242424242424242 42 42 42424242424242424242424242424242434343434343434343434343 43 43 4343434343434343434343434343434344444444444444444444444444
44 44 4444444444444444444444444444444445454545454545454545454545 45 45 45454545454545454545454545454545464646464646464646464646
46 46 46464646464646464646464646464646474747474747474747474747
4747 47 47
474747474747474747474747474747
48484848484848484848484848 48 48 4848484848484848484848484848484849494949494949494949494949 49 49 49494949494949494949494949494949
50
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53
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53 535353
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545454545454545454545454545455555555555555555555555555 55 55 5555555555555555555555555555555556565656565656565656565656
5656 5656
5656565656565656565656565656
57
57575757575757575757575757 57 57575757575757575757575757575757
58585858585858585858585858 58 58 5858585858585858585858585858585859595959595959595959595959 59 59 5959595959595959595959595959595960
606060606060606060606060 60 60 6060606060606060606060606060606061616161616161616161616161 61 616161616161616161616161616162626262626262626262626262
62 62626262626262626262626262626363636363636363636363
6363 63 636363636363636363636363636364646464646464646464646464 64 6464646464646464646464646464
65656565656565656565656565 65 65656565656565656565656565656666666666666666666666666666
666666666666666666666666666667676767676767676767676767 67 67676767676767676767676767
67
68686868686868686868686868 68 68
68686868686868686868686868
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696970707070707070707070707070 70 707070707070707070707070707071717171717171717171717171 71 71717171717171717171717171717272727272727272727272 72 727272
7272727272727272727272
737373737373737373
73737373
73 73737373737373737373737373
73
7474747474747474747474747474 747474
7474747474747474747474
757575757575757575757575
757575757575757575757575757575
76767676767676767676767676
767676767676767676
767676767676
77777777777777777777777777
7777777777777777777777777777
7778787878787878787878787878
78 78787878787878787878787878
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80808080808080808080808080
80 80808080808080808080808080
80
Figure 4. Goodness-of-Fit Plots of the Base and Final Population PK Model
Figure 5. Visual Predictive Checks of OP (Prodrug) Concentrations Stratified by Renal Function
Figure 6. Visual Predictive Checks of OC(Metabolite) Concentrations Stratified by Renal Function
Table II. Final Model Pharmacokinetic Parameter Estimates
Parameter Estimate Relative Standard Error (%)
Fixed EffectsCLop (L/h) 620 4
Vop (L) 380 10
Ka (h-1) 0.7 5
Q (L/h) 79.4 12
Vp (L) 1370 12
CLoc (L/h) 22 4
Voc (L) 190 4
Covariate Effects
θCLCR on CLoc 0.24 4
θCLCR on Voc 1.61 9
θCLCR on CLop 2.99 18
Inter-Individual Variability
VAR (ηCLop) (CV%) 32 23
VAR (ηVop) (CV%) 65 19
VAR (ηKa) (CV%) 33 17
VAR (ηCLoc) (CV%) 34 14
VAR (ηVoc) (CV%) 35 18
COV (ηCLop : ηVop), r 0.49 37
COV (ηCLoc : ηVoc), r 0.77 18
Residual Errorσprop,OP (CV%) 40.1 5
σprop,OC (CV%) 17.3 8
Additive Error,OP (ng/ml) 0.76 16
Additive Error,OC (ng/ml) 9.25 32
Renal Function/ Impairment
Mild (CRCL 60-90
ml/min)
Regimen / PK Exposure Parameter 75mg bid1 150mg bid 450mg bid 75 mg bid1 75mg bid1 30 mg bid2 75 mg qd1 30 mg qd2
Cmin (ng/ml)160
(74, 261)298
(123, 576)810
(450,1903)266
(127, 474)574
(228, 1057)229
(110, 500)772
(219,2885)280
(105, 1429)
Cmax (ng/ml)320
(184, 503)629
(329, 1042)1770
(926, 3732)499
(261, 852)955
(395,1477)354
(183, 675)1399
(625, 4118)553
(280, 1953)
AUC0-48 h (ng*hr/ml)11760
(6560, 18760)22680
(11920, 37360)62160
(36640, 136520)18968
(9996, 317852)37840
(15400, 62720)14838
(7206, 29146)54940
(20540, 203560)20900
(9140, 101440)
Moderate (CRCL 30-60 ml/min)
Normal (CRCL 90-140 ml/min)
Severe (CRCL 60-90 ml/min)
Renal Function/ Impairment
Normal (CRCL 90-140
ml/min)
Mild (CRCL 60-90
ml/min)
Regimen / PK Exposure Parameter 75mg qd1 75 mg qd1 75mg qd1 30 mg qd2 75 mg qod1 30 mg qod2
Cmin (ng/ml)40
(14, 75)69
(20, 133)176
(53, 399)68
(25, 179)224
(66, 1485)88
(19, 698)
Cmax (ng/ml)231
(132, 436)342
(193, 608)585
(271, 1121)244
(124, 476)1129
(566, 2789)446
(209, 1280)
AUC0-48 h (ng*hr/ml)5780
(3200, 10640)9000
(5020, 15440)17360
(8020, 37460)7280
(3660, 14980)29330
(13650, 105170)10830
(4090, 49060)
Severe (CRCL 60-90 ml/min)
Moderate (CRCL 30-60 ml/min)
CLop is the clearance of parent OP; Vop is the central volume of OP; Ka is the first order rate of absorption; Q is an inter-compartmental clearance term; Vp is the peripheral volume of OP; CLoc is the clearance of OC metabolite; Voc is the volume of OC ; θ is a parameter describing the relationship between CRCL and a PK parameter, CV% is the percent coefficient of variation; VAR is the variance ; η is the ETA term; COV is the covariance; r is the correlation coefficient; σ is a random effects parameter describing proportional residual error.
Table III. Simulated Median (5th and 95th percentiles) Treatment Exposure Metrics of OC in Normal and Renally Impaired Subjects (N=100)
Figure 7. Box plots of Simulated Cmax and Cmin of OC after administration of various treatment regimens in subjects with severe (upper panels) and moderate (lower panels) renal impairment and normal renal function.
Table IV. Simulated Median (5th and 95th percentiles) Prophylaxis Exposure metrics of OC in Normal and Renally Impaired Subjects (N=100)