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Application of Modeling and Simulation to a Long-Term Clinical Trial: A Direct Comparison of Simulated Data and Data Actually Observed in Japanese Osteoporosis Patients Following 3-Year Ibandronate Treatment

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An Erratum to this article was published on 20 March 2015

Abstract

Ibandronate, a nitrogen-containing bisphosphonate, is a bone resorption inhibitor widely used to prevent and treat osteoporosis. To optimize the design for a long-term clinical study of ibandronate, modeling and simulation (M&S) was performed based on the result of population pharmacodynamic analysis using the data of a short-term clinical study. A population pharmacodynamic model was constructed by the urinary C-terminal telopeptide of type I collagen (uCTx) and the lumbar spine bone mineral density (BMD) data obtained in clinical studies, including a phase II study of Japanese osteoporosis patients treated with ibandronate for 6 months. Changes in BMD over a period of 3 years were simulated from the population pharmacodynamic parameters of the patients in this phase II study. The relationship between uCTx and BMD was well described by this modeling. The functions of disease progression and supplemental treatment were incorporated into the model to simulate a long-term clinical study with high accuracy. A long-term clinical study with a 3-year treatment was conducted after this M&S. The percentage change from baseline in observed BMD values were found to be similar to the prospectively simulated values. This study showed that M&S could be a useful and powerful tool for designing and conducting long-term clinical studies when carried out in the following sequence: (1) conduct a short-term clinical study; (2) perform M&S; and (3) conduct the long-term clinical study. Application of this procedure to various other treatment agents will establish the usefulness of M&S for long-term clinical studies and bring further efficiencies to drug development.

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References

  1. Dunford JE, Thompson K, Coxon FP, Luckman SP, Hahn FM, Poulter CD, Ebetino FH, Rogers MJ. Structure-activity relationships for inhibition of farnesyl diphosphate synthase in vitro and inhibition of bone resorption in vivo by nitrogen-containing bisphosphonates. J Pharmacol Exp Ther. 2001;296:235–42.

    CAS  PubMed  Google Scholar 

  2. Eisman JA, Civitelli R, Adami S, Czerwinski E, Recknor C, Prince R, Reginster JY, Zaidi M, Felsenberg D, Hughes C, Mairon N, Masanauskaite D, Reid DM, Delmas PD, Recker RR. Efficacy and tolerability of intravenous ibandronate injections in postmenopausal osteoporosis: 2-year results from the DIVA study. J Rheumatol. 2008;35:488–97.

    CAS  PubMed  Google Scholar 

  3. Recker RR, Ste-Marie LG, Langdahl B, Czerwinski E, Bonvoisin B, Masanauskaite D, Rowell L, Felsenberg D. Effects of intermittent intravenous ibandronate injections on bone quality and micro-architecture in women with postmenopausal osteoporosis: the DIVA study. Bone. 2010;46:660–5.

    Article  CAS  PubMed  Google Scholar 

  4. Sambrook P, Cranney A, Adachi JD. Risk reduction of non-vertebral fractures with intravenous ibandronate: post-hoc analysis from DIVA. Curr Med Res Opin. 2010;26:599–604.

    Article  CAS  PubMed  Google Scholar 

  5. Bianchi G, Czerwinski E, Kenwright A, Burdeska A, Recker RR, Felsenberg D. Long-term administration of quarterly IV ibandronate is effective and well tolerated in postmenopausal osteoporosis: 5-year data from the DIVA study long-term extension. Osteoporos Int. 2012;23:1769–78.

    Article  CAS  PubMed  Google Scholar 

  6. Nakamura T, Nakano T, Ito M, Hagino H, Hashimoto J, Tobinai M, Mizunuma H. MOVER Study Group. Clinical efficacy on fracture risk and safety of 0.5 mg or 1 mg/month intravenous ibandronate versus 2.5 mg/day oral risedronate in patients with primary osteoporosis. Calcif Tissue Int. 2013;93:137–46.

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  7. Nakamura T, Mizunuma H, Itabashi A, Wada H, Ishibe M, Tajima N, Yamane H, Fukuda K, Karube M, Hasunuma T, Miyazaki T, Okamoto S, Okamoto S, Koyanagi S, Fujita N, Yamamoto M, Nakatsuka K. Intravenous injections of ibandronate for six months increase bone mass in Japanese osteoporotic subjects. J Bone Miner Res. 2006;21(Suppl 1):S182.

    Google Scholar 

  8. Pillai G, Gieschke R, Goggin T, Jacqmin P, Schimmer RC, Steimer JL. A semimechanistic and mechanistic population PK-PD model for biomarker response to ibandronate, a new bisphosphonate for the treatment of osteoporosis. Br J Clin Pharmacol. 2004;58:618–31.

    Article  PubMed Central  PubMed  Google Scholar 

  9. Reginster JY, Gieschke R. Clinical utility of a pharmacostatistical model for ibandronate in postmenopausal osteoporosis. Curr Drug Metab. 2006;7:827–36.

    Article  CAS  PubMed  Google Scholar 

  10. Gieschke R, Hayashi N, Vis P, Jacqmin P. Modelling the effects of ibandronate treatment on the time course of bone mineral density in osteoporotic postmenopausal women. In: 30th European Symposium on Calcified Tissues (ECTS), P-284, 8–12 May 2003; Rome.

  11. Kimko HC, Duffull SB. Simulation for designing clinical trials a pharmacokinetic-pharmacodynamic modeling perspective. New York: Marcel Dekker; 2003.

    Google Scholar 

  12. Ette EI, Williams PJ. Pharmacometrics: the science of quantitative pharmacology. New Jersey: Wiley; 2007.

    Book  Google Scholar 

  13. Pillai G, Gieschke R, Goggin T, Barrett J, Worth E, Steimer JL. Population pharmacokinetics of ibandronate in Caucasian and Japanese healthy males and postmenopausal females. Int J Clin Pharmacol Ther. 2006;44:655–67.

    Article  CAS  PubMed  Google Scholar 

  14. Bauss F, Wagner M, Hothorn LH. Total administered dose of ibandronate determines its effects on bone mass and architecture in ovariectomized aged rats. J Rheumatol. 2002;29:990–8.

    CAS  PubMed  Google Scholar 

  15. Bauss F, Lalla S, Endele R, Hothorn LA. Effects of treatment with ibandronate on bone mass, architecture, biomechanical properties, and bone concentration of ibandronate in ovariectomized aged rats. J Rheumatol. 2002;29:2200–8.

    CAS  PubMed  Google Scholar 

  16. Reginster JY. Oral and intravenous ibandronate in the management of postmenopausal osteoporosis: a comprehensive review. Curr Pharm Des. 2005;11:3711–28.

    Article  CAS  PubMed  Google Scholar 

  17. Thiébaud D, Burckhardt P, Kriegbaum H, Huss H, Mulder H, Juttmann JR, Schöter KH. Three monthly intravenous injections of ibandronate in the treatment of postmenopausal osteoporosis. Am J Med. 1997;103:298–307.

    Article  PubMed  Google Scholar 

  18. Chesnut CH III, Skag A, Christiansen C, Recker R, Stakkestad JA, Hoiseth A, Felsenberg D, Huss H, Gilbride J, Schimmer RC, Delmas PD. Effects of oral ibandronate administered daily or intermittently on fracture risk in postmenopausal osteoporosis. J Bone Miner Res. 2004;19:1241–9.

    Article  CAS  Google Scholar 

  19. Black DM, Kelly MP, Genant HK, Palermo L, Eastell R, Bucci-Rechtweg C, et al.; Fracture Intervention Trial Steering Committee; HORIZON Pivotal Fracture Trial Steering Committee. Bisphosphonates and fractures of the subtrochanteric or diaphyseal femur. Engl J Med. 2010;362:1761–71.

  20. Schilcher J1, Michaëlsson K, Aspenberg P. Bisphosphonate use and atypical fractures of the femoral shaft. N Engl J Med. 2011; 364:1728–37.

  21. Lemaire V1, Tobin FL, Greller LD, Cho CR, Suva LJ. Modeling the interactions between osteoblast and osteoclast activities in bone remodeling. J Theor Biol. 2004; 229(3):293–309.

  22. Post TM, Schmidt S, Peletier LA, de Greef R, Kerbusch T, Danhof M. Application of a mechanism-based disease systems model for osteoporosis to clinical data. J Pharmacokinet Pharmacodyn. 2013;40:143–56.

    Article  CAS  PubMed  Google Scholar 

  23. Pérez Ruixo JJ. Zheng J, Mandema JW. Similar relationship between the time course of bone mineral density improvement and vertebral fracture risk reduction with denosumab treatment in postmenopausal osteoporosis and prostate cancer patients on androgen deprivation therapy. J Clin Pharmacol. 2013. doi:10.1002/jcph.228.

    PubMed  Google Scholar 

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Acknowledgments

The authors thank Dr. Ronald Gieschke and Dr. Bruno Reigner, F. Hoffmann-La Roche Ltd., for discussing the study results with them. The phase II study was sponsored by Chugai Pharmaceutical Co. Ltd, Japan. The phase II/III (MOVER) study was jointly funded by Chugai Pharmaceutical Co. Ltd. and Taisho Pharmaceutical Co. Ltd. Kiyohiko Nakai, Satofumi Iida, Masato Tobinai, Junko Hashimoto, and Takehiko Kawanishi have no conflicts of interest.

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Nakai, K., Iida, S., Tobinai, M. et al. Application of Modeling and Simulation to a Long-Term Clinical Trial: A Direct Comparison of Simulated Data and Data Actually Observed in Japanese Osteoporosis Patients Following 3-Year Ibandronate Treatment. Clin Pharmacokinet 54, 295–304 (2015). https://doi.org/10.1007/s40262-014-0206-6

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