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Optimal Sampling

Graphical Approach

One Compartment - IV Bolus

Let's start with the one compartment pharmacokinetic model after an intravenous (IV) bolus. The equation concentration versus time is given by Equation 21.2.1.

Cp versus Time - One compartment IV Bolus

Equation 21.2.1 Concentration versus Time - One Compartment IV Bolus

The question is: What are the best times to sample for kel and V.

Using the graphical approach the steps are:

Starting with the concentration versus time curve, Figure 21.2.1.

Cp versus Time

Figure 21.2.1 Concentration versus Time after IV Bolus Administration

Now vary the value of kel higher and lower while holding V constant and repeat the calculation as seen in Figure 21.2.2.

Cp versus Time

Figure 21.2.2 Concentration versus Time after an IV Bolus with three values of kel

Notice the values of Cp are close to equal early in the plot and at the end, near 24 hours. The next step is to calculate the difference between the upper and lower curves, dividing the differences by the difference in kel. Note this difference is greater towards the middle, maybe left of middle in Figure 21.2.2. The following plot represents ΔCp/Δkel versus time. The time of maximum ratio is indicated at time five hours. Here kel was 0.2 hr-1.

ΔCp/Δkel versus Time

Figure 21.2.3 ΔCp/Δkel versus Time

Now we can do the same thing for V, the apparent volume of distribution. Plotting concentration versus time with values of V above and below the expected value of 15 L gives the concentrations in Figure 21.2.4.

Concentration versus Time after an IV Bolus with three values of V

Figure 21.2.4 Concentration versus Time after an IV Bolus with three values of V

Notice the biggest difference between concentration values is near zero time. Figure 21.2.5 confirms this observation.

ΔCp/ΔV versus Time

Figure 21.2.5 ΔCp/ΔV versus Time

This indicates that the best time to sample for V is close to time zero. That is, as early as possible in the sampling schedule.

This approach can be used for any parameter of a pharmacokinetic model with know or expected values for the parameters.

One Compartment - Oral

Another example might be to determine the best times to sample for three parameters on the one compartment model after oral administration, i.e. kel, ka and V. The equation concentration versus time is given by Equation 21.2.1.

Cp versus Time - One compartment Oral Administration

Equation 21.2.2 Concentration versus Time - One Compartment Oral

For this model the question is: What are the best times to sample for kel, ka and V.

Using the method described above, the steps are:

Best Sample Time for kel

Starting with the concentration versus time curve, Figure 21.2.6.

Cp versus Time

Figure 21.2.6 Concentration versus Time after Oral Administration

Now vary the value of kel higher and lower while holding ka and V constant and repeat the calculation as seen in Figure 21.2.7.

Cp versus Time

Figure 21.2.7 Concentration versus Time after Oral Administration with three values of kel

The biggest difference between concentration values is after the peak, around six hours. Figure 21.2.8.

ΔCp/Δkel versus Time

Figure 21.2.8 ΔCp/Δkel versus Time

This indicates that the best time to sample for kel is approximately 5.8 hr.

Now we can do the same thing for ka, the first order absorption rate constant. Plotting concentration versus time with values of ka above and below the expected value of 1.5 hr-1 gives the concentrations in Figure 21.2.9.

Concentration versus Time after Oral Administration with three values of ka

Figure 21.2.9 Concentration versus Time after Oral Administration with three values of ka

Notice the biggest difference between concentration values is near the peak concentration. Figure 21.2.10 confirms this observation.

ΔCp/Δka versus Time

Figure 21.2.10 ΔCp/Δka versus Time

This indicates that the best time to sample for ka is early, approximately 0.6 hour.

Finally we can do the same thing for V. Plotting concentration versus time with values of V above and below the expected value of 15 L gives the concentrations in Figure 21.2.11.

Concentration versus Time after Oral Administration with three values of V

Figure 21.2.11 Concentration versus Time after Oral Administration with three values of ka

Notice the biggest difference between concentration values is near the peak concentration. Figure 21.2.12 confirms this observation.

ΔCp/ΔV versus Time

Figure 21.2.12 ΔCp/ΔV versus Time

This indicates that the best time to sample for V is near the peak concentration, approximately 1.6 hour.

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