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GSK-Taiwan PK-PD workshop: Pharmacodynamics

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Asian <strong>PK</strong>/<strong>PD</strong> Educational Workshop<br />

The general concept of<br />

pharmacodynamics<br />

• modeling the antibacterial<br />

effects<br />

• relations <strong>PK</strong> / <strong>PD</strong><br />

This part uses material from presentations of H. Derendorf (Gainesville, Fla.)<br />

made at the 2001 and 2001 ISAP Educational Workshops<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-1


What is pharmacodynamics <br />

What the drug does to the body ...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-2


Pharmacokinetics<br />

<strong>Pharmacodynamics</strong><br />

Concentration at<br />

the site of<br />

infection<br />

Therapeutic<br />

effects<br />

Dosage<br />

Serum concentration<br />

varying<br />

over time<br />

Concentration in<br />

non-target<br />

tissues<br />

Toxic<br />

effects<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-3


Pharmacokinetics - <strong>Pharmacodynamics</strong><br />

0.4<br />

Pharmacokinetics<br />

conc. vs time<br />

<strong>Pharmacodynamics</strong><br />

conc. vs effect<br />

Conc.<br />

Effect<br />

0.0<br />

0 25<br />

Time<br />

Conc. (log)<br />

10-3<br />

Effect<br />

1<br />

<strong>PK</strong>/<strong>PD</strong><br />

effect vs time<br />

0<br />

0<br />

Time<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-4


Pharmacoynamics : what is the end-point <br />

Effect<br />

<strong>Pharmacodynamics</strong><br />

conc. vs effect<br />

Conc. (log)<br />

10-3<br />

1. therapeutical result<br />

• clinical ...<br />

• laboratory ...<br />

2. Biomarker<br />

Drug- or disease-induced<br />

measurable physiological,<br />

pathophysiological or<br />

biochemical change<br />

3. Surrogate end-point<br />

Biomarker that has predictive<br />

value for therapeutic outcome<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-5


<strong>Pharmacodynamics</strong> : which are the models <br />

The yes / no model<br />

effect<br />

concentration<br />

• sharp threshold<br />

• maximal effect immediately<br />

observed<br />

This is the model assumed by<br />

• the sensitivity breakpoints<br />

approach !!<br />

• the cured / non-cured clinical<br />

endpoint !!<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-6


<strong>Pharmacodynamics</strong> : which are the models <br />

The linear model<br />

effect<br />

concentration<br />

• continuouly increasing<br />

effect<br />

• effect matches dosing<br />

This is the model assumed by<br />

the "higher dosing in severe<br />

infections" approach<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-7


<strong>Pharmacodynamics</strong> : which are the models <br />

effect<br />

The yes / no and the linear<br />

models are almost never<br />

observed in true phamacological<br />

responses !!<br />

concentration<br />

Drugs (includig antibiotics) act<br />

indeed by binding to their<br />

targets,<br />

effect<br />

and this binding is saturable ...<br />

concentration<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-8


The E-max model ...<br />

• Drug concentration<br />

increases at low initial<br />

values seem more effective<br />

than at large initial values<br />

• There is a maximal effect<br />

corresponding to maximal<br />

receptor / target site<br />

occupancy<br />

EC 50<br />

This is the classical model<br />

used for non-antiinfective<br />

drugs...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-9


The conventional E-max model is inadequate…<br />

It ignores<br />

• the threshold in effect seen<br />

when passing across the MIC<br />

• the fact that antibiotics may be<br />

• bacteriostatic, or<br />

• bactericidal<br />

• the influence of time ...<br />

EC 50<br />

But, this model is useful to obtain a first description<br />

of dose-response effects … if appropriate corrections<br />

are introduced<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-10


Mathematical representations of the E-max model<br />

ln EC 50 - 2<br />

EC 50<br />

Arithmetic abcissa<br />

Logarithmic abcissa<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-11


Why a logarithmic abcissa ...<br />

E max<br />

MaximaI<br />

intensity of<br />

the response<br />

E 50%<br />

ln EC 50 - 2<br />

E<br />

<br />

E<br />

EC<br />

max<br />

n<br />

50<br />

C<br />

C<br />

n<br />

n<br />

Logarithmic abcissa<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-12


The E-max model may be used to incorporate<br />

the yes/no and the linear models within limits...<br />

steep<br />

The "shape factor"<br />

describes the steepness<br />

of the response ...<br />

pseudolinear<br />

E<br />

<br />

E<br />

EC<br />

max<br />

n<br />

50<br />

C<br />

C<br />

n<br />

n<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-13


First points to consider in pharmacodynamic<br />

modeling of antibiotic response<br />

• Emax<br />

• steepness<br />

• point of initial<br />

response<br />

This is a description at a FIXED time only ...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-14


What means E-max (at a given time point) <br />

absolute antibactrerial effect<br />

(killing in arbitrary units)<br />

Highly bactericidal<br />

• fluoroquinolones<br />

• aminoglycosides<br />

Poorly bactericidal<br />

• vancomycin<br />

• macrolides<br />

• tetracyclines<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-15


What does steepnes mean<br />

relative antibacterial effect<br />

(% of maximal)<br />

Highly concentrationdependent<br />

AB (as from MIC)<br />

• fluoroquinolones<br />

• aminoglycosides<br />

• oritavancin<br />

Poorly concentrationdependent<br />

AB<br />

once above threshold (=MIC)<br />

• -lactams<br />

• vancomycin<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-16


<strong>Pharmacodynamics</strong> : influence of time ...<br />

All antibiotics are dependent on time...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-17


<strong>Pharmacodynamics</strong> : influence of time ...<br />

But time is relatively unimportant for<br />

highly concentration-dependent drugs<br />

A 3 log reduction will be achieved in 4h, 2h or less<br />

depending on concentration...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-18


<strong>Pharmacodynamics</strong> : influence of time ...<br />

Whereas time becomes the CRITICAL<br />

parameter for antibiotics with low<br />

concentration dependency<br />

1 log<br />

2 logs<br />

3 logs<br />

You always need more than 8h to achive a 3 logs kill<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-19


Time-dependent antibiotics with shott half-lifes<br />

are ineffective if not administered frequently<br />

CFU/mL<br />

10 14<br />

10 13<br />

10 12<br />

10 11<br />

10 10<br />

10 9<br />

10 8<br />

10 7<br />

10 6<br />

10 5<br />

10 4<br />

10 3<br />

10 2<br />

10 1<br />

10 0<br />

0 2 4 6 8 10<br />

Time (h)<br />

control<br />

2g<br />

4g<br />

8g<br />

Piperacillin<br />

modeling as<br />

one single<br />

injection<br />

Limits of time during which<br />

the AB concentr. remains<br />

effective for the dose<br />

considered (2 g, 4 g, 8 g)<br />

...<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-20


Low doses of poorly-concentration dependent<br />

antibiotics require frequent administration<br />

Piperacillin modeled for a Cmax of 50 mg/L<br />

CFU/mL<br />

10 11<br />

10 10<br />

50µg/mL q24h<br />

10 9<br />

10 8<br />

10 7<br />

10 6<br />

10 5<br />

10 4<br />

10 3<br />

10 2<br />

0 5 10 15 20 25<br />

Time (h)<br />

CFU/mL<br />

10 11<br />

10 10<br />

50µg/mL q8h<br />

10 9<br />

10 8<br />

10 7<br />

10 6<br />

10 5<br />

10 4<br />

10 3<br />

10 2<br />

0 5 10 15 20 25<br />

Time (h)<br />

CFU/mL<br />

10 11<br />

10 10<br />

50µg/mL q4h<br />

10 9<br />

10 8<br />

10 7<br />

10 6<br />

10 5<br />

10 4<br />

10 3<br />

10 2<br />

0 5 10 15 20 25<br />

Time (h)<br />

once-a-day q 8h q 4h<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-21


This where we are now ...<br />

<strong>PK</strong><br />

<strong>PD</strong><br />

Therapeutic<br />

effects<br />

Dosing<br />

• C max<br />

• AUC<br />

• half-life<br />

• E max<br />

• concentration<br />

• time<br />

Toxic<br />

effects<br />

<strong>GSK</strong> Asian <strong>PK</strong>/<strong>PD</strong> <strong>workshop</strong> -- Taipei, <strong>Taiwan</strong>, January 10th, | 5 - pharmacodynamics : general concepts<br />

1-22

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