Physiologically Based Pharmacokinetic Modeling to Predict Drug-Drug Interactions Involving Inhibitory Metabolite: A Case Study of Amiodarone

Evaluation of drug-drug interaction (DDI) involving circulating inhibitory metabolites of perpetrator drugs has recently drawn more attention from regulatory agencies and pharmaceutical companies. Here, using amiodarone (AMIO) as an example, we demonstrate the use of physiologically based pharmacokinetic (PBPK) modeling to assess how a potential inhibitory metabolite can contribute to clinically significant DDIs. Amiodarone was reported to increase the exposure of simvastatin, dextromethorphan, and warfarin by 1.2- to 2-fold, which was not expected based on its weak inhibition observed in vitro. The major circulating metabolite, mono-desethyl-amiodarone (MDEA), was later identified to have a more potent inhibitory effect. Using a combined “bottom-up” and “top-down” approach, a PBPK model was built to successfully simulate the pharmacokinetic profile of AMIO and MDEA, particularly their accumulation in plasma and liver after a long-term treatment. The clinical AMIO DDIs were predicted using the verified PBPK model with incorporation of cytochrome P450 inhibition from both AMIO and MDEA. The closest prediction was obtained for CYP3A (simvastatin) DDI when the competitive inhibition from both AMIO and MDEA was considered, for CYP2D6 (dextromethorphan) DDI when the competitive inhibition from AMIO and the competitive plus time-dependent inhibition from MDEA were incorporated, and for CYP2C9 (warfarin) DDI when the competitive plus time-dependent inhibition from AMIO and the competitive inhibition from MDEA were considered. The PBPK model with the ability to simulate DDI by considering dynamic change and accumulation of inhibitor (parent and metabolite) concentration in plasma and liver provides advantages in understanding the possible mechanism of clinical DDIs involving inhibitory metabolites.

[1]  H. Yamazaki,et al.  Inhibitory effects of amiodarone and its N-deethylated metabolite on human cytochrome P450 activities: prediction of in vivo drug interactions. , 2000, British journal of clinical pharmacology.

[2]  K. Nademanee,et al.  Amiodarone kinetics after oral doses , 1982, Clinical pharmacology and therapeutics.

[3]  Jennifer E Sager,et al.  Fluoxetine and norfluoxetine mediated complex drug-drug interactions: in vitro to in vivo correlation of effects on CYP2D6, CYP2C19 and CYP3A4 , 2014, Clinical pharmacology and therapeutics.

[4]  R H Levy,et al.  Are Circulating Metabolites Important in Drug–Drug Interactions?: Quantitative Analysis of Risk Prediction and Inhibitory Potency , 2011, Clinical pharmacology and therapeutics.

[5]  M. Anastasiou-Nana,et al.  Pharmacokinetics of amiodarone after intravenous and oral administration. , 1982, International journal of clinical pharmacology, therapy, and toxicology.

[6]  M. Rowland,et al.  Physiologically based pharmacokinetic modelling 2: predicting the tissue distribution of acids, very weak bases, neutrals and zwitterions. , 2006, Journal of pharmaceutical sciences.

[7]  R. Bruno,et al.  Amiodarone and desethylamiodarone elimination kinetics following withdrawal of long-term amiodarone maintenance therapy. , 1985, Biopharmaceutics & drug disposition.

[8]  A. Parkinson,et al.  An Evaluation of the Dilution Method for Identifying Metabolism-Dependent Inhibitors of Cytochrome P450 Enzymes , 2011, Drug Metabolism and Disposition.

[9]  J. Halladay,et al.  Metabolic stability screen for drug discovery using cassette analysis and column switching. , 2007, Drug metabolism letters.

[10]  H. Yamazaki,et al.  A significant role of human cytochrome P450 2C8 in amiodarone N-deethylation: an approach to predict the contribution with relative activity factor. , 2000, Drug metabolism and disposition: the biological fate of chemicals.

[11]  A. Kalgutkar,et al.  Drug Metabolites as Cytochrome P450 Inhibitors: A Retrospective Analysis and Proposed Algorithm for Evaluation of the Pharmacokinetic Interaction Potential of Metabolites in Drug Discovery and Development , 2013, Drug Metabolism and Disposition.

[12]  M. Lalloz,et al.  Binding of amiodarone by serum proteins and the effects of drugs, hormones and other interacting ligands , 1984, The Journal of pharmacy and pharmacology.

[13]  A. Troendle,et al.  Pharmacokinetics of amiodarone, desethylamiodarone and other iodine-containing amiodarone metabolites , 2004, European Journal of Clinical Pharmacology.

[14]  W. Trager,et al.  Interaction of amiodarone with racemic warfarin and its separated enantiomorphs in humans , 1987, Clinical pharmacology and therapeutics.

[15]  G. Tucker,et al.  Amiodarone pharmacokinetics. , 1983, American heart journal.

[16]  M. Jamei,et al.  A framework for assessing inter-individual variability in pharmacokinetics using virtual human populations and integrating general knowledge of physical chemistry, biology, anatomy, physiology and genetics: A tale of 'bottom-up' vs 'top-down' recognition of covariates. , 2009, Drug metabolism and pharmacokinetics.

[17]  A. Maggioni,et al.  Pharmacokinetics of Amiodarone in Man , 1982, Journal of cardiovascular pharmacology.

[18]  William J. Jusko,et al.  Applications of minimal physiologically-based pharmacokinetic models , 2012, Journal of Pharmacokinetics and Pharmacodynamics.

[19]  Michael Weiss,et al.  The Anomalous Pharmacokinetics of Amiodarone Explained by Nonexponential Tissue Trapping , 1999, Journal of Pharmacokinetics and Biopharmaceutics.

[20]  E. Riva,et al.  Pharmacokinetics of Amiodarone in Rats , 1982, Journal of cardiovascular pharmacology.

[21]  M. E. Veronese,et al.  Plasma protein binding of amiodarone in a patient population: measurement by erythrocyte partitioning and a novel glass-binding method. , 1988, British journal of clinical pharmacology.

[22]  Masoud Jamei,et al.  Physiologically based mechanistic modelling to predict complex drug-drug interactions involving simultaneous competitive and time-dependent enzyme inhibition by parent compound and its metabolite in both liver and gut - the effect of diltiazem on the time-course of exposure to triazolam. , 2010, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[23]  A. Avdeef,et al.  pH-Metric logP 10. Determination of Liposomal Membrane-Water Partition Coefficients of lonizable Drugs , 1998, Pharmaceutical Research.

[24]  Hugues Dolgos,et al.  Utility of In Vitro Systems and Preclinical Data for the Prediction of Human Intestinal First-Pass Metabolism during Drug Discovery and Preclinical Development , 2013, Drug Metabolism and Disposition.

[25]  C. Hop,et al.  1-Aminobenzotriazole Coincubated with (S)-Warfarin Results in Potent Inactivation of CYP2C9 , 2014, Drug Metabolism and Disposition.

[26]  M. Gibaldi,et al.  The mechanism of the interaction between amiodarone and warfarin in humans , 1992, Clinical pharmacology and therapeutics.

[27]  Masoud Jamei,et al.  Prediction of intestinal first-pass drug metabolism. , 2007, Current drug metabolism.

[28]  G. Tognoni,et al.  Clinical Pharmacokinetics of Amiodarone , 1984, Clinical pharmacokinetics.

[29]  Nigel J Waters,et al.  Validation of a rapid equilibrium dialysis approach for the measurement of plasma protein binding. , 2008, Journal of pharmaceutical sciences.

[30]  Dennis A. Smith,et al.  Why do metabolites circulate? , 2012, Xenobiotica; the fate of foreign compounds in biological systems.

[31]  J. V. van Rossum,et al.  Pharmacokinetics and body distribution of amiodarone in man. , 1984, Arzneimittel-Forschung.

[32]  M. Bonati,et al.  Amiodarone in patients on long-term dialysis. , 1983, The New England journal of medicine.

[33]  M. McDonald,et al.  Warfarin-Amiodarone Drug-Drug Interactions: Determination of [I]u/KI,u for Amiodarone and its Plasma Metabolites , 2012, Clinical pharmacology and therapeutics.

[34]  C. Yeung,et al.  Qualitative Analysis of the Role of Metabolites in Inhibitory Drug‐Drug Interactions: literature evaluation based on the Metabolism and Transport Drug Interaction Database , 2009, Chemical research in toxicology.

[35]  C. Funck-Brentano,et al.  Amiodarone Interacts with Simvastatin but not with Pravastatin Disposition Kinetics , 2007, Clinical pharmacology and therapeutics.

[36]  W. Daniel,et al.  Effect of amiodarone on the plasma levels of metoprolol. , 2004, The American journal of cardiology.