Skip to main content

Keys of Collaboration to Enhance Efficiency and Impact of Modeling and Simulation

  • Chapter
  • First Online:
Clinical Trial Simulations

Abstract

Modeling and Simulation (M&S) can be a key factor in efficient drug development. It is well recognized that collaboration of multiple disciplines is critical to the success of M&S in supporting drug development decisions. This chapter provides guidance on how the main collaborators (biostatistics, clinical research and clinical PK-PD) can achieve co-ownership of M&S efforts to make better informed decisions on trial designs. The clinical development program of corifollitropin alfa is presented as an example of successful model-based drug development. Throughout a long-lasting collaborative effort, biostatistics and clinical PK-PD scientists have learned to appreciate each other’s methods, all collaborators have shared their expertise to integrate physiological and pharmacological concepts with clinical data and clinical research has started to pro-actively conduct model-informed trials. Cultural barriers and logistical difficulties were overcome, resulting in an organizational structure that ensures better informed decisions on trial designs and more efficient drug development.

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

Access this chapter

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

Institutional subscriptions

References

  • Burman CF, Hamrén B, Olsson P (2005) Modeling and simulation to improve decision-making in clinical development. Pharmaceut Statist 4:47–58

    Article  Google Scholar 

  • de Greef R, de Haan AFJ, Marintcheva-Petrova M, Mannaerts BMJL. (2008) Integrating PK-PD and statistics to support decision making in clinical drug development of corifollitropin alfa: a case study in controlled ovarian stimulation. American Conference on Pharmacometrics, Tucson, AZ, USA. Abstract has been published on website: http://tucson2008.go-acop.org/pdfs/Abstract_de_Greef.pdf

  • de Greef R, Zandvliet AS, de Haan AFJ, IJzerman-Boon PC, Marintcheva-Petrova M, Mannaerts BMJL (2010) Dose selection of corifollitropin alfa in controlled ovarian stimulation using modeling and simulation. Clin Pharmacol Ther 88(1):79–87

    Article  PubMed  Google Scholar 

  • De Ridder F (2005) Predicting the outcome of phase III trials using phase II data: a case study of clinical trial simulation in late stage drug development. Basic Clin Pharmacol Toxicol 96:235–241

    Article  PubMed  CAS  Google Scholar 

  • Devroey P, Boostanfar R, Koper NP, Mannaerts BM, IJzerman-Boon PC, Fauser BC (2009) A double-blind, noninferiority RCT comparing corifollitropin alfa and recombinant FSH during the first seven days of ovarian stimulation using a GnRH antagonist protocol. Hum Reprod 24:3063–3072

    Article  PubMed  CAS  Google Scholar 

  • Devroey P, Fauser BC, Platteau P, Beckers NG, Dhont M, Mannaerts BM (2004) Induction of multiple follicular development by a single dose of long-acting recombinant follicle-Stimulating hormone (FSH-CTP, corifollitropin alfa) for controlled ovarian stimulation before in vitro fertilization. J Clin Endocrinol Metab 89:2062–2070

    Article  PubMed  CAS  Google Scholar 

  • Duijkers IJ, Klipping C, Boerrigter PJ, Machielsen CS, De Bie JJ, Voortman G (2002) Single dose pharmacokinetics and effects on follicular growth and serum hormones of a long-acting recombinant FSH preparation (FSH-CTP) in healthy pituitary-suppressed females. Hum Reprod 17:1987–1993

    Article  PubMed  CAS  Google Scholar 

  • Grasela TH, Dement CW, Kolterman OG, Fineman MS, Grasela DM, Honig P, Antal EJ, Bjornsson TD, Loh E (2007) Pharmacometrics and the transition to model-based development. Clin Pharmacol Ther 82:137–142

    Article  PubMed  CAS  Google Scholar 

  • Krzyzanski W, Jusko WJ (1998) Integrated functions for four basic models of indirect pharmacodynamic response. J Pharm Sci 87:67–72

    Article  PubMed  CAS  Google Scholar 

  • Lalonde RL, Kowalski KG, Hutmacher MM, Ewy W, Nichols DJ, Milligan PA, Corrigan BW, Lockwood PA, Marshall SA, Benincosa LJ, Tensfeldt TG, Parivar K, Amantea M, Glue P, Koide H, Miller R (2007) Model-based drug development. Clin Pharmacol Ther 82:21–32

    Article  PubMed  CAS  Google Scholar 

  • Sheiner LB (1997) Learning versus confirming in clinical drug development. Clin Pharmacol Ther 61:275–291

    Article  PubMed  CAS  Google Scholar 

  • The corifollitropin alfa dose-finding study group (2008) A randomized dose-response trial of a single injection of corifollitropin alfa to sustain multifollicular growth during controlled ovarian stimulation. Hum Reprod 23:2484–2492

    Article  Google Scholar 

  • The corifollitropin alfa ENSURE study group (2010) Corifollitropin alfa for ovarian stimulation in IVF: a randomized trial in lower body-weight women. Reproductive BioMedicine Online 21(1):66–76

    Google Scholar 

  • Wakelkamp M, Alvan G, Gabrielsson J, Paintaud G (1996) Pharmacodynamic modeling of furosemide tolerance after multiple intravenous administration. Clin Pharmacol Ther 60:75–88

    Article  PubMed  CAS  Google Scholar 

  • Zhang L, Pfister M, Meibohm B (2008) Concepts and challenges in quantitative pharmacology and model-based drug development. AAPS J 10:552–559

    Article  PubMed  CAS  Google Scholar 

Download references

Acknowledgments

George Borm, Martin Struijs, Huub Jan Kleijn, Michiel van den Heuvel, Norbert Koper, Klaas Prins.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rik de Greef .

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

Zandvliet, A.S. et al. (2011). Keys of Collaboration to Enhance Efficiency and Impact of Modeling and Simulation. 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_7

Download citation

Publish with us

Policies and ethics