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Published in: Clinical Pharmacokinetics 10/2017

01-10-2017 | Original Research Article

Clinical Trial Simulations and Pharmacometric Analysis in Pediatrics: Application to Inhaled Loxapine in Children and Adolescents

Authors: Min Dong, Tsuyoshi Fukuda, Sally Selim, Mark A. Smith, Laura Rabinovich-Guilatt, James V. Cassella, Alexander A. Vinks

Published in: Clinical Pharmacokinetics | Issue 10/2017

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Abstract

Background and Objectives

Loxapine for inhalation is a drug-device combination product approved in adults for the acute treatment of agitation associated with schizophrenia or bipolar I disorder. The primary objective of this study was to develop a clinical trial protocol to support a phase I pharmacokinetic study in children aged 10 years and older. In addition, this report details the results of the clinical study in relation to the predicted likelihood of achieving the target exposure associated with therapeutic effect in adults.

Methods

A nonlinear mixed-effects population pharmacokinetic model was developed using adult data and was adjusted for the targeted pediatric age groups by applying allometric scaling to account for body size effects. Based on this pediatric model, age-appropriate regimens to achieve loxapine exposures similar to the ones associated with therapeutic effect in the adult studies were identified via trial simulation. D-optimal design and power analysis were conducted to identify optimal pharmacokinetic sampling times and sample size, respectively.

Results

The developed clinical trial design formed the basis of a phase I study to assess the safety and pharmacokinetics of loxapine for inhalation in children aged 10 years and older (ClinicalTrials.gov ID: NCT02184767).

Conclusion

The results of the study indicated that overall loxapine exposures were consistent with what had been predicted by the trial simulations. The presented approach illustrates how modeling and simulation can assist in the design of informative clinical trials to identify safe and effective doses and dose ranges in children and adolescents.
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Literature
1.
go back to reference Adasuve [package insert]. Horsham (PA). USA: Teva Pharmaceuticals; 2013. Adasuve [package insert]. Horsham (PA). USA: Teva Pharmaceuticals; 2013.
2.
go back to reference Heel RC, Brogden RN, Speight TM, Avery GS. Loxapine: a review of its pharmacological properties and therapeutic efficacy as an antipsychotic agent. Drugs. 1978;15(3):198–217.CrossRefPubMed Heel RC, Brogden RN, Speight TM, Avery GS. Loxapine: a review of its pharmacological properties and therapeutic efficacy as an antipsychotic agent. Drugs. 1978;15(3):198–217.CrossRefPubMed
3.
go back to reference Dinh K, Myers DJ, Glazer M, et al. In vitro aerosol characterization of Staccato® Loxapine. Int J Pharm. 2011;403(1–2):101–8.CrossRefPubMed Dinh K, Myers DJ, Glazer M, et al. In vitro aerosol characterization of Staccato® Loxapine. Int J Pharm. 2011;403(1–2):101–8.CrossRefPubMed
4.
go back to reference Allen MH, Feifel D, Lesem MD, et al. Efficacy and safety of loxapine for inhalation in the treatment of agitation in patients with schizophrenia: a randomized, double-blind, placebo-controlled trial. J Clin Psychiatry. 2011;72(10):1313–21.CrossRefPubMed Allen MH, Feifel D, Lesem MD, et al. Efficacy and safety of loxapine for inhalation in the treatment of agitation in patients with schizophrenia: a randomized, double-blind, placebo-controlled trial. J Clin Psychiatry. 2011;72(10):1313–21.CrossRefPubMed
5.
go back to reference Lesem MD, Tran-Johnson TK, Riesenberg RA, et al. Rapid acute treatment of agitation in individuals with schizophrenia: multicentre, randomised, placebo-controlled study of inhaled loxapine. Br J Psychiatry. 2011;198(1):51–8.CrossRefPubMed Lesem MD, Tran-Johnson TK, Riesenberg RA, et al. Rapid acute treatment of agitation in individuals with schizophrenia: multicentre, randomised, placebo-controlled study of inhaled loxapine. Br J Psychiatry. 2011;198(1):51–8.CrossRefPubMed
6.
go back to reference Kwentus J, Riesenberg RA, Marandi M, et al. Rapid acute treatment of agitation in patients with bipolar I disorder: a multicenter, randomized, placebo-controlled clinical trial with inhaled loxapine. Bipolar Disord. 2012;14(1):31–40.CrossRefPubMed Kwentus J, Riesenberg RA, Marandi M, et al. Rapid acute treatment of agitation in patients with bipolar I disorder: a multicenter, randomized, placebo-controlled clinical trial with inhaled loxapine. Bipolar Disord. 2012;14(1):31–40.CrossRefPubMed
7.
go back to reference Geller B, Luby J. Child and adolescent bipolar disorder: a review of the past 10 years. J Am Acad Child Adolesc Psychiatry. 1997;36(9):1168–76.CrossRefPubMed Geller B, Luby J. Child and adolescent bipolar disorder: a review of the past 10 years. J Am Acad Child Adolesc Psychiatry. 1997;36(9):1168–76.CrossRefPubMed
8.
go back to reference Hafner H, Nowotny B. Epidemiology of early-onset schizophrenia. Eur Arch Psychiatry Clin Neurosci. 1995;245(2):80–92.CrossRefPubMed Hafner H, Nowotny B. Epidemiology of early-onset schizophrenia. Eur Arch Psychiatry Clin Neurosci. 1995;245(2):80–92.CrossRefPubMed
9.
go back to reference Hellings JA, Reed G, Cain SE, et al. Loxapine add-on for adolescents and adults with autism spectrum disorders and irritability. J Child Adolesc Psychopharmacol. 2015;25(2):150–9.CrossRefPubMedPubMedCentral Hellings JA, Reed G, Cain SE, et al. Loxapine add-on for adolescents and adults with autism spectrum disorders and irritability. J Child Adolesc Psychopharmacol. 2015;25(2):150–9.CrossRefPubMedPubMedCentral
10.
go back to reference Reinblatt SP, Abanilla PK, Jummani R, Coffey B. Loxapine treatment in an autistic child with aggressive behavior: therapeutic challenges. J Child Adolesc Psychopharmacol. 2006;16(5):639–43.CrossRefPubMed Reinblatt SP, Abanilla PK, Jummani R, Coffey B. Loxapine treatment in an autistic child with aggressive behavior: therapeutic challenges. J Child Adolesc Psychopharmacol. 2006;16(5):639–43.CrossRefPubMed
11.
go back to reference Spyker DA, Munzar P, Cassella JV. Pharmacokinetics of loxapine following inhalation of a thermally generated aerosol in healthy volunteers. J Clin Pharmacol. 2010;50(2):169–79.CrossRefPubMed Spyker DA, Munzar P, Cassella JV. Pharmacokinetics of loxapine following inhalation of a thermally generated aerosol in healthy volunteers. J Clin Pharmacol. 2010;50(2):169–79.CrossRefPubMed
12.
go back to reference Luo JP, Vashishtha SC, Hawes EM, et al. In vitro identification of the human cytochrome p450 enzymes involved in the oxidative metabolism of loxapine. Biopharm Drug Dispos. 2011;32(7):398–407.CrossRefPubMed Luo JP, Vashishtha SC, Hawes EM, et al. In vitro identification of the human cytochrome p450 enzymes involved in the oxidative metabolism of loxapine. Biopharm Drug Dispos. 2011;32(7):398–407.CrossRefPubMed
13.
go back to reference Midha KK, Hubbard JW, McKay G, et al. The role of metabolites in a bioequivalence study 1: loxapine, 7-hydroxyloxapine and 8-hydroxyloxapine. Int J Clin Pharmacol Ther Toxicol. 1993;31(4):177–83.PubMed Midha KK, Hubbard JW, McKay G, et al. The role of metabolites in a bioequivalence study 1: loxapine, 7-hydroxyloxapine and 8-hydroxyloxapine. Int J Clin Pharmacol Ther Toxicol. 1993;31(4):177–83.PubMed
14.
15.
go back to reference Zimmer JS, Needham SR, Christianson CD, et al. Validation of HPLC-MS/MS methods for analysis of loxapine, amoxapine, 7-OH-loxapine, 8-OH-loxapine and loxapine N-oxide in human plasma. Bioanalysis. 2010;2(12):1989–2000.CrossRefPubMed Zimmer JS, Needham SR, Christianson CD, et al. Validation of HPLC-MS/MS methods for analysis of loxapine, amoxapine, 7-OH-loxapine, 8-OH-loxapine and loxapine N-oxide in human plasma. Bioanalysis. 2010;2(12):1989–2000.CrossRefPubMed
16.
go back to reference Beal S, Sheiner LB, Boeckmann A, Bauer RJ. NONMEM user’s guide (1989–2009). Ellicott City (MO): ICON Development Solutions; 2009. Beal S, Sheiner LB, Boeckmann A, Bauer RJ. NONMEM user’s guide (1989–2009). Ellicott City (MO): ICON Development Solutions; 2009.
17.
18.
go back to reference Jonsson EN, Karlsson MO. Xpose: an S-PLUS based population pharmacokinetic/pharmacodynamic model building aid for NONMEM. Comput Methods Programs Biomed. 1999;58(1):51–64.CrossRefPubMed Jonsson EN, Karlsson MO. Xpose: an S-PLUS based population pharmacokinetic/pharmacodynamic model building aid for NONMEM. Comput Methods Programs Biomed. 1999;58(1):51–64.CrossRefPubMed
19.
go back to reference Dong M, McGann PT, Mizuno T, et al. Development of a pharmacokinetic-guided dose individualization strategy for hydroxyurea treatment in children with sickle cell anaemia. Br J Clin Pharmacol. 2016;81(4):742–52.CrossRefPubMedPubMedCentral Dong M, McGann PT, Mizuno T, et al. Development of a pharmacokinetic-guided dose individualization strategy for hydroxyurea treatment in children with sickle cell anaemia. Br J Clin Pharmacol. 2016;81(4):742–52.CrossRefPubMedPubMedCentral
20.
go back to reference Mould DR, Upton RN. Basic concepts in population modeling, simulation, and model-based drug development-part 2: introduction to pharmacokinetic modeling methods. CPT Pharmacometrics Syst Pharmacol. 2013;2:e38.CrossRefPubMedPubMedCentral Mould DR, Upton RN. Basic concepts in population modeling, simulation, and model-based drug development-part 2: introduction to pharmacokinetic modeling methods. CPT Pharmacometrics Syst Pharmacol. 2013;2:e38.CrossRefPubMedPubMedCentral
21.
22.
go back to reference Holford N. The visual predictive check: superiority to standard diagnostic (Rorschach) plots [abstract no. 738]. Annual Meeting of the Population Approach Group in Europe; 16–17 Jun 2005; Pamplona, Spain. Holford N. The visual predictive check: superiority to standard diagnostic (Rorschach) plots [abstract no. 738]. Annual Meeting of the Population Approach Group in Europe; 16–17 Jun 2005; Pamplona, Spain.
23.
go back to reference Keizer RJ, Karlsson MO, Hooker A. Modeling and simulation workbench for NONMEM: tutorial on Pirana, PsN, and Xpose. CPT Pharmacometrics Syst Pharmacol. 2013;2:e50.CrossRefPubMedPubMedCentral Keizer RJ, Karlsson MO, Hooker A. Modeling and simulation workbench for NONMEM: tutorial on Pirana, PsN, and Xpose. CPT Pharmacometrics Syst Pharmacol. 2013;2:e50.CrossRefPubMedPubMedCentral
24.
go back to reference Anderson BJ, Holford NH. Tips and traps analyzing pediatric PK data. Paediatr Anaesth. 2011;21(3):222–37.CrossRefPubMed Anderson BJ, Holford NH. Tips and traps analyzing pediatric PK data. Paediatr Anaesth. 2011;21(3):222–37.CrossRefPubMed
25.
go back to reference Vinks AA, Emoto C, Fukuda T. Modeling and simulation in pediatric drug therapy: application of pharmacometrics to define the right dose for children. Clin Pharmacol Ther. 2015;98(3):298–308.CrossRefPubMed Vinks AA, Emoto C, Fukuda T. Modeling and simulation in pediatric drug therapy: application of pharmacometrics to define the right dose for children. Clin Pharmacol Ther. 2015;98(3):298–308.CrossRefPubMed
26.
go back to reference Anderson BJ, Allegaert K, Holford NH. Population clinical pharmacology of children: modelling covariate effects. Eur J Pediatr. 2006;165(12):819–29.CrossRefPubMed Anderson BJ, Allegaert K, Holford NH. Population clinical pharmacology of children: modelling covariate effects. Eur J Pediatr. 2006;165(12):819–29.CrossRefPubMed
28.
go back to reference Liu T, Ghafoori P, Gobburu JV. Allometry is a reasonable choice in pediatric drug development. J Clin Pharmacol. doi:10.1002/jcph.831. [Epub ahead of print]. Liu T, Ghafoori P, Gobburu JV. Allometry is a reasonable choice in pediatric drug development. J Clin Pharmacol. doi:10.​1002/​jcph.​831. [Epub ahead of print].
29.
go back to reference Edginton AN, Shah B, Sevestre M, Momper JD. The integration of allometry and virtual populations to predict clearance and clearance variability in pediatric populations over the age of 6 years. Clin Pharmacokinet. 2013;52(8):693–703.CrossRefPubMed Edginton AN, Shah B, Sevestre M, Momper JD. The integration of allometry and virtual populations to predict clearance and clearance variability in pediatric populations over the age of 6 years. Clin Pharmacokinet. 2013;52(8):693–703.CrossRefPubMed
30.
go back to reference Kolokotrones T, Van S, Deeds EJ, Fontana W. Curvature in metabolic scaling. Nature. 2010;464(7289):753–6.CrossRefPubMed Kolokotrones T, Van S, Deeds EJ, Fontana W. Curvature in metabolic scaling. Nature. 2010;464(7289):753–6.CrossRefPubMed
31.
go back to reference Krekels EH, van Hasselt JG, Tibboel D, et al. Systematic evaluation of the descriptive and predictive performance of paediatric morphine population models. Pharm Res. 2011;28(4):797–811.CrossRefPubMed Krekels EH, van Hasselt JG, Tibboel D, et al. Systematic evaluation of the descriptive and predictive performance of paediatric morphine population models. Pharm Res. 2011;28(4):797–811.CrossRefPubMed
32.
go back to reference Mahmood I. Pharmacokinetic allometric scaling of antibodies: application to the first-in-human dose estimation. J Pharm Sci. 2009;98(10):3850–61.CrossRefPubMed Mahmood I. Pharmacokinetic allometric scaling of antibodies: application to the first-in-human dose estimation. J Pharm Sci. 2009;98(10):3850–61.CrossRefPubMed
33.
go back to reference Dunne J, Rodriguez WJ, Murphy MD, et al. Extrapolation of adult data and other data in pediatric drug-development programs. Pediatrics. 2011;128(5):e1242–9.CrossRefPubMed Dunne J, Rodriguez WJ, Murphy MD, et al. Extrapolation of adult data and other data in pediatric drug-development programs. Pediatrics. 2011;128(5):e1242–9.CrossRefPubMed
34.
go back to reference Bergsma TT, Knebel W, Fisher J, et al. Facilitating pharmacometric workflow with the metrumrg package for R. Comput Methods Programs Biomed. 2013;109(1):77–85.CrossRefPubMed Bergsma TT, Knebel W, Fisher J, et al. Facilitating pharmacometric workflow with the metrumrg package for R. Comput Methods Programs Biomed. 2013;109(1):77–85.CrossRefPubMed
35.
go back to reference Duffull S, Denman N, Eccleston J, Kimko H. WinPOPT (version 1.2) user guide. Dunedin: School of Pharmacy, University of Otago; 2008. Duffull S, Denman N, Eccleston J, Kimko H. WinPOPT (version 1.2) user guide. Dunedin: School of Pharmacy, University of Otago; 2008.
36.
go back to reference Wang Y, Jadhav PR, Lala M, Gobburu JV. Clarification on precision criteria to derive sample size when designing pediatric pharmacokinetic studies. J Clin Pharmacol. 2012;52(10):1601–6.CrossRefPubMed Wang Y, Jadhav PR, Lala M, Gobburu JV. Clarification on precision criteria to derive sample size when designing pediatric pharmacokinetic studies. J Clin Pharmacol. 2012;52(10):1601–6.CrossRefPubMed
37.
go back to reference D’Hondt E, Deforche B, Gentier I, et al. A longitudinal analysis of gross motor coordination in overweight and obese children versus normal-weight peers. Int J Obes (Lond). 2013;37(1):61–7.CrossRef D’Hondt E, Deforche B, Gentier I, et al. A longitudinal analysis of gross motor coordination in overweight and obese children versus normal-weight peers. Int J Obes (Lond). 2013;37(1):61–7.CrossRef
38.
go back to reference Damme TV, Simons J, Sabbe B, van West D. Motor abilities of children and adolescents with a psychiatric condition: a systematic literature review. World J Psychiatry. 2015;5(3):315–29.PubMedPubMedCentral Damme TV, Simons J, Sabbe B, van West D. Motor abilities of children and adolescents with a psychiatric condition: a systematic literature review. World J Psychiatry. 2015;5(3):315–29.PubMedPubMedCentral
Metadata
Title
Clinical Trial Simulations and Pharmacometric Analysis in Pediatrics: Application to Inhaled Loxapine in Children and Adolescents
Authors
Min Dong
Tsuyoshi Fukuda
Sally Selim
Mark A. Smith
Laura Rabinovich-Guilatt
James V. Cassella
Alexander A. Vinks
Publication date
01-10-2017
Publisher
Springer International Publishing
Published in
Clinical Pharmacokinetics / Issue 10/2017
Print ISSN: 0312-5963
Electronic ISSN: 1179-1926
DOI
https://doi.org/10.1007/s40262-017-0512-x

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