Literature DB >> 27431876

Variability and singularity arising from poor compliance in a pharmacokinetic model II: the multi-oral case.

Lisandro J Fermín1, Jacques Lévy-Véhel2.   

Abstract

We propose a stochastic model for the drug concentration in the case of multiple oral doses and in a situation of poor patient adherence. Our model is able to take into account an irregular drug intake schedule. This article is the second in a series of three. It presents a multi-oral version of the results given in Lévy-Véhel and Lévy-Véhel (J Pharmacokinet Pharmacodyn 40(1):15-39, 2013), that dealt with the multi-IV bolus case. Under the assumption that the irregular dosing schedule follows a Poisson law, we study features of the drug concentration that have practical implications, such as its variability and the regularity of its cumulative probability distribution, which describes its predictive power with respect to the mean behaviour. We consider four variants: continuous-time, with either deterministic or random doses, and discrete-time, also with either deterministic or random doses. Our computations allow one to assess in a precise way the effect of various significant parameters such as the mean rate of intake, the elimination rate, the absorption rate and the mean dose. They quantify how much poor adherence will affect the efficacy of therapy. To appreciate this impact, we provide detailed comparisons with the variability of concentration in two reference situations: a fully adherent patient and a population of fully adherent patients with log-normally distributed pharmacokinetic parameters. Besides, the discrete-time versions of our models reveal unexpected links with objects which have been studied in the mathematical literature under the name of infinite Bernoulli convolutions (Erdós, Am J Math 61:974-975, 1939). This allows us to quantify the fact that, when the random dosing schedule is too sparse, the concentration behaves in a very erratic way. Our results complement the ones in Lévy-Véhel and Lévy-Véhel (J Pharmacokinet Pharmacodyn 40(1):15-39, 2013) and help understanding the consequences of poor adherence. They may have practical outcomes in terms of drug dosing and scheduling.

Entities:  

Keywords:  Compliance; Drug dosing interval; Irregularity; Multiple doses; Pharmacokinetic; Variability

Mesh:

Year:  2016        PMID: 27431876     DOI: 10.1007/s00285-016-1041-1

Source DB:  PubMed          Journal:  J Math Biol        ISSN: 0303-6812            Impact factor:   2.259


  8 in total

1.  Population pharmacokinetics of imatinib and the role of alpha-acid glycoprotein.

Authors:  N Widmer; L A Decosterd; C Csajka; S Leyvraz; M A Duchosal; A Rosselet; B Rochat; C B Eap; H Henry; J Biollaz; T Buclin
Journal:  Br J Clin Pharmacol       Date:  2006-07       Impact factor: 4.335

2.  A pharmacokinetic formalism explicitly integrating the patient drug compliance.

Authors:  Jun Li; Fahima Nekka
Journal:  J Pharmacokinet Pharmacodyn       Date:  2006-10-12       Impact factor: 2.745

3.  A probabilistic approach for the evaluation of pharmacological effect induced by patient irregular drug intake.

Authors:  Jun Li; Fahima Nekka
Journal:  J Pharmacokinet Pharmacodyn       Date:  2009-06-25       Impact factor: 2.745

4.  Estimation of population characteristics of pharmacokinetic parameters from routine clinical data.

Authors:  L B Sheiner; B Rosenberg; V V Marathe
Journal:  J Pharmacokinet Biopharm       Date:  1977-10

5.  Compliance spectrum as a drug fingerprint of drug intake and drug disposition.

Authors:  Olivier Barrière; Jun Li; Fahima Nekka
Journal:  J Pharmacokinet Pharmacodyn       Date:  2012-12-19       Impact factor: 2.745

6.  A Bayesian approach for the estimation of patient compliance based on the last sampling information.

Authors:  Olivier Barrière; Jun Li; Fahima Nekka
Journal:  J Pharmacokinet Pharmacodyn       Date:  2011-03-29       Impact factor: 2.745

7.  A population pharmacokinetic model for the complex systemic absorption of ropivacaine after femoral nerve block in patients undergoing knee surgery.

Authors:  François Gaudreault; Pierre Drolet; Michel Fallaha; France Varin
Journal:  J Pharmacokinet Pharmacodyn       Date:  2012-09-30       Impact factor: 2.745

8.  Variability and singularity arising from poor compliance in a pharmacokinetic model I: the multi-IV case.

Authors:  Pierre-Emmanuel Lévy Véhel; Jacques Lévy Véhel
Journal:  J Pharmacokinet Pharmacodyn       Date:  2012-12-30       Impact factor: 2.745

  8 in total
  3 in total

1.  A pharmacokinetic and pharmacodynamic analysis of drug forgiveness.

Authors:  Noel P McAllister; Sean D Lawley
Journal:  J Pharmacokinet Pharmacodyn       Date:  2022-02-13       Impact factor: 2.745

2.  Variability and singularity arising from a Piecewise-Deterministic Markov Process applied to model poor patient compliance in the multi-IV case.

Authors:  Lisandro J Fermín; Jacques Lévy-Véhel
Journal:  J Appl Stat       Date:  2020-01-07       Impact factor: 1.416

3.  What should patients do if they miss a dose of medication? A theoretical approach.

Authors:  Elijah D Counterman; Sean D Lawley
Journal:  J Pharmacokinet Pharmacodyn       Date:  2021-09-10       Impact factor: 2.745

  3 in total

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