Propagation of population pharmacokinetic information using a Bayesian approach: comparison with meta-analysis.

Abstract:

:We investigated the propagation of population pharmacokinetic information across clinical studies by applying Bayesian techniques. The aim was to summarize the population pharmacokinetic estimates of a study in appropriate statistical distributions in order to use them as Bayesian priors in consequent population pharmacokinetic analyses. Various data sets of simulated and real clinical data were fitted with WinBUGS, with and without informative priors. The posterior estimates of fittings with non-informative priors were used to build parametric informative priors and the whole procedure was carried on in a consecutive manner. The posterior distributions of the fittings with informative priors where compared to those of the meta-analysis fittings of the respective combinations of data sets. Good agreement was found, for the simulated and experimental datasets when the populations were exchangeable, with the posterior distribution from the fittings with the prior to be nearly identical to the ones estimated with meta-analysis. However, when populations were not exchangeble an alternative parametric form for the prior, the natural conjugate prior, had to be used in order to have consistent results. In conclusion, the results of a population pharmacokinetic analysis may be summarized in Bayesian prior distributions that can be used consecutively with other analyses. The procedure is an alternative to meta-analysis and gives comparable results. It has the advantage that it is faster than the meta-analysis, due to the large datasets used with the latter and can be performed when the data included in the prior are not actually available.

authors

Dokoumetzidis A,Aarons L

doi

10.1007/s10928-005-0048-9

keywords:

subject

Has Abstract

pub_date

2005-08-01 00:00:00

pages

401-18

issue

3-4

eissn

1567-567X

issn

1573-8744

journal_volume

32

pub_type

杂志文章
  • Mechanism-based pharmacokinetic-pharmacodynamic modeling of antimicrobial drug effects.

    abstract::Mathematical modeling of drug effects maximizes the information gained from an experiment, provides further insight into the mechanisms of drug effects, and allows for simulations in order to design studies or even to derive clinical treatment strategies. We reviewed modeling of antimicrobial drug effects and show tha...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,评审

    doi:10.1007/s10928-007-9069-x

    authors: Czock D,Keller F

    更新日期:2007-12-01 00:00:00

  • Benchmarking renin suppression and blood pressure reduction of direct renin inhibitor imarikiren through quantitative systems pharmacology modeling.

    abstract::Multiple classes of antihypertensive drugs inhibit components of the renin-angiotensin-aldosterone system (RAAS). The primary physiological effector of the RAAS is angiotensin II (AngII) bound to the AT1 receptor (AT1-bound AngII). There is a strong non-linear feedback from AT1-bound AngII on renin secretion. Since AT...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-018-9612-y

    authors: Gebremichael Y,Lahu G,Vakilynejad M,Hallow KM

    更新日期:2019-02-01 00:00:00

  • Survey of monoclonal antibody disposition in man utilizing a minimal physiologically-based pharmacokinetic model.

    abstract::Minimal physiologically based pharmacokinetic (mPBPK) models provide a simple and sensible approach that incorporates physiological elements into pharmacokinetic (PK) analysis when only plasma data are available. With this modeling concept, a second-generation mPBPK model was further developed with specific accommodat...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9374-0

    authors: Cao Y,Jusko WJ

    更新日期:2014-12-01 00:00:00

  • Robust population pharmacokinetic experiment design.

    abstract::The population approach to estimating mixed effects model parameters of interest in pharmacokinetic (PK) studies has been demonstrated to be an effective method in quantifying relevant population drug properties. The information available for each individual is usually sparse. As such, care should be taken to ensure t...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-005-2102-z

    authors: Dodds MG,Hooker AC,Vicini P

    更新日期:2005-02-01 00:00:00

  • Bayesian approach to investigate a two-state mixed model of COPD exacerbations.

    abstract::Chronic obstructive pulmonary disease (COPD) is a chronic obstructive disease of the airways. An exacerbation of COPD is defined as shortness of breath, cough, and sputum production. New therapies for COPD exacerbations are examined in clinical trials frequently based on the number of exacerbations that implies long-t...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-019-09643-6

    authors: Largajolli A,Beerahee M,Yang S

    更新日期:2019-08-01 00:00:00

  • Modeling cancer-immune responses to therapy.

    abstract::Cancer therapies that harness the actions of the immune response, such as targeted monoclonal antibody treatments and therapeutic vaccines, are relatively new and promising in the landscape of cancer treatment options. Mathematical modeling and simulation of immune-modifying therapies can help to offset the costs of d...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9386-9

    authors: dePillis LG,Eladdadi A,Radunskaya AE

    更新日期:2014-10-01 00:00:00

  • A reduction in between subject variability is not mandatory for selecting a new covariate.

    abstract::Population pharmacokinetic-pharmacodynamic analysis involves nonlinear hierarchical modelling where the mean response in a population and the variability in response from different sources are studied. It generally consists of two model hierarchies: a model for residual error and a model for heterogeneity termed betwe...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-012-9256-2

    authors: Lagishetty CV,Vajjah P,Duffull SB

    更新日期:2012-08-01 00:00:00

  • Population in vitro-in vivo pharmacokinetic model of first-pass metabolism: itraconazole and hydroxy-itraconazole.

    abstract::The aim of this study was to develop a population in vitro-in vivo pharmacokinetic model that simultaneously describe the absorption and accumulation kinetics of itraconazole (ICZ) and hydroxy-itraconazole (HICZ) in healthy subjects. The model integrated meta-models of gastrointestinal pH and gastrointestinal transit ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-017-9555-8

    authors: Abuhelwa AY,Mudge S,Upton RN,Foster DJR

    更新日期:2018-04-01 00:00:00

  • A tutorial on model informed approaches to cardiovascular safety with focus on cardiac repolarisation.

    abstract::Drugs can affect the cardiovascular (CV) system either as an intended treatment or as an unwanted side effect. In both cases, drug-induced cardiotoxicities such as arrhythmia and unfavourable hemodynamic effects can occur, and be described using mathematical models; such a model informed approach can provide valuable ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-018-9589-6

    authors: Cheung SYA,Parkinson J,Wählby-Hamrén U,Dota CD,Kragh ÅM,Bergenholm L,Vik T,Collins T,Arfvidsson C,Pollard CE,Tomkinson HK,Hamrén B

    更新日期:2018-06-01 00:00:00

  • Evaluation of mixture modeling with count data using NONMEM.

    abstract::Mixture modeling within the context of pharmacokinetic (PK)/pharmacodynamic (PD) mixed effects modeling is a useful tool to explore a population for the presence of two or more subpopulations, not explained by evaluated covariates. At present, statistical tests for the existence of mixed populations have not been deve...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1025564409649

    authors: Frame B,Miller R,Lalonde RL

    更新日期:2003-06-01 00:00:00

  • Age-structured population model of cell survival.

    abstract::Age-structured cell population model was introduced to describe cell survival. The impact of the environment on the cell population is represented by drug plasma concentration. A key model variable is the hazard of cell removal that is a subject to the environment effect. The model is capable of describing cohort and ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-017-9520-6

    authors: Krzyzanski W,Wiczling P,Gebre A

    更新日期:2017-08-01 00:00:00

  • Impact of aminophylline on the pharmacodynamics of propofol in beagle dogs.

    abstract::This study aimed to characterize pharmacodynamic interaction between propofol and aminophylline. Nine beagle dogs were randomly allocated at the propofol rates of 0.75 (group A), 1.00 (group B), and 1.25 (group C) mg/kg/min. During period 1, propofol only was infused, while during period 2, aminophylline only, at the ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9377-x

    authors: Lee SH,Kang HJ,Jin SJ,Park DY,Choi YJ,Choi BM,Lee EK,Noh GJ

    更新日期:2014-12-01 00:00:00

  • Inherent correlation between dose and clearance in therapeutic drug monitoring settings: possible misinterpretation in population pharmacokinetic analyses.

    abstract::During the course of therapeutic drug monitoring (TDM), doses are adjusted to attain a target concentration range and a correlation between clearance (CL) and dose is introduced. In population pharmacokinetic analyses of such TDM data, CL has frequently been modeled as a function of dose. This paper demonstrates by si...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-005-0083-6

    authors: Ahn JE,Birnbaum AK,Brundage RC

    更新日期:2005-12-01 00:00:00

  • Pharmacodynamic analysis of changes in reticulocyte subtype distribution in phlebotomy-induced stress erythropoiesis.

    abstract::Changes in the reticulocyte subtype distribution (high, medium and low reticulocytes count (HR, MR, LR)) measured by flow cytometry following phlebotomy-induced stress erythropoiesis (abruptly dropping hemoglobin to 3-4 g/dl over 4-5 hr) and the pharmacodynamic (PD) relationship to the stimulated erythropoietin (EPO) ...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-005-0009-3

    authors: Al-Huniti NH,Widness JA,Schmidt RL,Veng-Pedersen P

    更新日期:2005-08-01 00:00:00

  • Population pharmacokinetics of intravenous acetaminophen and its metabolites in major surgical patients.

    abstract::Intravenous acetaminophen is a commonly used analgesic following surgery. The aims of this study were to determine the population pharmacokinetic profile of intravenous acetaminophen and its metabolites in adult surgical patients and to identify patient characteristics associated with acetaminophen metabolism in the p...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-014-9358-0

    authors: Owens KH,Murphy PG,Medlicott NJ,Kennedy J,Zacharias M,Curran N,Sreebhavan S,Thompson-Fawcett M,Reith DM

    更新日期:2014-06-01 00:00:00

  • Analysis of PK/PD risk factors for development of type 2 diabetes in high risk population using Bayesian analysis of glucose-insulin kinetics.

    abstract::This study was designed to investigate the pharmacokinetics/pharmacodynamics (PK/PD) risk factors preceding the onset of type 2 diabetes using a population-based Bayesian nonlinear hierarchical model to describe the glucose-insulin kinetics. One hundred fifty-two healthy subjects with a family history of type 2 diabet...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-009-9130-z

    authors: Lin CW,Veng-Pedersen P

    更新日期:2009-10-01 00:00:00

  • Evaluation of performance of distributed delay model for chemotherapy-induced myelosuppression.

    abstract::The distributed delay model has been introduced that replaces the transit compartments in the classic model of chemotherapy-induced myelosuppression with a convolution integral. The maturation of granulocyte precursors in the bone marrow is described by the gamma probability density function with the shape parameter (...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-018-9575-z

    authors: Krzyzanski W,Hu S,Dunlavey M

    更新日期:2018-04-01 00:00:00

  • A non-linear mixed effect dynamic model incorporating prior exposure and adherence to treatment to describe long-term therapy outcome in HIV-patients.

    abstract::Long term therapy with antiretroviral agents in HIV-infected patients often result in failure to suppress the virus load. Imperfect adherence to prescribed antiviral drugs is an important factor explaining the resurgence of virus. A better understanding of the factors responsible for the virological failure is importa...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-006-9022-4

    authors: Labbé L,Verotta D

    更新日期:2006-08-01 00:00:00

  • Population pharmacokinetic and pharmacodynamic model of propofol externally validated in children.

    abstract::There have been no pharmacokinetic parameters and blood-brain equilibration rate constant (k e0) of propofol obtained in a single population of children, by which propofol can be administered using a target effect-site concentration controlled infusion. Thirty-nine, American Society of Anesthesiologists Physical Statu...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-015-9408-2

    authors: Choi BM,Lee HG,Byon HJ,Lee SH,Lee EK,Kim HS,Noh GJ

    更新日期:2015-04-01 00:00:00

  • Reversible jump Markov chain Monte Carlo for deconvolution.

    abstract::To solve the problem of estimating an unknown input function to a linear time invariant system we propose an adaptive non-parametric method based on reversible jump Markov chain Monte Carlo (RJMCMC). We use piecewise polynomial functions (splines) to represent the input function. The RJMCMC algorithm allows the explor...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-006-9045-x

    authors: Kang D,Verotta D

    更新日期:2007-06-01 00:00:00

  • Modeling nicotine arterial-venous differences to predict arterial concentrations and input based on venous measurements: application to smokeless tobacco and nicotine gum.

    abstract::Significant arterio-venous differences in nicotine concentrations have been observed during and after cigarette smoking, nicotine nasal spray, and intravenous nicotine administration. In this paper we describe a novel mathematical method for estimating arterial blood levels from venous blood level data. The model allo...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1020957208071

    authors: Pitsiu M,Gries JM,Benowitz N,Gourlay SG,Verotta D

    更新日期:2002-08-01 00:00:00

  • A compartmental model of hepatic disposition kinetics: 1. Model development and application to linear kinetics.

    abstract::The conventional convection-dispersion model is widely used to interrelate hepatic availability (F) and clearance (Cl) with the morphology and physiology of the liver and to predict effects such as changes in liver bloodflow on F and Cl. The extension of this model to include nonlinear kinetics and zonal heterogeneity...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1019703607647

    authors: Anissimov YG,Roberts MS

    更新日期:2002-04-01 00:00:00

  • Evaluation of bootstrap methods for estimating uncertainty of parameters in nonlinear mixed-effects models: a simulation study in population pharmacokinetics.

    abstract::Bootstrap methods are used in many disciplines to estimate the uncertainty of parameters, including multi-level or linear mixed-effects models. Residual-based bootstrap methods which resample both random effects and residuals are an alternative approach to case bootstrap, which resamples the individuals. Most PKPD app...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-013-9343-z

    authors: Thai HT,Mentré F,Holford NH,Veyrat-Follet C,Comets E

    更新日期:2014-02-01 00:00:00

  • Modelling overdispersion and Markovian features in count data.

    abstract::The number of counts (events) per unit of time is a discrete response variable that is generally analyzed with the Poisson distribution (PS) model. The PS model makes two assumptions: the mean number of counts (lambda) is assumed equal to the variance, and counts occurring in non-overlapping intervals are assumed inde...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章,多中心研究,随机对照试验

    doi:10.1007/s10928-009-9131-y

    authors: Trocóniz IF,Plan EL,Miller R,Karlsson MO

    更新日期:2009-10-01 00:00:00

  • Physiologically based synthetic models of hepatic disposition.

    abstract::Current physiologically based pharmacokinetic (PBPK) models are inductive. We present an additional, different approach that is based on the synthetic rather than the inductive approach to modeling and simulation. It relies on object-oriented programming. A model of the referent system in its experimental context is s...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-006-9031-3

    authors: Hunt CA,Ropella GE,Yan L,Hung DY,Roberts MS

    更新日期:2006-12-01 00:00:00

  • Use of translational modeling and simulation for quantitative comparison of PF-06804103, a new generation HER2 ADC, with Trastuzumab-DM1.

    abstract::A modeling and simulation approach was used for quantitative comparison of a new generation HER2 antibody drug conjugate (ADC, PF-06804103) with trastuzumab-DM1 (T-DM1). To compare preclinical efficacy, the pharmacokinetic (PK)/pharmacodynamic (PD) relationship of PF-06804103 and T-DM1 was determined across a range of...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-020-09702-3

    authors: Betts A,Clark T,Jasper P,Tolsma J,van der Graaf PH,Graziani EI,Rosfjord E,Sung M,Ma D,Barletta F

    更新日期:2020-10-01 00:00:00

  • A model of fracture risk used to examine the link between bone mineral density and the impact of different therapeutic mechanisms on fracture outcomes in patients with osteoporosis.

    abstract::A hazard model of fracture was developed using individual patient data (IPD) from the NHANES (2005-2008) database and summary-level data from an aggregate dataset (AD). The AD was built by performing a comprehensive and systematic literature search of clinical studies published from 1995 to 2015, recording fracture ra...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-017-9551-z

    authors: Eudy-Byrne RJ,Gillespie W,Riggs MM,Gastonguay MR

    更新日期:2017-12-01 00:00:00

  • Predicting the F(ab)-mediated effect of monoclonal antibodies in vivo by combining cell-level kinetic and pharmacokinetic modelling.

    abstract::Cell-level kinetic models for therapeutically relevant processes increasingly benefit the early stages of drug development. Later stages of the drug development processes, however, rely on pharmacokinetic compartment models while cell-level dynamics are typically neglected. We here present a systematic approach to int...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1007/s10928-012-9243-7

    authors: Krippendorff BF,Oyarzún DA,Huisinga W

    更新日期:2012-04-01 00:00:00

  • Population pharmacokinetic-pharmacodynamic modeling of filgrastim (r-metHuG-CSF) in healthy volunteers.

    abstract::The pharmacokinetic-pharmacodynamic (PK-PD) relationship of the granulopoietic effects of Filgrastim in healthy volunteers was characterized via a population approach. Healthy male volunteers were enrolled into a four-way crossover clinical trial. Subjects received four single doses of Filgrastim (375 and 750 microgra...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1011534529622

    authors: Wang B,Ludden TM,Cheung EN,Schwab GG,Roskos LK

    更新日期:2001-08-01 00:00:00

  • Is mixed effects modeling or naïve pooled data analysis preferred for the interpretation of single sample per subject toxicokinetic data?

    abstract::The purpose of this study was to evaluate whether mixed effects modeling (MEM) performs better than either noncompartmental or compartmental naïve pooled data (NPD) analysis for the interpretation of single sample per subject pharmacokinetic (PK) data. Using PK parameters determined during a toxicokinetic study in rat...

    journal_title:Journal of pharmacokinetics and pharmacodynamics

    pub_type: 杂志文章

    doi:10.1023/a:1011507100493

    authors: Hing JP,Woolfrey SG,Greenslade D,Wright PM

    更新日期:2001-04-01 00:00:00