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Drug Targeting Organ-Specific Strategies

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342 13 Pharmacokinetic/Pharmacodynamic Modelling in <strong>Drug</strong> <strong>Targeting</strong><br />

The major difference between both approaches is not in the mathematical or pictorial description,<br />

but in the interpretation of the parameters. In compartmental modelling, the starting<br />

point is the parameters that do not necessarily have a particular anatomical or physiological<br />

meaning. This meaning, however, may become clear after a careful analysis of the<br />

data, including measurements in different organs and tissues. On the other hand, PB-PK<br />

starts with a model with physiologically meaningful parameters. It should be stated that,<br />

when applying a PB-PK model to real data, the identification of the parameters may become<br />

a major problem in the interpretation (see Section 13.2.8.4).<br />

13.2.4.4 Principles of Modelling<br />

In both types of models, the quantity or concentration of the drug in various sites of the body<br />

is described by mathematical equations quantifying drug administration, drug transport and<br />

drug elimination. These mathematical representations are usually in the form of differential<br />

equations, which can be solved numerically. In some simple cases an explicit analytical solution<br />

of the differential equations can be obtained, thus facilitating the calculations. The numerical<br />

procedure of solving the differential equations is more generally applicable, but is<br />

complicated by the necessity to find a compromise between accuracy and speed of execution.<br />

However, using modern, user-friendly software and fast-performing hardware, this is much<br />

less of an issue today (see Section 13.7).<br />

13.2.5 Pharmacodynamic Models<br />

Pharmacodynamic (PD) models are used to describe the relationship between drug concentration<br />

and drug effect.An overview of various PD models can be found in the literature [21].<br />

The essential elements will be treated in the following sections.<br />

13.2.5.1 Sigmoid E max Model<br />

For simplicity, a linear relationship between concentration and effect is often assumed, reducing<br />

the problem of PK/PD to the pharmacokinetics. However, the concentration–effect<br />

relationship of any drug tends towards a plateau, and a sigmoidal model (sigmoid E max model<br />

or Hill equation) is more appropriate [21–24]:<br />

E = E 0 + E max ·<br />

C e γ<br />

C e γ + EC50 γ<br />

(13.9)<br />

where E is the drug effect (arbitrary unit; same unit as E 0 and E max), E 0 is the drug effect<br />

in the absence of drug (typically zero, or baseline effect), E max is the maximum achievable<br />

drug effect, C e is the drug concentration at the effector site, γ is a dimensionless value, indicating<br />

the gradient of the concentration–effect relationship, and EC 50 is the drug concentration<br />

at which the drug effect is 50% of the maximum effect E max.

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