Skip to main content
Log in

Use of In Vitro to In Vivo Extrapolation to Predict the Optimal Strategy for Patients Switching from Efavirenz to Maraviroc or Nevirapine

  • Original Research Article
  • Published:
Clinical Pharmacokinetics Aims and scope Submit manuscript

Abstract

Background and Objectives

In clinical practice, antiretroviral regimens are often interrupted or modified for intolerance and toxicity. The objective of this study was to develop an in vitro to in vivo extrapolation (IVIVE) approach to describe the interaction when efavirenz is switched to either maraviroc or nevirapine and to test different switching scenarios to identify the best strategy.

Methods

In vitro data describing the chemical and absorption, tissue distribution, metabolism and excretion (ADME) characteristics of efavirenz, maraviroc and nevirapine were obtained from the literature, and used to simulate plasma exposures of these drugs using the Simcyp Population-Based Simulator. The predicted maraviroc and nevirapine exposures were compared with data from clinical studies evaluating their exposures following a switch from efavirenz.

Results

Model predictions for maraviroc and nevirapine exposure were in agreement with observed data. The simulations suggest that the waning efavirenz induction effect following discontinuation necessitated increasing maraviroc to 600 mg twice daily for 1 week after efavirenz cessation. Alternatively, adequate exposure of maraviroc was shown with a dose of 450 mg for 2 weeks. Efavirenz waning induction did not affect nevirapine exposure.

Conclusion

IVIVE modelling successfully predicted patient drug exposure. This modelling technique is able to inform the design of clinical studies, and allows assessment of pragmatic dosing strategies under complex therapeutic scenarios.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. Schouten JT, Krambrink A, Ribaudo HJ, Kmack A, Webb N, Shikuma C, et al. Substitution of nevirapine because of Efavirenz Toxicity in AIDS Clinical Trials Group A5095. Clin Infect Dis. 2010;50(5):787–91.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  2. Scourfield A, Zheng J, Chinthapalli S, Waters L, Martin T, Mandalia S, et al. Discontinuation of Atripla as first-line therapy in HIV-1 infected individuals. AIDS. 2012;26(11):1399–401.

    Article  CAS  PubMed  Google Scholar 

  3. Cooper DA, Heera J, Goodrich J, Tawadrous M, Saag M, Dejesus E, et al. Maraviroc versus efavirenz, both in combination with zidovudine-lamivudine, for the treatment of antiretroviral-naive subjects with CCR5-tropic HIV-1 infection. J Infect Dis. 2010;201(6):803–13.

    Article  CAS  PubMed  Google Scholar 

  4. Best BM, Goicoechea M. Efavirenz–still first-line king? Expert Opin Drug Metab Toxicol. 2008;4(7):965–72.

    Article  CAS  PubMed  Google Scholar 

  5. Vrouenraets SM, Wit FW, van Tongeren J, Lange JM. Efavirenz: a review. Expert Opin Pharmacother. 2007;8(6):851–71.

    Article  CAS  PubMed  Google Scholar 

  6. Fellay J, Marzolini C, Decosterd L, Golay KP, Baumann P, Buclin T, et al. Variations of CYP3A activity induced by antiretroviral treatment in HIV-1 infected patients. Eur J Clin Pharmacol. 2005;60(12):865–73.

    Article  CAS  PubMed  Google Scholar 

  7. Kuritzkes D, Kar S, Kirkpatrick P. Fresh from the pipeline—maraviroc. Nat Rev Drug Discov. 2008;7(1):15–6.

    Article  CAS  Google Scholar 

  8. Abel S, Back DJ, Vourvahis M. Maraviroc: pharmacokinetics and drug interactions. Antivir Ther. 2009;14(5):607–18.

    CAS  PubMed  Google Scholar 

  9. Trancart S, Charreau I, Marchou B, Bocquentin M, Molina JM, Izopet J, et al. Presence of lamivudine or emtricitabine is associated with reduced emergence of nonnucleoside reverse transcriptase inhibitor mutations in an efavirenz-based intermittent antiretroviral treatment regimen. Antimicrob Agents Chemother. 2012;56(3):1655–7.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  10. Abel S, van der Ryst E, Rosario MC, Ridgway CE, Medhurst CG, Taylor-Worth RJ, et al. Assessment of the pharmacokinetics, safety and tolerability of maraviroc, a novel CCR5 antagonist, in healthy volunteers. Br J Clin Pharmacol. 2008;65(Suppl 1):5–18.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  11. Erickson DA, Mather G, Trager WF, Levy RH, Keirns JJ. Characterization of the in vitro biotransformation of the HIV-1 reverse transcriptase inhibitor nevirapine by human hepatic cytochromes P-450. Drug Metab Dispos. 1999;27(12):1488–95.

    CAS  PubMed  Google Scholar 

  12. Cooper CL, van Heeswijk RP. Once-daily nevirapine dosing: a pharmacokinetics, efficacy and safety review. HIV Med. 2007;8(1):1–7.

    Article  CAS  PubMed  Google Scholar 

  13. Dufty NE, Barrett S, Taylor S. Switching from efavirenz (EFV) to nevirapine (NVP): a novel pharmacological strategy. 15th Annual conference of the British HIV Association British HIV-AIDS Association (BHIVA); Liverpool, UK; 2009.

  14. Gelinck LB, Burger DM. Switching from efavirenz to nevirapine. Clin Infect Dis. 2010;51(3):365 (author reply 365–6).

    Article  PubMed  Google Scholar 

  15. Luo R, Piovoso MJ, Martinez-Picado J, Zurakowski R. Optimal antiviral switching to minimize resistance risk in HIV therapy. Plos One. 2011;6(11):e27047.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  16. Ward DJ, Curtin JM. Switch from efavirenz to nevirapine associated with resolution of efavirenz-related neuropsychiatric adverse events and improvement in lipid profiles. AIDS Patient Care STDS. 2006;20(8):542–8.

    Article  PubMed  Google Scholar 

  17. Winston A, Pozniak A, Smith N, Fletcher C, Mandalia S, Parmar D, et al. Dose escalation or immediate full dose when switching from efavirenz to nevirapine-based highly active antiretroviral therapy in HIV-1-infected individuals? AIDS. 2004;18(3):572–4.

    Article  CAS  PubMed  Google Scholar 

  18. Chen Y, Jin JY, Mukadam S, Malhi V, Kenny JR. Application of IVIVE and PBPK modeling in prospective prediction of clinical pharmacokinetics: strategy and approach during the drug discovery phase with four case studies. Biopharm Drug Dispos. 2012;33(2):85–98.

    Article  PubMed  Google Scholar 

  19. Siccardi M, Marzolini C, Seden K, Almond L, Kirov A, Khoo S, et al. Prediction of drug-drug interactions between various antidepressants and efavirenz or boosted protease inhibitors using a physiologically based pharmacokinetic modelling approach. Clin Pharmacokinet. 2013;52(7):583–92.

  20. Jamei M, Marciniak S, Feng K, Barnett A, Tucker G, Rostami-Hodjegan A. The Simcyp population-based ADME simulator. Expert Opin Drug Metab Toxicol. 2009;5(2):211–23.

  21. Hyland R, Dickins M, Collins C, Jones H, Jones B. Maraviroc: in vitro assessment of drug-drug interaction potential. Br J Clin Pharmacol. 2008;66(4):498–507.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  22. Siccardi M, Almond L, Schipani A, Csajka C, Marzolini C, Wyen C, et al. Pharmacokinetic and pharmacodynamic analysis of efavirenz dose reduction using an in vitro-in vivo extrapolation model. Clin Pharmacol Ther. 2012;92(4):494–502.

    Article  CAS  PubMed  Google Scholar 

  23. Faucette SR, Zhang TC, Moore R, Sueyoshi T, Omiecinski CJ, LeCluyse EL, et al. Relative activation of human pregnane X receptor versus constitutive androstane receptor defines distinct classes of CYP2B6 and CYP3A4 inducers. J Pharmacol Exp Ther. 2007;320(1):72–80.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  24. Waters L, Newell S, Else L, Cevik M, Rockwood N, Jackson A, et al. Pharmacokinetics, efficacy and safety of switching from efavirenz to maraviroc twice-daily in patients suppressed on an efavirenz-containing regimen as initial therapy. European AIDS Conference—EACS; 12–15 Oct 2011; Belgrade, Serbia.

  25. Schipani A, Wyen C, Mahungu T, Hendra H, Egan D, Siccardi M, et al. Integration of population pharmacokinetics and pharmacogenetics: an aid to optimal nevirapine dose selection in HIV-infected individuals. J Antimicrob Chemother. 2011;66(6):1332–9.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  26. De Buck SS, Sinha VK, Fenu LA, Nijsen MJ, Mackie CE, Gilissen RAHJ. Prediction of human pharmacokinetics using physiologically based modeling: a retrospective analysis of 26 clinically tested drugs. Drug Metab Dispos. 2007;35(10):1766–80.

    Article  PubMed  Google Scholar 

  27. Okoli C, Siccardi M, Thomas-William S, Dufty N, Khonyongwa K, Ainsworth J, et al. Once daily maraviroc 300 mg or 150 mg in combination with ritonavir-boosted darunavir 800/100 mg. J Antimicrob Chemother. 2012;67(3):671–4.

    Article  CAS  PubMed  Google Scholar 

  28. Boffito M, Jackson A, Lamorde M, Back D, Watson V, Taylor J, et al. Pharmacokinetics and safety of etravirine administered once or twice daily after 2 weeks treatment with efavirenz in healthy volunteers. J Acquir Immune Defic Syndr. 2009;52(2):222–7.

    Article  CAS  PubMed  Google Scholar 

  29. Sadiq ST, Fredericks S, Khoo SH, Rice P, Holt DW. Efavirenz detectable in plasma 8 weeks after stopping therapy and subsequent development of non-nucleoside reverse transcriptase inhibitor-associated resistance. AIDS. 2005;19(15):1716–7.

    Article  PubMed  Google Scholar 

  30. Clifford DB, Evans S, Yang Y, Acosta EP, Goodkin K, Tashima K, et al. Impact of efavirenz on neuropsychological performance and symptoms in HIV-infected individuals. Ann Intern Med. 2005;143(10):714–21.

    Article  CAS  PubMed  Google Scholar 

  31. Parienti JJ, Peytavin G, Reliquet V, Verdon R, Coquerel A. Pharmacokinetics of the treatment switch from efavirenz to nevirapine. Clin Infect Dis. 2010;50(11):1547–8.

    Article  PubMed  Google Scholar 

  32. Veldkamp AI, Harris M, Montaner JSG, Moyle G, Gazzard B, Youle M, et al. The steady-state pharmacokinetics of efavirenz and nevirapine when used in combination in human immunodeficiency virus type 1-infected persons. J Infect Dis. 2001;184(1):37–42.

    Article  CAS  PubMed  Google Scholar 

  33. Manosuthi W, Sungkanuparph S, Tansuphaswadikul S, Inthong Y, Prasithsirikul W, Chottanapund S, et al. Incidence and risk factors of nevirapine-associated skin rashes among HIV-infected patients with CD4 cell counts <250 cells/μL. Int J STD AIDS. 2007;18(11):782–6.

    Article  PubMed  Google Scholar 

  34. DrugBank. http://www.drugbank.ca. Accessed 22 May 2014.

  35. Cheeseman SH, Hattox SE, McLaughlin MM, Koup RA, Andrews C, Bova CA, et al. Pharmacokinetics of nevirapine: initial single-rising-dose study in humans. Antimicrob Agents Chemother. 1993;37(2):178–82.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  36. Fayet A, Beguin A, de Tejada BM, Colombo S, Cavassini M, Gerber S, et al. Determination of unbound antiretroviral drug concentrations by a modified ultrafiltration method reveals high variability in the free fraction. Ther Drug Monit. 2008;30(4):511–22.

    CAS  PubMed  Google Scholar 

  37. Yazdanian M, Glynn SL, Wright JL, Hawi A. Correlating partitioning and caco-2 cell permeability of structurally diverse small molecular weight compounds. Pharm Res. 1998;15(9):1490–4.

    Article  CAS  PubMed  Google Scholar 

  38. Lamson MJ, Sabo JP, MacGregor TR, Pav JW, Rowland L, Hawi A, et al. Single dose pharmacokinetics and bioavailability of nevirapine in healthy volunteers. Biopharm Drug Dispos. 1999;20(6):285–91.

    Article  CAS  PubMed  Google Scholar 

Download references

Acknowledgment

We would like to thank the Simcyp team for technical support.

Disclosures

Transparency declarations: David Back and Saye Khoo have received research grants and travel bursaries from Merck, Bristol-Myers Squibb, GlaxoSmithKline, Abbott, ViiV, Boehringer Ingelheim and Janssen. The authors declare no conflict of interest.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alessandro Schipani.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Schipani, A., Back, D., Owen, A. et al. Use of In Vitro to In Vivo Extrapolation to Predict the Optimal Strategy for Patients Switching from Efavirenz to Maraviroc or Nevirapine. Clin Pharmacokinet 54, 107–116 (2015). https://doi.org/10.1007/s40262-014-0184-8

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40262-014-0184-8

Keywords

Navigation