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Population pharmacokinetic–pharmacodynamic–disease progression model for effects of anakinra in Lewis rats with collagen-induced arthritis

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Abstract

A population pharmacokinetic–pharmacodynamic–disease progression (PK/PD/DIS) model was developed to characterize the effects of anakinra in collagen-induced arthritic (CIA) rats and explore the role of interleukin-1β (IL-1β) in rheumatoid arthritis. The CIA rats received either vehicle, or anakinra at 100 mg/kg for about 33 h, 100 mg/kg for about 188 h, or 10 mg/kg for about 188 h by subcutaneous infusion. Plasma concentrations of anakinra were assayed by enzyme-linked immunosorbent assay. Swelling of rat hind paws was measured. Population PK/PD/DIS parameters were computed for the various groups using non-linear mixed-effects modeling software (NONMEM® Version VI). The final model was assessed using visual predictive checks and nonparameter stratified bootstrapping. A two-compartment PK model with two sequential absorption processes and linear elimination was used to capture PK profiles of anakinra. A transduction-based feedback model incorporating logistic growth rate captured disease progression and indirect response model I captured drug effects. The PK and paw swelling versus time profiles in CIA rats were fitted well. Anakinra has modest effects (I max  = 0.28) on paw edema in CIA rats. The profiles are well-described by our PK/PD/DIS model which provides a basis for future mechanism-based assessment of anakinra dynamics in rheumatoid arthritis.

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References

  1. Scott DL, Wolfe F, Huizinga TW (2010) Rheumatoid arthritis. Lancet 376:1094–1108

    Article  PubMed  Google Scholar 

  2. Klareskog L, Catrina AI, Paget S (2009) Rheumatoid arthritis. Lancet 373:659–672

    Article  PubMed  CAS  Google Scholar 

  3. Lipsky PE (2007) Why does rheumatoid arthritis involve the joints. N Engl J Med 356:2419–2420

    Article  PubMed  CAS  Google Scholar 

  4. Tracey D, Klareskog L, Sasso EH, Salfeld JG, Tak PP (2008) Tumor necrosis factor antagonist mechanisms of action: a comprehensive review. Pharmacol Ther 117:244–279

    Article  PubMed  CAS  Google Scholar 

  5. Smolen JS, Aletaha D, Koeller M, Weisman MH, Emery P (2007) New therapies for treatment of rheumatoid arthritis. Lancet 370:1861–1874

    Article  PubMed  CAS  Google Scholar 

  6. Choy EH, Panayi GS (2001) Cytokine pathways and joint inflammation in rheumatoid arthritis. N Engl J Med 344:907–916

    Article  PubMed  CAS  Google Scholar 

  7. Dinarello CA (2011) Interleukin-1 in the pathogenesis and treatment of inflammatory diseases. Blood 117:3720–3732

    Article  PubMed  CAS  Google Scholar 

  8. Jacques C, Gosset M, Berenbaum F, Gabay C (2006) The role of IL-1 and IL-1Ra in joint inflammation and cartilage degradation. Vitam Horm 74:371–403

    Article  PubMed  CAS  Google Scholar 

  9. Dinarello CA (2011) A clinical perspective of IL-1beta as the gatekeeper of inflammation. Eur J Immunol 41:1203–1217

    Article  PubMed  CAS  Google Scholar 

  10. Molto A, Olive A (2010) Anti-IL-1 molecules: new comers and new indications. Joint Bone Spine 77:102–107

    Article  PubMed  CAS  Google Scholar 

  11. Cohen SB, Moreland LW, Cush JJ, Greenwald MW, Block S, Shergy WJ, Hanrahan PS, Kraishi MM, Patel A, Sun G, Bear MB (2004) A multicentre, double blind, randomised, placebo controlled trial of anakinra (Kineret), a recombinant interleukin 1 receptor antagonist, in patients with rheumatoid arthritis treated with background methotrexate. Ann Rheum Dis 63:1062–1068

    Article  PubMed  CAS  Google Scholar 

  12. Wooley PH (2004) The usefulness and the limitations of animal models in identifying targets for therapy in arthritis. Best Pract Res Clin Rheumatol 18:47–58

    Article  PubMed  CAS  Google Scholar 

  13. Hegen M, Keith JC Jr, Collins M, Nickerson-Nutter CL (2008) Utility of animal models for identification of potential therapeutics for rheumatoid arthritis. Ann Rheum Dis 67:1505–1515

    Article  PubMed  CAS  Google Scholar 

  14. 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 

  15. Wang Y, Bhattaram AV, Jadhav PR, Lesko LJ, Madabushi R, Powell JR, Qiu W, Sun H, Yim DS, Zheng JJ, Gobburu JV (2008) Leveraging prior quantitative knowledge to guide drug development decisions and regulatory science recommendations: impact of FDA pharmacometrics during 2004–2006. J Clin Pharmacol 48:146–156

    Article  PubMed  CAS  Google Scholar 

  16. Atkinson AJ Jr, Lalonde RL (2007) Introduction of quantitative methods in pharmacology and clinical pharmacology: a historical overview. Clin Pharmacol Ther 82:3–6

    Article  PubMed  Google Scholar 

  17. Earp JC, Dubois DC, Molano DS, Pyszczynski NA, Almon RR, Jusko WJ (2008) Modeling corticosteroid effects in a rat model of rheumatoid arthritis II: mechanistic pharmacodynamic model for dexamethasone effects in Lewis rats with collagen-induced arthritis. J Pharmacol Exp Ther 326:546–554

    Article  PubMed  CAS  Google Scholar 

  18. Earp JC, Dubois DC, Molano DS, Pyszczynski NA, Keller CE, Almon RR, Jusko WJ (2008) Modeling corticosteroid effects in a rat model of rheumatoid arthritis I: mechanistic disease progression model for the time course of collagen-induced arthritis in Lewis rats. J Pharmacol Exp Ther 326:532–545

    Article  PubMed  CAS  Google Scholar 

  19. R&D Systems, Inc. Human IL-1ra/IL-1F3 Immunoassay. www.rndsystems.com/pdf/DRA00B.pdf

  20. Yang BB, Baughman S, Sullivan JT (2003) Pharmacokinetics of anakinra in subjects with different levels of renal function. Clin Pharmacol Ther 74:85–94

    Article  PubMed  CAS  Google Scholar 

  21. Chang DM, Chang SY, Yeh MK, Lai JH (2004) The pharmacokinetics of interleukin-1 receptor antagonist in Chinese subjects with rheumatoid arthritis. Pharmacol Res 50:371–376

    Article  PubMed  CAS  Google Scholar 

  22. Center for Drug Evaluation and Research, Food and Drug Administration (2001) Pharmacology review, application number: 103950/0. http://www.accessdata.fda.gov/drugsatfda_docs/nda/2001/103950-0_Kineret_Pharmr.PDF

  23. Earp JC, Dubois DC, Almon RR, Jusko WJ (2009) Quantitative dynamic models of arthritis progression in the rat. Pharm Res 26:196–203

    Article  PubMed  CAS  Google Scholar 

  24. Lon HK, Liu D, Zhang Q, Dubois DC, Almon RR, Jusko WJ (2011) Pharmacokinetic-pharmacodynamic disease progression model for effect of etanercept in lewis rats with collagen-induced arthritis. Pharm Res 28:1622–1630

    Article  PubMed  CAS  Google Scholar 

  25. Holford N (2005) The visual predictive check—superiority to standard diagnostic (Rorschach) plots. www.page-meeting.org/?abstract=738

  26. Shi J, Ludden TM, Melikian AP, Gastonguay MR, Hinderling PH (2001) Population pharmacokinetics and pharmacodynamics of sotalol in pediatric patients with supraventricular or ventricular tachyarrhythmia. J Pharmacokinet Pharmacodyn 28:555–575

    Article  PubMed  CAS  Google Scholar 

  27. Efron B (1979) Bootstrap methods: another look at the jackknife. Ann Statisit 7:1–26

    Article  Google Scholar 

  28. Lindbom L, Ribbing J, Jonsson EN (2004) Perl-speaks-NONMEM (PsN)–a Perl module for NONMEM related programming. Comput Methods Programs Biomed 75:85–94

    Article  PubMed  Google Scholar 

  29. Jain L, Woo S, Gardner ER, Dahut WL, Kohn EC, Kummar S, Mould DR, Giaccone G, Yarchoan R, Venitz J, Figg WD (2011) Population pharmacokinetic analysis of sorafenib in patients with solid tumors. Br J Clin Pharmacol 72:294–305

    Article  PubMed  CAS  Google Scholar 

  30. Nam JL, Winthrop KL, Van VRF, Pavelka K, Valesini G, Hensor EM, Worthy G, Landewe R, Smolen JS, Emery P, Buch MH (2010) Current evidence for the management of rheumatoid arthritis with biological disease-modifying antirheumatic drugs: a systematic literature review informing the EULAR recommendations for the management of RA. Ann Rheum Dis 69:976–986

    Article  PubMed  CAS  Google Scholar 

  31. Mertens M, Singh JA (2009) Anakinra for rheumatoid arthritis: a systematic review. J Rheumatol 36:1118–1125

    Article  PubMed  CAS  Google Scholar 

  32. Gueorguieva I, Clark SR, McMahon CJ, Scarth S, Rothwell NJ, Tyrrell PJ, Hopkins S, Rowland M (2008) Pharmacokinetic modelling of interleukin-1 receptor antagonist in plasma and cerebrospinal fluid of patients following subarachnoid haemorrhage. Br J Clin Pharmacol 65:317–325

    Article  PubMed  CAS  Google Scholar 

  33. Kim DC, Reitz B, Carmichael DF, Bloedow DC (1995) Kidney as a major clearance organ for recombinant human interleukin-1 receptor antagonist. J Pharm Sci 84:575–580

    Article  PubMed  CAS  Google Scholar 

  34. Granowitz EV, Porat R, Mier JW, Pribble JP, Stiles DM, Bloedow DC, Catalano MA, Wolff SM, Dinarello CA (1992) Pharmacokinetics, safety and immunomodulatory effects of human recombinant interleukin-1 receptor antagonist in healthy humans. Cytokine 4:353–360

    Article  PubMed  CAS  Google Scholar 

  35. Zuurmond AM, Koudijs A, Van EB, Doornbos RP, Van MBC, Bastiaans JH, Penninks AH, Van BJH, Cnubben NH, Degroot J (2011) Integration of efficacy, pharmacokinetic and safety assessment of interleukin-1 receptor antagonist in a preclinical model of arthritis. Regul Toxicol Pharmacol 59:461–470

    Article  PubMed  CAS  Google Scholar 

  36. Wang W, Wang EQ, Balthasar JP (2008) Monoclonal antibody pharmacokinetics and pharmacodynamics. Clin Pharmacol Ther 84:548–558

    Article  PubMed  CAS  Google Scholar 

  37. Lin JH (2009) Pharmacokinetics of biotech drugs: peptides, proteins and monoclonal antibodies. Curr Drug Metab 10:661–691

    Article  PubMed  CAS  Google Scholar 

  38. Dirks NL, Meibohm B (2010) Population pharmacokinetics of therapeutic monoclonal antibodies. Clin Pharmacokinet 49:633–659

    Article  PubMed  CAS  Google Scholar 

  39. Davies B, Morris T (1993) Physiological parameters in laboratory animals and humans. Pharm Res 10:1093–1095

    Article  PubMed  CAS  Google Scholar 

  40. Giraudel JM, Diquelou A, Laroute V, Lees P, Toutain PL (2005) Pharmacokinetic/pharmacodynamic modelling of NSAIDs in a model of reversible inflammation in the cat. Br J Pharmacol 146:642–653

    Article  PubMed  CAS  Google Scholar 

  41. Jeunesse EC, Bargues IA, Toutain CE, Lacroix MZ, Letellier IM, Giraudel JM, Toutain PL (2011) Paw inflammation model in dogs for preclinical PK/PD investigations of non steroidal anti-inflammatory drugs. J Pharmacol Exp Ther 338:548–558

    Article  PubMed  CAS  Google Scholar 

  42. Sun YN, Jusko WJ (1998) Transit compartments versus gamma distribution function to model signal transduction processes in pharmacodynamics. J Pharm Sci 87:732–737

    Article  PubMed  CAS  Google Scholar 

  43. Mager DE, Jusko WJ (2001) Pharmacodynamic modeling of time-dependent transduction systems. Clin Pharmacol Ther 70:210–216

    Article  PubMed  CAS  Google Scholar 

  44. Liu L, Paolo JD, Barbosa J, Rong H, Reif K, Wong H (2011) Anti-arthritis effect of a novel bruton’s tyrosine kinase (BTK) inhibitor in rat collagen-induced arthritis and mechanism-based pharmacokinetic/pharmacodynamic modeling: relationships between inhibition of BTK phosphorylation and efficacy. J Pharmacol Exp Ther 338:154–163

    Article  PubMed  CAS  Google Scholar 

  45. Jusko WJ, Ko HC (1994) Physiologic indirect response models characterize diverse types of pharmacodynamic effects. Clin Pharmacol Ther 56:406–419

    Article  PubMed  CAS  Google Scholar 

  46. Dayneka NL, Garg V, Jusko WJ (1993) Comparison of four basic models of indirect pharmacodynamic responses. J Pharmacokinet Biopharm 21:457–478

    Article  PubMed  CAS  Google Scholar 

  47. Bendele A, McAbee T, Sennello G, Frazier J, Chlipala E, McCabe D (1999) Efficacy of sustained blood levels of interleukin-1 receptor antagonist in animal models of arthritis: comparison of efficacy in animal models with human clinical data. Arthritis Rheum 42:498–506

    Article  PubMed  CAS  Google Scholar 

  48. Schett G, Middleton S, Bolon B, Stolina M, Brown H, Zhu L, Pretorius J, Zack DJ, Kostenuik P, Feige U (2005) Additive bone-protective effects of anabolic treatment when used in conjunction with RANKL and tumor necrosis factor inhibition in two rat arthritis models. Arthritis Rheum 52:1604–1611

    Article  PubMed  CAS  Google Scholar 

  49. D’Argenio DZ, Schumitzky A (1979) A program package for simulation and parameter estimation in pharmacokinetic systems. Comput Programs Biomed 9:115–134

    Article  PubMed  Google Scholar 

  50. Zhang L, Beal SL, Sheiner LB (2003) Simultaneous vs. sequential analysis for population PK/PD data I: best-case performance. J Pharmacokinet Pharmacodyn 30:387–404

    Article  PubMed  Google Scholar 

  51. Zhang L, Beal SL, Sheiner LB (2003) Simultaneous vs. sequential analysis for population PK/PD data II: robustness of methods. J Pharmacokinet Pharmacodyn 30:405–416

    Article  PubMed  CAS  Google Scholar 

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Acknowledgments

This work was supported by the UB Center for Protein Therapeutics, fellowship support for Dr. Liu from Hoffman-La Roche Inc., fellowship support for Ms. Lon from Amgen, Inc., and NIH Grant GM24211.

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Correspondence to William J. Jusko.

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Liu, D., Lon, HK., DuBois, D.C. et al. Population pharmacokinetic–pharmacodynamic–disease progression model for effects of anakinra in Lewis rats with collagen-induced arthritis. J Pharmacokinet Pharmacodyn 38, 769–786 (2011). https://doi.org/10.1007/s10928-011-9219-z

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  • DOI: https://doi.org/10.1007/s10928-011-9219-z

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