Abstract
Background and Objectives
Index substrates and inhibitors to investigate the role of the polymorphic enzyme, cytochrome P450 (CYP) 2D6, in the metabolism of new compounds have been proposed by regulatory agencies. This work describes the development and verification of physiologically-based pharmacokinetic (PBPK) models for the CYP2D6-sensitive substrate, nebivolol and the index CYP2D6 inhibitors, mirabegron and cinacalcet.
Methods
PBPK models for nebivolol, mirabegron and cinacalcet were developed using in vitro and clinical data. The performance of the PBPK models was verified by comparing the simulated results against reported human systemic exposure and clinical drug–drug interactions (DDIs) studies.
Results
The exposure of nebivolol, cinacalcet and mirabegron predicted by the PBPK models was verified against pharmacokinetic data from 13, 3 and 9 clinical studies, respectively. For nebivolol, the predicted mean maximum plasma concentration (Cmax) and area under the plasma concentration-time (AUC) values in CYP2D6 extensive metaboliser subjects were within 0.9- to 1.49-fold of the observed values. In poor metaboliser CYP2D6 subjects, the predicted Cmax and AUC values were within 0.41- to 0.81-fold of observed values. For cinacalcet, the predicted Cmax and AUC values were within 0.97- to 1.32-fold of the observed data. For mirabegron, the predicted AUC values across all the studies investigated were within 0.71- to 1.88-fold of observed values. The PBPK model-predicted DDIs were in good agreement (within 2-fold) with observed DDIs in all verification studies (n = 8) assessed. The overall precision was 1.26 and 1.21 for Cmax and the AUC ratio, respectively.
Conclusions
The developed PBPK models can be used to assess the DDI potential liability of new chemical entities that are substrates or inhibitors of CYP2D6.
Similar content being viewed by others
References
Rostami-Hodjegan A. Physiologically based pharmacokinetics joined with in vitro–in vivo extrapolation of ADME: a marriage under the arch of systems pharmacology. Clin Pharmacol Ther. 2012;92:50–61.
Zhang X, Yang Y, Grimstein M, et al. Application of PBPK modeling and simulation for regulatory decision making and its impact on US prescribing information: an update on the 2018–2019 submissions to the US FDA’s Office of Clinical Pharmacology. J Clin Pharmacol. 2020;60:S160–78.
Zhou S-F. Polymorphism of human cytochrome P450 2D6 and its clinical significance. Clin Pharmacokinet. 2009;48:761–804.
Nishida Y, Fukuda T, Yamamoto I, et al. CYP2D6 genotypes in a Japanese population: low frequencies of CYP2D6 gene duplication but high frequency of CYP2D6* 10. Pharmacogenet Genomics. 2000;10:567–70.
Dahl M-L, Yue Q-Y, Roh H-K, et al. Genetic analysis of the CYP2D locus in relation to debrisoquine hydroxylation capacity in Korean, Japanese and Chinese subjects. Pharmacogenetics. 1995;5:159–64.
FDA. Drug development and drug interactions: table of substrates, inhibitors and inducers. 2020. https://www.fda.gov/drugs/drug-interactions-labeling/drug-development-and-drug-interactions-table-substrates-inhibitors-and-inducers.
PMDA. Guideline on drug interaction for drug development and appropriate provision of information 2021. https://www.pmda.go.jp/files/000228122.pdf.
Lin J, Goosen TC, Tse S, et al. Physiologically based pharmacokinetic modeling suggests limited drug-drug interaction for Fesoterodine when coadministered with mirabegron. J Clin Pharmacol. 2019;59:1505–18.
FDA. Office of Clinical Pharmacology Review: Sensipar (Cincalcet HC1) NDA 21688 (pediatrics). 2016. https://www.fda.gov/media/106913/download.
Shaw A, Ziemniak J, Liu S, et al. Pharmacokinetic disposition of nebivolol in extensive and poor CYP2D6 metabolizers. Clin Pharmacol Ther. 2005;77:P77.
Gray CL, Ndefo UA. Nebivolol: a new antihypertensive agent. Am J Health Syst Pharm. 2008;65:1125–33.
Van Nueten L, De Cree J. Nebivolol: comparison of the effects of dl-nebivolol, d-nebivolol, l-nebivolol, atenolol, and placebo on exercise-induced increases in heart rate and systolic blood pressure. Cardiovasc Drugs Ther. 1998;12:339–44.
Konishi K, Minematsu T, Nagasaka Y, et al. Physiologically-based pharmacokinetic modeling for mirabegron: a multi-elimination pathway mediated by cytochrome P450 3A4, uridine 5’-diphosphate-glucuronosyltransferase 2B7, and butyrylcholinesterase. Xenobiotica. 2019;49:912–21.
Konishi K, Tenmizu D, Takusagawa S. Identification of uridine 5′-diphosphate-glucuronosyltransferases responsible for the glucuronidation of Mirabegron, a potent and selective β 3-adrenoceptor agonist, in human liver microsomes. Eur J Drug Metab Pharmacokinet. 2018;43:301–9.
Takusagawa S, Miyashita A, Iwatsubo T, et al. In vitro inhibition and induction of human cytochrome P450 enzymes by mirabegron, a potent and selective β3-adrenoceptor agonist. Xenobiotica. 2012;42:1187–96.
Krauwinkel W, Dickinson J, Schaddelee M, et al. The effect of mirabegron, a potent and selective β 3-adrenoceptor agonist, on the pharmacokinetics of CYP2D6 substrates desipramine and metoprolol. Eur J Drug Metab Pharmacokinet. 2014;39:43–52.
Block GA, Martin KJ, De Francisco AL, et al. Cinacalcet for secondary hyperparathyroidism in patients receiving hemodialysis. N Eng J Med. 2004;350:1516–25.
Peacock M, Bilezikian JP, Klassen PS, et al. Cinacalcet hydrochloride maintains long-term normocalcemia in patients with primary hyperparathyroidism. J Clin Endocrinol Metab. 2005;90:135–41.
Shoback DM, Bilezikian JP, Turner SA, et al. The calcimimetic cinacalcet normalizes serum calcium in subjects with primary hyperparathyroidism. J Clin Endocrinol Metab. 2003;88:5644–9.
Pade D, Jamei M, Rostami-Hodjegan A, et al. Application of the MechPeff model to predict passive effective intestinal permeability in the different regions of the rodent small intestine and colon. Biopharm Drug Dispos. 2017;38:94–114.
Van Peer A, Snoeck E, Woestenborghs R, et al. Clinical pharmacokinetics of nebivolol. Drug Investig. 1991;3:25–30.
FDA. Nebivolol clinical pharmacology review (NDA 21-742). 2007. https://www.accessdata.fda.gov/drugsatfda_docs/nda/2007/021742s000TOC.cfm.
Cheymol G, Woestenborghs R, Snoeck E, et al. Pharmacokinetic study and cardiovascular monitoring of nebivolol in normal and obese subjects. Eur J Clin Pharmacol. 1997;51:493–8.
Briciu C, Neag M, Muntean D, et al. A pharmacokinetic drug interaction study between nebivolol and paroxetine in healthy volunteers. J Clin Pharm Ther. 2014;39:535–40.
Gheldiu A-M, Vlase L, Popa A, et al. Investigation of a potential pharmacokinetic interaction between nebivolol and fluvoxamine in healthy volunteers. J Pharm Pharm Sci. 2017;20:68–80.
Lindamood C, Ortiz S, Shaw A, et al. Effects of commonly administered agents and genetics on nebivolol pharmacokinetics: drug-drug interaction studies. J Clin Pharm. 2011;51:575–85.
Kamali F, Howes A, Thomas S, et al. A pharmacokinetic and pharmacodynamic interaction study between nebivolol and the H2-receptor antagonists cimetidine and ranitidine. Br J Clin Pharmacol. 1997;43:201–4.
Chen CL, Desai-Krieger D, Ortiz S, et al. A single-center, open-label, 3-way crossover trial to determine the pharmacokinetic and pharmacodynamic interaction between nebivolol and valsartan in healthy volunteers at steady state. Am J Ther. 2015;22: e130.
Gheldiu A-M, Popa A, Neag M, et al. Assessment of a potential pharmacokinetic interaction between nebivolol and bupropion in healthy volunteers. Pharmacology. 2016;98:190–8.
Padhi D, Harris R, Sullivan JT. Effects of calcium carbonate, sevelamer hydrochloride or pantoprazole on the pharmacokinetics of cinacalcet. Clin Drug Investig. 2014;34:537–44.
Eltink C, Lee J, Schaddelee M, et al. Single dose pharmacokinetics and absolute bioavailability of mirabegron, a β3-adrenoceptor agonist for treatment of overactive bladder. Int J Clin Pharmacol Ther. 2012;50:838–50.
Mostafa GA, Al-Badr AA. Cinacalcet hydrochloride. In: Brittain HG, editor. Profiles of drug substances, excipients and related methodology. London: Elsevier; 2017. p. 1–90.
Harris RZ, Salfi M, Sullivan JT, et al. Pharmacokinetics of cinacalcet hydrochloride when administered with ketoconazole. Clin Pharmacokinet. 2007;46:495–501.
Harris RZ, Salfi M, Posvar E, et al. Pharmacokinetics of desipramine HCl when administered with cinacalcet HCl. Eur J Clin Pharmacol. 2007;63:159–63.
Padhi D, Harris RZ, Salfi M, et al. Pharmacokinetics and pharmacodynamics of Cinacalcet in hepatic impairment. Clin Drug Investig. 2008;28:635–43.
Padhi D, Salfi M, Harris RZ. The pharmacokinetics of cinacalcet are unaffected following consumption of high-and low-fat meals. Am J Ther. 2007;14:235–40.
Nakashima D, Takama H, Ogasawara Y, et al. Effect of cinacalcet hydrochloride, a new calcimimetic agent, on the pharmacokinetics of dextromethorphan: in vitro and clinical studies. J Clin Pharmacol. 2007;47:1311–9.
Liu H, Wang H, Liu T, et al. Pharmacokinetic and pharmacodynamic properties of Cinacalcet (KRN1493) in Chinese healthy volunteers: a randomized, open-label, single ascending–dose and multiple-dose, parallel-group study. Clin Ther. 2016;38:348–57.
Iitsuka H, Tokuno T, Amada Y, et al. Pharmacokinetics of Mirabegron, a β 3-adrenoceptor agonist for treatment of overactive bladder, in healthy Japanese male subjects: results from single-and multiple-dose studies. Clin Drug Investig. 2014;34:27–35.
Iitsuka H, van Gelderen M, Katashima M, et al. Pharmacokinetics of mirabegron, a β3-adrenoceptor agonist for treatment of overactive bladder, in healthy East Asian subjects. Clin Ther. 2015;37:1031–44.
Lee J, Moy S, Meijer J, et al. Role of cytochrome P450 isoenzymes 3A and 2D6 in the in vivo metabolism of Mirabegron, a β 3-adrenoceptor agonist. Clin Drug Investig. 2013;33:429–40.
Shimizu H, Yoshida K, Nakada T, et al. Prediction of human distribution volumes of compounds in various elimination phases using physiologically based pharmacokinetic modeling and experimental pharmacokinetics in animals. Drug Metab Dispos. 2019;47:114–23.
Guest EJ, Aarons L, Houston JB, et al. Critique of the two-fold measure of prediction success for ratios: application for the assessment of drug-drug interactions. Drug Metab Dispos. 2011;39:170–3.
Ingelman-Sundberg M. Genetic polymorphisms of cytochrome P 450 2D6 (CYP2D6): clinical consequences, evolutionary aspects and functional diversity. Pharmacogenomics J. 2005;5:6–13.
Abraham BK, Adithan C. Genetic polymorphism of CYP2D6. Indian J Pharmacol. 2001;33:147–69.
Padhi D, Harris RZ, Salfi M, et al. No effect of renal function or dialysis on pharmacokinetics of cinacalcet (Sensipar®/Mimpara®). Clin Pharmacokinet. 2005;44:509–16.
Briciu C, Neag M, Muntean D, et al. Phenotypic differences in nebivolol metabolism and bioavailability in healthy volunteers. Clujul Med. 2015;88:208.
Rodgers T, Leahy D, Rowland M. Physiological based pharmacokinetic modeling 1: predicting the tissue distribution of moderate-to-strong bases. J Pharm Sci. 2005;94(6):1259–76.
Sugano K. Estimation of effective intestinal membrane permability considering bile micelle solubilisation. Int J Pharm. 2009 23;368(1–2):116–22.
Armitage M et al. Statistical methods in Medical Research. 4th Oxford, Blackwell Science, 2002; 309–11.
Aitchison J and Brown JAC. The log-normal distribution. University Press, Cambridge, 1996.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Funding
The activities of Certara UK Limited, Simcyp Division is supported by the Simcyp Consortium of pharmaceutical companies. No other source of funding was used for the work.
Conflict of interest
Peter Kilford—at the time of the work was employed by Certara UK Limited and may hold shares in the company. Nika Khoshaein—at the time of the work was employed by Certara UK Limited and may hold shares in the company. Roz Southall—is employed by Certara UK Limited and may hold shares in the company. Iain Gardner—is employed by Certara UK Limited and may hold shares in the company.
Ethical approval
This was a simulation study and did not involve any clinical studies and therefore ethics approval was not needed.
Data availability
The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.
Code availability
The workspaces used to run the simulation are available from the corresponding author on reasonable request.
Consent to participate
Not applicable.
Consent to publish
Not applicable.
Author contributions
PK, NK, RS, IG wrote the manuscript; PK, NK designed the research; PK, NK, RS, IG performed the research; PK, NK analysed the data
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Kilford, P., Khoshaein, N., Southall, R. et al. Physiologically-Based Pharmacokinetic Models of CYP2D6 Substrate and Inhibitors Nebivolol, Cinacalcet and Mirabegron to Simulate Drug–Drug Interactions. Eur J Drug Metab Pharmacokinet 47, 699–710 (2022). https://doi.org/10.1007/s13318-022-00775-8
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13318-022-00775-8