Simultaneous Ivabradine Parent-Metabolite PBPK/PD Modelling Using a Bayesian Estimation Method

AAPS J. 2020 Oct 8;22(6):129. doi: 10.1208/s12248-020-00502-8.

Abstract

Ivabradine and its metabolite both demonstrate heart rate-reducing effect (If current inhibitors) and undergo CYP3A4 metabolism. The purpose of this study was to develop a joint parent-metabolite physiologically based pharmacokinetic (PBPK)/pharmacodynamic (PD) model to predict the PK and PD of ivabradine and its metabolite following intravenous (i.v.) or oral administration (alone or co-administered with CYP3A4 inhibitors). Firstly, a parent-metabolite disposition model was developed and optimised using individual plasma concentration-time data following i.v. administration of ivabradine or metabolite within a Bayesian framework. Secondly, the model was extended and combined with a mechanistic intestinal model to account for oral absorption and drug-drug interactions (DDIs) with CYP3A4 inhibitors (ketoconazole, grapefruit juice). Lastly, a PD model was linked to the PBPK model to relate parent and metabolite PK to heart rate (HR) reduction. The disposition model described successfully parent-metabolite PK following i.v. administration. Following integration of a gut model, the PBPK model adequately predicted plasma concentration profiles and the DDI risk (92% and 85% of predicted AUC+inhibitor/AUCcontrol and Cmax+inhibitor/Cmaxcontrol for ivabradine and metabolite within the prediction limits). Ivabradine-metabolite PBPK model was linked to PD by using the simulated unbound parent-metabolite concentrations in the heart. This approach successfully predicted the effects of both entities on HR (observed vs predicted - 7.7/- 5.9 bpm and - 15.8/- 14.0 bpm, control and ketoconazole group, respectively). This study provides a framework for PBPK/PD modelling of a parent-metabolite and can be scaled to other populations or used for investigation of untested scenarios (e.g. evaluation of DDI risk in special populations).

Keywords: Bayesian analysis; drug-drug interactions; ivabradine; parent-metabolite; physiologically based pharmacokinetic modelling.

Publication types

  • Clinical Trial, Phase I
  • Randomized Controlled Trial
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Administration, Intravenous
  • Administration, Oral
  • Adult
  • Area Under Curve
  • Bayes Theorem
  • Cardiovascular Agents / administration & dosage
  • Cardiovascular Agents / pharmacokinetics*
  • Computer Simulation
  • Cytochrome P-450 CYP3A / metabolism*
  • Cytochrome P-450 CYP3A Inhibitors / administration & dosage
  • Cytochrome P-450 CYP3A Inhibitors / pharmacokinetics*
  • Drug Interactions
  • Enterocytes
  • Female
  • Fruit and Vegetable Juices / adverse effects
  • Healthy Volunteers
  • Heart Rate / drug effects
  • Humans
  • Intestinal Absorption / physiology
  • Ivabradine / administration & dosage
  • Ivabradine / pharmacokinetics*
  • Ketoconazole / administration & dosage
  • Ketoconazole / pharmacokinetics
  • Male
  • Models, Biological*
  • Tissue Distribution

Substances

  • Cardiovascular Agents
  • Cytochrome P-450 CYP3A Inhibitors
  • Ivabradine
  • Cytochrome P-450 CYP3A
  • CYP3A4 protein, human
  • Ketoconazole