Information tools for exploratory data analysis in population pharmacokinetics.
For a group of individuals, population pharmacokinetic studies describe the interindividual variability through a statistical distribution. These studies conducted during the drug development serve as a useful marker of the safety of the drug, provide information that might be decisive for future experiments and, in a clinical context, help establish guidelines for optimal use in each patient. As complementary tools to the existing statistical and graphical techniques for population pharmacokinetic data analysis, indexes derived from information theory were used to select the most appropriate modelfor the statistical distribution, to detect atypical individuals, and to screen influential covariates. The rationale for using these indexes is shown using simulated and real data.
Petricoul
O
O
UPRES EA-3286, Faculty of Pharmacy, Marseille, France.
Claret
L
L
Barbolosi
D
D
Iliadis
A
A
Puozzo
C
C
D006801:Humans; D007257:Information Theory; D008956:Models, Chemical; D015233:Models, Statistical; D010599:Pharmacokinetics; D012189:Retrospective Studies