Evaluating pharmacokinetic/pharmacodynamic models using the posterior predictive check

Y Yano, SL Beal, LB Sheiner - Journal of pharmacokinetics and …, 2001 - Springer
The posterior predictive check (PPC) is a model evaluation tool. It assigns a value (p PPC) to
the probability that the value of a given statistic computed from data arising under an …

Simultaneous modeling of pharmacokinetics and pharmacodynamics with nonparametric kinetic and dynamic models

JD Unadkat, F Bartha… - Clinical Pharmacology & …, 1986 - Wiley Online Library
Three models, linked in series, can be used to analyze combined pharmacokinetic (PK) and
pharmacodynamic (PD) data arising from non—steady‐state experiments. A PK model …

Evaluation of different tests based on observations for external model evaluation of population analyses

K Brendel, E Comets, C Laffont, F Mentré - Journal of pharmacokinetics …, 2010 - Springer
To evaluate by simulation the statistical properties of normalized prediction distribution
errors (NPDE), prediction discrepancies (pd), standardized prediction errors (SPE) …

Extensions to the visual predictive check to facilitate model performance evaluation

TM Post, JI Freijer, BA Ploeger, M Danhof - Journal of pharmacokinetics …, 2008 - Springer
Abstract The Visual Predictive Check (VPC) is a valuable and supportive instrument for
evaluating model performance. However in its most commonly applied form, the method …

Simultaneous modeling of pharmacokinetics and pharmacodynamics with a nonparametric pharmacodynamic model

E Fuseau, LB Sheiner - Clinical Pharmacology & Therapeutics, 1984 - Wiley Online Library
We describe a variation on an approach to simultaneous modeling of pharmacokinetics (PK)
and pharmacodynamics (PD). Both approaches model the often‐observed time lag between …

Use of prior information to stabilize a population data analysis

PO Gisleskog, MO Karlsson, SL Beal - Journal of pharmacokinetics and …, 2002 - Springer
When modeling new data with a complex population pharmacokinetic/pharmacodynamic
model, there may not be sufficient information to obtain estimates of all parameters. In this …

[PDF][PDF] Do you need a pharmacokinetic model, and, if so, which one?

JG Wagner - 1975 - deepblue.lib.umich.edu
My theses are (a) most of the time we cannot determine which specific model applies to one
or more sets of data, but only which class of model applies;(b) when linear pharmacokinetics …

Standardized visual predictive check versus visual predictive check for model evaluation

DD Wang, S Zhang - The Journal of Clinical Pharmacology, 2012 - Wiley Online Library
The visual predictive check (VPC) is a commonly used approach in model evaluation.
However, it may not be feasible to conduct a VPC, or the results of a VPC could be …

Simultaneous vs. sequential analysis for population PK/PD data I: best-case performance

L Zhang, SL Beal, LB Sheiner - Journal of pharmacokinetics and …, 2003 - Springer
Abstract Dose [-concentration]-effect relationships can be obtained by fitting a predictive
pharmacokinetic (PK)-pharmacodynamic (PD) model to both concentration and effect …

Building population pharmacokineticpharmacodynamic models. I. Models for covariate effects

JW Mandema, D Verotta, LB Sheiner - Journal of pharmacokinetics and …, 1992 - Springer
One major task in clinical pharmacology is to determine the pharmacokinetic-
pharmacodynamic (PK-PD) parameters of a drug in a patient population. NONMEM is a …