Skip to main content

Application of Pharmacokinetic–Pharmacodynamic Modeling and Simulation for Erythropoietic Stimulating Agents

  • Chapter
  • First Online:
  • 2583 Accesses

Part of the book series: AAPS Advances in the Pharmaceutical Sciences Series ((AAPS,volume 1))

Abstract

Rigorous management of the knowledge generated with the modeling techniques requires the exploration of different scenarios of interest via simulations, which can be used to inform many key decisions during drug development. This process, termed model-based drug development, is illustrated in three examples at different stages of drug development of erythropoiesis stimulating agents (ESA). Each of these examples reflects an actual situation with key decisions made based on the knowledge obtained from these models. One of the beneficial outcomes of the modeling and simulation approach is to elicit discussion in the development team on the unverifiable assumptions at each stage and to guide risk calculations in decision making. This approach can facilitate the development of better dosing regimens of new medicines, which may lead to enhanced benefit of the drug therapy and improvements in the quality of life of the patients.

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

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   179.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   229.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD   279.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

References

  • Agarwal AK, Silver MR, Reed JE, Dhingra RK, Liu W, Varma N, Stehman-Breen C (2006) An open-label study of darbepoetin alfa administered once monthly for the maintenance of haemoglobin concentrations in patients with chronic kidney disease not receiving dialysis. J Intern Med 260:577–585

    Article  PubMed  CAS  Google Scholar 

  • Agoram B, Heatherington AC, Gastonguay MR (2006) Development and evaluation of a population pharmacokinetic-pharmacodynamic model of darbepoetin alfa in patients with nonmyeloid malignancies undergoing multicycle chemotherapy. AAPS J 8:E552–E563

    Article  PubMed  CAS  Google Scholar 

  • Anderson BJ, Holford NH (2008) Mechanism-based concepts of size and maturity in pharmacokinetics. Annu Rev Pharmacol Toxicol 48:303–332

    Article  PubMed  CAS  Google Scholar 

  • Cella M, Gorter de Vries F, Burger D, Danhof M, Della Pasqua O (2010) A model-based approach to dose selection in early pediatric development. Clin Pharmacol Ther 87:294–302

    Article  PubMed  CAS  Google Scholar 

  • Doshi S, Chow A, Pérez-Ruixo JJ (2010) Exposure-response modeling of darbepoetin alfa in anemic patients with chronic kidney disease not receiving dialysis. J Clin Pharmacol 50:75S–90S

    Article  PubMed  CAS  Google Scholar 

  • Doshi S, Pérez-Ruixo JJ, Jang GR, Chow AT (2009) Pharmacokinetics of erythropoiesis-stimulating agents. In: Molineux G, Foote MA, Elliott S (eds) Erythropoietins and erythropoiesis: molecular, cellular, preclinical, and clinical biology, 2nd edn. Birkhäuser, Basel, Switzerland, pp 195–224

    Google Scholar 

  • US Food and Drug Administration (2000) Guidance for industry. E11 clinical investigation of medicinal products in the pediatric population. http://www.fda.gov/downloads/RegulatoryInformation/Guidances/ucm129477.pdf. Accessed 1 May 2010

  • US Food and Drug Administration (2003) Guidance for industry. exposure–response relationships – study design, data analysis, and regulatory applications. http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM072109.pdf. Accessed 1 May 2010

  • Erickson-Miller CL, Pelus LM, Lord KA (2000) Signaling induced by erythropoietin and stem cell factor in UT-7/EPO cells: transient versus sustained proliferation. Stem Cells 18:366–373

    Article  PubMed  CAS  Google Scholar 

  • Hamrén B, Björk E, Sunzel M, Karlsson M (2008) Models for plasma glucose, HbA1c, and hemoglobin interrelationships in patients with type 2 diabetes following tesaglitazar treatment. Clin Pharmacol Ther 84:228–235

    Article  PubMed  Google Scholar 

  • Harker LA, Roskos LK, Marzec UM, Carter RA, Cherry JK, Sundell B, Cheung EN, Terry D, Sheridan W (2000) Effects of megakaryocyte growth and development factor on platelet production, platelet life span, and platelet function in healthy human volunteers. Blood 95:2514–2522

    PubMed  CAS  Google Scholar 

  • Jolling K, Pérez-Ruixo JJ, Hemeryck A, Vermeulen A, Greway T (2005) Mixed-effects modelling of the interspecies pharmacokinetic scaling of pegylated human erythropoietin. Eur J Pharm Sci 24:465–475

    Article  PubMed  CAS  Google Scholar 

  • Krzyzanski W, Jusko WJ, Wacholtz MC, Minton N, Cheung WK (2005) Pharmacokinetic and pharmacodynamic modeling of recombinant human erythropoietin after multiple subcutaneous doses in healthy subjects. Eur J Pharm Sci 26:295–306

    Article  PubMed  CAS  Google Scholar 

  • Lazareno S, Birdsall NJM (1993) Estimation of competitive antagonist affinity from functional inhibition curves using the Gaddum, Schild and Cheng-Prusoff equations. Br J Clin Pharmacol 109:1110–1119

    Article  CAS  Google Scholar 

  • Lerner G, Kale AS, Warady BA, Jabs K, Bunchman TE, Heatherington A, Olson K, Messer-Mann L, Maroni BJ (2002) Pharmacokinetics of darbepoetin alfa in pediatric patients with chronic kidney disease. Pediatr Nephrol 17:933–937

    Article  PubMed  Google Scholar 

  • Mager DE, Woo S, Jusko WJ (2009) Scaling pharmacodynamics from in vitro and preclinical animal studies to humans. Drug Metab Pharmacokinet 24(1):16–24

    Google Scholar 

  • Miller R, Ewy W, Corrigan BW, Ouellet D, Hermann D, Kowalski KG, Lockwood P, Koup JR, Donevan S, El-Kattan A, Li CS, Werth JL, Feltner DE, Lalonde RL (2005) How modeling and simulation have enhanced decision making in new drug development. J Pharmacokinet Pharmacodyn 32:185–197

    Article  PubMed  Google Scholar 

  • Olsson-Gislekog P, Jacqmin P, Pérez-Ruixo JJ (2007) Population pharmacokinetics meta-analysis of recombinant human erythropoietin in healthy subjects. Clin Pharmacokinet 46:159–173

    Article  Google Scholar 

  • Olsson-Gisleskog P, Karlsson MO, Beal SL (2002) Use of prior information to stabilize a population data analysis. J Pharmacokinet Pharmacodyn 29:473–505

    Article  Google Scholar 

  • Pérez Ruixo JJ (2006) Optimizing the design of phase I studies of erythropoietin receptor agonist through mechanism-based PK/PD modeling and simulation. Population approach group in Europe meeting. http://userpage.fu-berlin.de/~page/. Accessed 1 May 2010

  • Pérez-Ruixo JJ, Kimko HC, Chow AT, Piotrovsky V, Krzyzanski W, Jusko WJ (2005) Population cell life span models for effects of drugs following indirect mechanism of action. J Pharmacokinet Pharmacodyn 32:767–793

    Article  PubMed  Google Scholar 

  • Pérez-Ruixo JJ, de Ridder F, Kimko H, Samtani M, Cox E, Mohanty S, Vermeulen A (2008a) Simulation in clinical drug development. In: Bertau M, Mosekilde E, Westerhoff HV (eds) Biosimulation in drug development. Wiley-VCH, Germany, pp 3–24

    Google Scholar 

  • Pérez-Ruixo JJ, Krzyzanski W, Bouman-Thio E, Miller B, Jang H, Bai SA, Zhou H, Yohrling J, Cohen A, Burggraaf J, Franson K, Davis H (2009) Pharmacokinetics and pharmacodynamics of the erythropoietin Mimetibody™ construct CNTO 528 in healthy subjects. Clin Pharmacokinet 48:601–613

    Article  PubMed  CAS  Google Scholar 

  • Pérez-Ruixo JJ, Krzyzanski W, Hing J (2008) Pharmacodynamic analysis of recombinant human erythropoietin effect on reticulocyte production rate and age distribution in healthy subjects. Clin Pharmacokinet 47:399–415

    Article  PubMed  Google Scholar 

  • Roskos LK, Lum P, Lockbaum P, Schwab G, Yang BB (2006) Pharmacokinetic and pharmacodynamic modeling of pegfilgrastim in healthy subjects. J Clin Pharmacol 46:747–757

    Article  PubMed  CAS  Google Scholar 

  • Sharma A, Ebling WF, Jusko WJ (1998) Precursor-dependent indirect pharmacodynamic response model for tolerance and rebound phenomena. J Pharm Sci 87:1577–1584

    Article  PubMed  CAS  Google Scholar 

  • Sheiner L, Wakefield J (1999) Population modelling in drug development. Stat Methods Med Res 8:183–193

    Article  PubMed  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Juan José Pérez-Ruixo .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer Science+Business Media, LLC

About this chapter

Cite this chapter

Pérez-Ruixo, J.J., Doshi, S., Chow, A. (2011). Application of Pharmacokinetic–Pharmacodynamic Modeling and Simulation for Erythropoietic Stimulating Agents. In: Kimko, H., Peck, C. (eds) Clinical Trial Simulations. AAPS Advances in the Pharmaceutical Sciences Series, vol 1. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-7415-0_14

Download citation

Publish with us

Policies and ethics