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Leon Aarons Manchester Pharmacy School University of Manchester Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development

Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

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Page 1: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Leon Aarons

Manchester Pharmacy School

University of Manchester

Population Pharmacokinetics

and Pharmacodynamics

as a Tool in Drug Development

Page 2: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Pharmacokinetics

and

Pharmacodynamics

Page 3: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Clinical Pharmacokinetics

DosageRegimen

PlasmaConcentration

Site ofAction Effect

Pharmacokinetics Pharmacodynamics

Page 4: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 5: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 6: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 7: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Models

Page 9: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

The type of model to be developed should be

driven by the available information and the

goal of the simulations

Empirical

models

Semi-mechanistic

models

Mechanistic

models

Descriptive

Explanatory Rich

“Poor”

Extrapolation in

complex and

variable environment

Interpolation in

simple and

stable environment

Information

needed Goal

Days Months Years

Category

Page 10: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

0.01

0.1

1

10

100

0 2 4 6 8 10

time

co

nc

en

tra

tio

n

1 2t t1 2C( t ) C e C e

Page 11: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

1 2

k12

k21

k10

11 12 1 1 10 1 1 21 2 2

22 12 1 1 21 2 2

( )( ) ( ) ( )

( )( ) ( )

dC tV k V C t k V C t k V C t

dt

dC tV k V C t k V C t

dt

Page 12: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

PBPK MODEL

Page 13: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Pharmacokinetic

Study Design

Page 14: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 15: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 16: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 17: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Sparse Data

Page 18: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 19: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Tobramycin study

Objective: to establish dosage regimen guidelines to

maintain maximum efficacy (Cmax > 6

mg/L) and minimum toxicity (Cav < 4

mg/L) in a majority of patients

Patients: n 97 (after pruning)

body weight (kg) 42-120

age (yr) 16-85

sex (M/F) 52/45

creatinine clearance 10-166

(ml/min)

indication variety of infection

Study design: no design - routine TDM

dosage - 20 to 140 mg every 8 to 24 hr

number of concentrations per individual 1-9

(median 2)

duration of therapy - 14 to 520 hr

Page 20: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 21: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 22: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 23: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Why? It seeks to obtain relevant pharmacokinetic

information in patients who are representative

of the target population to be treated with the

drug

It recognizes variability as an important feature

that should be identified and measured during

drug development and evaluation

It seeks to explain variability by identifying

factors of demographic, pathophysiological,

environmental or drug-related origin that may

influence the pharmacokinetic behavior of a

drug

It seeks to quantitatively estimate the magnitude

of the unexplained variability in the patient

population

Page 24: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 25: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 26: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics
Page 27: Population Pharmacokinetics and Pharmacodynamics as a Tool ... · Population Pharmacokinetics and Pharmacodynamics as a Tool in Drug Development . Pharmacokinetics and Pharmacodynamics

Summary

• PK/PD is model driven

• PK/PD models aid the interpretation of

pharmacological data and can be used

prospectively to design subsequent studies

learning/confirming

• Nonlinear mixed effects modelling allows data

from a variety of unbalanced, sparse designs to be

analysed

• Software for nonlinear mixed effects modelling is

now widely available -

even for amateurs!