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DABIGATRAN_PAGE_2003.ppt 1 PAGE Meeting 2003 Verona, Italy Population pharmacokinetics/-dynamics of the direct thrombin inhibitor dabigatran in patients undergoing hip replacement surgery J. Stangier 1 , K.H. Liesenfeld 1 , C. Tillmann 1 , I. Trocóniz 2 , H.G. Schaefer 1 (1) Boehringer Ingelheim Pharma GmbH & Co KG, (2) School of Pharmacy, University of Navarra, Pamplona, Spain
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Page 1: PAGE Meeting 2003 Verona, Italy · PAGE Meeting 2003 Verona, Italy ... direct thrombin inhibitor dabigatran ... [Test-correlation-ECT3.xls]Grafik base line = 25.363

DABIGATRAN_PAGE_2003.ppt 1

PAGE Meeting 2003 Verona, Italy

Population pharmacokinetics/-dynamics of the direct thrombin inhibitor dabigatran

in patients undergoing hip replacement surgery

J. Stangier1, K.H. Liesenfeld1, C. Tillmann1, I. Trocóniz2, H.G. Schaefer1

(1) Boehringer Ingelheim Pharma GmbH & Co KG, (2) School of Pharmacy, University of Navarra, Pamplona, Spain

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DABIGATRAN_PAGE_2003.ppt 2

Introduction

Thrombin is the key regulator of blood coagulation in plasma converting fibrinogen to fibrin

Direct thrombin inhibitors are under clinical development for:

• prevention of deep vein thrombosis (DVT) in patients undergoing hip and kneearthroplasty

• and the prevention of stroke in patients with atrial fibrillation (Afib)

Dabigatran etexilate is currently in Phase II of clinical development

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DABIGATRAN_PAGE_2003.ppt 3

Introduction

Dabigatran etexilate pharmacokinetics:

The prodrug dabigatran etexilate is orally available and is completely converted to the active drug dabigatran

AUC and Cmax of dabigatran increase in proportion with dose

Dabigatran is not metabolised by CYP 450 isoenzymes

Renal excretion of dabigatran and its glucuronide conjugate represents the main elimination pathway

The terminal elimination half life of dabigatran is about 15 hrs

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DABIGATRAN_PAGE_2003.ppt 4

Study Objectives

The objectives of this study were :

• to evaluate the pharmacokinetics and -dynamics of dabigatran

after oral administration of the prodrug topatients undergoing elective hip replacement surgery

• to identify factors predicting intersubject variability

• to provide population parameter estimates and their variability for clinical trialsimulation studies

ï to support dose selection for Phase II dose range finding studies

ï to explore clinical relevance of covariate effects

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DABIGATRAN_PAGE_2003.ppt 5

Methods

The data were obtained from the first rising dose tolerance study in orthopaedic patients (BISTRO)

4600 plasma concentrations of dabigatran were collected in 287 patients

In parallel, blood coagulation parameters were determined:

activated partial thromboplastin time, aPTT

ecarin clotting time, ECT

prothrombin time, expressed as INR

thrombin time, TT

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DABIGATRAN_PAGE_2003.ppt 6

Methods

BISTRO: ‘ Boehringer Ingelheim Study in Thrombosis’

‘oral only’ administration of Dabigatran etexilate 4 - 6 hours after surgery

Treatment: 12.5, 25, 50, 100, 150, 200 and 300 mg BID and

150 and 300 mg QD (experimental tablet formulation)

20 - 46 patients per dose group

289 patients treated for 6 - 10 days after arthroplasty

Primary clinical endpoints:

• Major bleeding events post surgery

• Venography at the end of treatment period to detect DVT

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DABIGATRAN_PAGE_2003.ppt 7

BISTRO I Patient Demographics

No. Min 1stQ Median Mean 3rd.Q Max SD.

AGE (years) 287 35 60 68 67 75 88 9.68

WT (kg) 287 49 67.5 76 78.2 88 130 14.91

CRCL (mL/min) 287 29.35 58.63 72.04 76.16 90.38 161.1 24.33

GAST (pmol/L) 287 10 10 24.5 34.6 34.5 501 54.77

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DABIGATRAN_PAGE_2003.ppt 8

Covariates recorded and tested in BISTRO I

Demographic characteristics

• Age (years) AGE• Weight (kg) WT• Height (cm) HGT• Body mass index (kg/m2) BMI• Gender SEX

Lab values

• Serum creatinine (mg/dL) SCR• Creatinine clearance (mL/min) CRCL• Gastrin concentration GAST• Alanine transferase (U/L) ALT• Aspartate transaminase (U/L) AST• Bilirubin (mgL) BIL

Comedication

• CYP3A4 inhibitors COM2• GI passage accelerators COM3• NSAIDS COM7• Diuretics COM9• Paracetamol COM10• Opioids COM11• Others COM12• Benzodiazepines COM13

Design variables

• Time to first dose TTFD• Random group RAND• Fasting conditions FAST• Alcohol consumption ASTA• Smoking habits SMOK

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DABIGATRAN_PAGE_2003.ppt 9

PK-Model Development - The Data

Day 2-10

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DABIGATRAN_PAGE_2003.ppt 10

PK-Model Development - The Data (cont.)

Day 1 Day 2-10

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DABIGATRAN_PAGE_2003.ppt 11

• Absorption on day 1 (first dose on day of surgery)

• high variability within the dose groups

• different plasma concentration / time profiles within a subjectduring the treatment period

PK-Model Development

Challenges:

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DABIGATRAN_PAGE_2003.ppt 12

PK-Model Development - Base Model

CL/FKA

} different on day1 and day > 1 could explain the in general low concentrations on day 1

Different residual error models forday 1 and day > 1

combined error model only necessary for day 1

2-Comp. model, 1st order absorption, CL, V2, Q, V3, KA, lagtime, residual error model IIV on CL and KA

different IIV on CL/F for day 1 and day > 1IIV on KA only for day > 1 (limited number of data points on day 1)

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DABIGATRAN_PAGE_2003.ppt 13

V3

PK-Model Development - Final PK Model

Day 1 Day > 1

V2

Dose

KA1lagtime

CL1/FIIVCL1

Q

V3V2

Dose

KA2IIVKA2lagtime

CL2/FIIVCL2

Q

(GAST) (CRCL, GAST)

(AGE, SCR)

combined residualerror model

proportional residualerror model

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DABIGATRAN_PAGE_2003.ppt 14

PK-Model Development - Final Parameter Estimates

Unit Parameter SE (%)Estimate

CL >24h (L/h) 82.1 5.62V2 (L) 30.8 16.72Q (L/h) 13.6 35.51V3 (L) 136 41.99Ka <24h (h-1) 0.0217 25.35

ALAG1 (h) 0.399 7.69Ka >24h (h-1) 0.265 11.28

CL <24h (L/h) 43.4 27.42GAST_CL>24h 0.294 25.92GAST_CL <24h 0.633 42.65SCR_Ka >24h 0.363 12.53AGE_Ka >24h 0.447 11.12

IIV CL >24h (% CV) 46.04 9.29IIV CL <24h (% CV) 108.6 16.36IIV Ka >24h (% CV) 29.83 23.15

add. res.error <24h (SD) 0.375 11.84prop. Res. Error < 24h (% CV) 66.9 2.72prop. Res. Error >24h (% CV) 36.61 4.85

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DABIGATRAN_PAGE_2003.ppt 15

PK-Model Development

Simulated typical plasma concentration-time profiles of dabigatranon day 1 and day 10 of treatment

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DABIGATRAN_PAGE_2003.ppt 16

Pharmacodynamic Model - ECT and aPTT

Development of Pharmacodynamic Models for

Ecarin Clotting Time

and

activated Partial Thromboplastin Time

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DABIGATRAN_PAGE_2003.ppt 17

PK/PD Correlation of Dabigatran in Patients - ECT

BIBR 953 plasma concentration vs. ECT Naive Pooling Method

0

100

200

300

400

500

600

700

0 500 1000 1500 2000plasma concentration [ng/ml]

EC

T [s

]

D:\pop_PK\BIBR1048-ppk\1160_11\Popkin\CONC-ECT\[Test-correlation-ECT3.xls]Grafik

25.363base line =

slope = 0.4299

power = 0.9255

linear regression line

non-linear regression line (power-model)

27.403base line =

slope = 0.2674

power = 1.000

ECT=BASE+SLOP*CONC

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DABIGATRAN_PAGE_2003.ppt 18

Goodness of Fit plots without time effect on BASE and SLOP

ECT=BASE+SLOP*CONC

BASE & SLOP considered to be time independent parameters

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DABIGATRAN_PAGE_2003.ppt 19

GOF plots with SLOP and BASE changing over time

ECT=BASE+SLOP*CONC

BASE = BASO *(1-(EMBA*TIME/24)/(EB50+TIME/24))

SLOP = SLOO*EXP(-KM*TIME)+SLOF*(1-EXP(-KM*TIME))

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DABIGATRAN_PAGE_2003.ppt 20

Decrease of SLOP over Time

BIBR1048 / 1160.11 plasma concentration vs. ECT

0

50

100

150

200

250

300

350

400

0 200 400 600 800 1000

plasma concentration [ng/ml]

EC

T [s

]

indiv. values >100h

SLOP & BASE at time=0h

SLOP & BASE at time=150h

K:\Apm_CPK\Projects\BIBR1048MS\1160_11\Explorative\Simulation\[2-comp-template_final_run_multiple.XLS]PK Verlauf

SLOP 150 = 0.27 s/(ng/mL)

SLOP 0 = 0.38 s/(ng/mL)

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DABIGATRAN_PAGE_2003.ppt 21

0.22

0.25

0.28

0.31

0.34

0.37

0.40

0 50 100 150 200 250time [h]

SLO

P

D:\pop_PK\BIBR1048-ppk\1160_11\Popkin\CONC-ECT\ECT-CONC12tab040.xls

SLOPmax = 0.377

SLOPtz = 0.268

Decrease of SLOP over Time

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DABIGATRAN_PAGE_2003.ppt 22

Final Parameter Estimates ECT

parameter population mean magnitude ofof final model interindividual variability

finalfinal para- estimate

unit estimate %RSE## meter %CV# %RSE##

SLOO [s/(ng/ml)] 0.377 2.18 SLOP 13.7 13.76SLOF [s/(ng/ml)] 0.268 1.49BASO [s] 28.0 0.49 BASE 8.2 8.98KM [ ] 0.617 13.55EMBA [ ] 0.175 6.46EB50 [day] 2.86 13.50

residual variability %CV#

σ1 6.63 6.83

# Estimates of variance components (ω's and σ's) were converted into standard deviations by taking their squareroot. These are reported as coefficients of variation (%CV) after multiplication by 100%.

## The percent standard error of parameter estimates was calculated according to %RSE = standard error (SE)/parameter estimate · 100%

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DABIGATRAN_PAGE_2003.ppt 23

BISTRO PK/PD Correlation [steady state]

0.6

0.8

1.0

1.2

1.4

1.6

1.8

2.0

2.2

2.4

2.6

2.8

3.0

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Plasma Conc. BIBR 953 ZW [µmol/L]

aPT

T ra

tio

BIBR 953 ZW, aPTT ratio

linear regression line, BIBR 953 ZW aPTT

PK/PD Correlation in Patients - aPTT

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DABIGATRAN_PAGE_2003.ppt 24

GOF plot of an aPTT - Emax Model

aPTT = BASE + (EMAX*CONC /(EC50+CONC))

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DABIGATRAN_PAGE_2003.ppt 25

GOF plot of aPTT Emax model with linear term

aPTT = BASE + (EMAX*CONC /(EC50+CONC)) + SLOP*CONC

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DABIGATRAN_PAGE_2003.ppt 26

PK/PD (aPTT) relationship BISTRO I

15

30

45

60

75

90

105

120

0 200 400 600 800 1000 1200 1400

plasma concentration [ng/ml]

aPT

T [s

]

DV

PRED

D:\pop_PK\BIBR1048-ppk\1160_11\Popkin\CONC-aPTT\[APTT-CONC12tab374.xls]ori

PK/aPTT Correlation in Patients - final model

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DABIGATRAN_PAGE_2003.ppt 27

Effect of TIME on base line of aPTT

change in BASE over time

30

31

32

33

34

0 50 100 150 200

time [h]

BA

SE [s

]

K:\Apm_CPK\Projects\BIBR1048MS\1160_11\Popkin\PD\apTT\[APTT-CONC12tab374.xls]APTT-CONC12tab374 all

BASE max = 33.4

BASEtz = 30.0

BASE 50 = 31.7

ET50 = 38.9 [h] or 1.62 [days]

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DABIGATRAN_PAGE_2003.ppt 28

Final Parameter Estimates aPTT

# Estimates of variance components (ω's and σ's) were converted into standard deviations by taking their squareroot. These are reported as coefficients of variation (%CV) after multiplying them by 100%.

## The percent standard error of parameter estimates was calculated according to %RSE = standard error (SE)/parameter estimate · 100%

parameter population mean magnitude ofof final model interindividual variability

finalfinal para- estimate

unit estimate %RSE## meter %CV# %RSE##

EMAO [s] 26.9 12.45 EMAX 19.9 33.92BASO [s] 33.4 0.63 BASE 8.7 10.51EC50 [ng/ml] 94.7 17.11 EC50 38.5 40.41SLOP [s/(ng/ml)] 0.0509 6.68 SLOP 15.2 45.22EMMX [ ] 0.463 12.68ET50 [day] 1.62 15.99EMBA [ ] 0.102 14.41

residual variability %CV#

σ1 7.55 3.53

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DABIGATRAN_PAGE_2003.ppt 29

BISTRO - Clinical Trial Simulation

A simulation study to assess the dose-response relationship between BIBR 1048 and the Blood coagulation Parameters

ECT and aPTT in patients undergoing hip replacement surgery

Christine E. Garnett, PharmD

Howard Lee, MD, PhD

Center for Drug Development Science

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DABIGATRAN_PAGE_2003.ppt 30

CTS - Methods

The Simulation Platform:

• Covariate Distribution Model

• PK Model with Covariates

• PD Models for ECT and aPTT

• Stochastic Models for PK and PD Parameter Uncertainty

• Interindividual Variability and Residual Error

• Trial Execution Model

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DABIGATRAN_PAGE_2003.ppt 31

CTS - Trial Execution Model

Simulated patients from the covariate distribution model were randomised to one of four treatment groups:

• Treatment Arm 1: 50 mg b.i.d. for 5 days• Treatment Arm 2: 150 mg b.i.d. for 5 days• Treatment Arm 3: 225 mg b.i.d. for 5 days• Treatment Arm 4: 300 mg q.d. for 5 days

ï Treatment groups of the BISTRO II dose range finding trial

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DABIGATRAN_PAGE_2003.ppt 32

50 mg b.i.d.

Time after first dose on day 5 (h)

BIB

R 9

53 c

once

ntra

tion

(ng/

mL)

0 5 10 15 20

02

00

40

06

00

80

0

150 mg b.i.d.

Time after first dose on day 5 (h)

BIB

R 9

53 c

once

ntra

tion

(ng/

mL)

0 5 10 15 20

02

00

40

06

00

80

0

225 mg b.i.d.

Time after first dose on day 5 (h)

BIB

R 9

53 c

once

ntra

tion

(ng/

mL)

0 5 10 15 20

02

00

40

06

00

80

0

300 mg q.d.

Time after first dose on day 5 (h)

BIB

R 9

53 c

once

ntra

tion

(ng/

mL)

0 5 10 15 20

02

00

40

06

00

80

0

BIBR 953 ZW concentration versus time data from 100 replicates were pooled together and the 50th (solid line) and 95th / 5th (dotted lines) percentiles were calculated for each dose group.Open circles represent observed data.

CTS - predicted vs observed dabigatran plasma concentrations


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