A Bayesian Approach for Population Pharmacokinetic Modeling of Pegylated Interferon α-2a in Hepatitis C Patients
- 105 Downloads
- 2 Citations
Abstract
Background
Pegylated interferon α-2a (PEG-IFN-α-2a) is an antiviral drug used for the treatment of chronic hepatitis C virus (HCV) infection. This study describes the population pharmacokinetics of PEG-IFN-α-2a in hepatitis C patients using a Bayesian approach. A possible association between patient characteristics and pharmacokinetic parameters is also explored.
Methods
A Bayesian population pharmacokinetic modeling approach, using WinBUGS version 1.4.3, was applied to a cohort of patients (n = 292) with chronic HCV infection. Data were obtained from two phase III studies sponsored by Hoffmann-La Roche. Demographic and clinical information were evaluated as possible predictors of pharmacokinetic parameters during model development.
Results
A one-compartment model with an additive error best fitted the data, and a total of 2271 PEG-IFN-α-2a measurements from 292 subjects were analyzed using the proposed population pharmacokinetic model. Sex was identified as a predictor of PEG-IFN-α-2a clearance, and hemoglobin baseline level was identified as a predictor of PEG-IFN-α-2a volume of distribution.
Conclusion
A population pharmacokinetic model of PEG-IFN-α-2a in patients with chronic HCV infection was presented in this study. The proposed model can be used to optimize PEG-IFN-α-2a dosing in patients with chronic HCV infection. Optimal PEG-IFN-α-2a selection is important to maximize response and/or to avoid potential side effects such as thrombocytopenia and neutropenia.
Clinical Trials Registration Numbers
NV15942 and NV15801.
Keywords
Pharmacokinetic Model Deviance Information Criterion Eltrombopag Bayesian Credible Interval High Basal Metabolic RateNotes
Compliance with Ethical Standards
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards. Informed consent was obtained from all individual participants included in the study.
Funding
No funding has been received for the conduct of this study and/or preparation of this article.
Conflicts of interest
Mohammad I. Saleh declares no conflicts of interest.
References
- 1.Shepard CW, Finelli L, Alter MJ. Global epidemiology of hepatitis C virus infection. Lancet Infect Dis. 2005;5(9):558–67.CrossRefPubMedGoogle Scholar
- 2.Prieto M, Berenguer M, Rayon JM, Cordoba J, Arguello L, Carrasco D, et al. High incidence of allograft cirrhosis in hepatitis C virus genotype 1b infection following transplantation: relationship with rejection episodes. Hepatology. 1999;29(1):250–6.CrossRefPubMedGoogle Scholar
- 3.Forman LM, Lewis JD, Berlin JA, Feldman HI, Lucey MR. The association between hepatitis C infection and survival after orthotopic liver transplantation. Gastroenterology. 2002;122(4):889–96.CrossRefPubMedGoogle Scholar
- 4.American Association for the Study of Liver Diseases, Infectious Diseases Society of America. HCV guidance: recommendations for testing, managing, and treating hepatitis C. 2015. http://www.hcvguidelines.org. Accessed 26 Feb 2016.
- 5.Pawlotsky JM. Hepatitis C virus: standard-of-care treatment. Adv Pharmacol. 2013;67:169–215.CrossRefPubMedGoogle Scholar
- 6.Bailon P, Palleroni A, Schaffer CA, Spence CL, Fung WJ, Porter JE, et al. Rational design of a potent, long-lasting form of interferon: a 40 kDa branched polyethylene glycol-conjugated interferon alpha-2a for the treatment of hepatitis C. Bioconj Chem. 2001;12(2):195–202.CrossRefGoogle Scholar
- 7.Fried MW, Shiffman ML, Reddy KR, Smith C, Marinos G, Goncales FL Jr, et al. Peginterferon alfa-2a plus ribavirin for chronic hepatitis C virus infection. N Engl J Med. 2002;347(13):975–82.CrossRefPubMedGoogle Scholar
- 8.Bruno R, Sacchi P, Ciappina V, Zochetti C, Patruno S, Maiocchi L, et al. Viral dynamics and pharmacokinetics of peginterferon alpha-2a and peginterferon alpha-2b in naive patients with chronic hepatitis c: a randomized, controlled study. Antivir Ther. 2004;9(4):491–7.PubMedGoogle Scholar
- 9.Bressler B, Wang K, Grippo JF, Heathcote EJ. Pharmacokinetics and response of obese patients with chronic hepatitis C treated with different doses of PEG-IFN alpha-2a (40KD) (PEGASYS). Br J Clin Pharmacol. 2009;67(3):280–7.CrossRefPubMedPubMedCentralGoogle Scholar
- 10.Diago M, Crespo J, Olveira A, Perez R, Barcena R, Sanchez-Tapias JM, et al. Clinical trial: pharmacodynamics and pharmacokinetics of re-treatment with fixed-dose induction of peginterferon alpha-2a in hepatitis C virus genotype 1 true non-responder patients. Aliment Pharmacol Ther. 2007;26(8):1131–8.CrossRefPubMedGoogle Scholar
- 11.Hadziyannis SJ, Sette H Jr, Morgan TR, Balan V, Diago M, Marcellin P, et al. Peginterferon-alpha2a and ribavirin combination therapy in chronic hepatitis C: a randomized study of treatment duration and ribavirin dose. Ann Intern Med. 2004;140(5):346–55.CrossRefPubMedGoogle Scholar
- 12.Spiegelhalter DJ, Best NG, Carlin BP, Van Der Linde A. Bayesian measures of model complexity and fit. J R Stat Soc Ser B Stat Methodol. 2002;64(4):583–639.CrossRefGoogle Scholar
- 13.Xu C, Gupta S, Krishna G, Cutler D, Wirth S, Galoppo C, et al. Population pharmacokinetics of peginterferon alfa-2b in pediatric patients with chronic hepatitis C. Eur J Clin Pharmacol. 2013;69(12):2045–54.CrossRefPubMedGoogle Scholar
- 14.Harris JM, Martin NE, Modi M. Pegylation: a novel process for modifying pharmacokinetics. Clin Pharmacokinet. 2001;40(7):539–51.CrossRefPubMedGoogle Scholar
- 15.Di Bisceglie AM, Fan X, Chambers T, Strinko J. Pharmacokinetics, pharmacodynamics, and hepatitis C viral kinetics during antiviral therapy: the null responder. J Med Virol. 2006;78(4):446–51.CrossRefPubMedGoogle Scholar
- 16.Silva M, Poo J, Wagner F, Jackson M, Cutler D, Grace M, et al. A randomised trial to compare the pharmacokinetic, pharmacodynamic, and antiviral effects of peginterferon alfa-2b and peginterferon alfa-2a in patients with chronic hepatitis C (COMPARE). J Hepatol. 2006;45(2):204–13.CrossRefPubMedGoogle Scholar
- 17.Gelman A, Carlin JB, Stern HS, Rubin DB. Bayesian data analysis. Boca Raton: Chapman & Hall/CRC; 2014.Google Scholar
- 18.Kaplan D. Bayesian statistics for the social sciences. In: Little T, editor. Methodology in the social sciences series. 1st ed. New York: Guilford Publications; 2014.Google Scholar
- 19.Barnett V. Comparative statistical inference. In: Barnett V, et al. editors. Wiley series in probability and statistics. 3rd ed. Chichester: Wiley; 1999.Google Scholar
- 20.Buchholz AC, Rafii M, Pencharz PB. Is resting metabolic rate different between men and women? Br J Nutr. 2001;86(06):641–6.CrossRefPubMedGoogle Scholar
- 21.Ferraro R, Lillioja S, Fontvieille A-M, Rising R, Bogardus C, Ravussin E. Lower sedentary metabolic rate in women compared with men. J Clin Invest. 1992;90(3):780.CrossRefPubMedPubMedCentralGoogle Scholar
- 22.Rajender Reddy K, Modi MW, Pedder S. Use of peginterferon alfa-2a (40 kD) (Pegasys) for the treatment of hepatitis C. Adv Drug Deliv Rev. 2002;54(4):571–86.CrossRefPubMedGoogle Scholar
- 23.Venkataramanan R, Swaminathan A, Prasad T, Jain A, Zuckerman S, Warty V, et al. Clinical pharmacokinetics of tacrolimus. Clin Pharmacokinet. 1995;29(6):404–30.CrossRefPubMedGoogle Scholar
- 24.Legg B, Rowland M. Cyclosporin: measurement of fraction unbound in plasma. J Pharm Pharmacol. 1987;39(8):599–603.CrossRefPubMedGoogle Scholar
- 25.Legg B, Gupta SK, Rowland M, Johnson RW, Solomon LR. Cyclosporin: pharmacokinetics and detailed studies of plasma and erythrocyte binding during intravenous and oral administration. Eur J Clin Pharmacol. 1988;34(5):451–60.CrossRefPubMedGoogle Scholar
- 26.Alzubiedi S, Saleh MI. Predictors of severe thrombocytopenia secondary to peginterferon alfa-2a treatment in subjects with hepatitis C virus infection. Am J Ther. 2015. doi: 10.1097/MJT.0000000000000356.PubMedGoogle Scholar
- 27.Saleh MI, Obeidat AR, Anter HA, Khanfar AA. Eltrombopag dose predictors in thrombocytopenic subjects with hepatitis C virus infection. Clin Exp Pharmacol Physiol. 2015;42(10):1030–5.CrossRefPubMedGoogle Scholar