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Statistical modelling issues arising from PK/PD bridging in paediatrics The Trileptal Example Jerry R. Nedelman, Modeling and Simulation, Novartis Workshop on Modelling in Paediatric Drug Development and Use 14 April 2008 Outline


  1. Statistical modelling issues arising from PK/PD bridging in paediatrics The Trileptal Example Jerry R. Nedelman, Modeling and Simulation, Novartis Workshop on Modelling in Paediatric Drug Development and Use 14 April 2008

  2. Outline � Background � Pediatric Decision Tree � The problem: “observational data”, potential confounding � The solution: diagnostics for confounding � Lessons learned 2 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  3. Outline � Background � Pediatric Decision Tree � The problem: “observational data”, potential confounding � The solution: diagnostics for confounding � Lessons learned 3 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  4. Background: Trileptal � Oxcarbazepine � Anti-epileptic � Activity primarily through active metabolite MHD � “PK” refers to MHD concentrations � “PD” refers to seizure rates 4 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  5. Background: Initial approval status in the U.S. Adjunctive Monotherapy therapy ☑ ☑ Adults ☑ Children Goal 5 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  6. Background: Available data Adjunctive Monotherapy therapy ☑ ☑ PK/PD PK/PD Adults ☑ PK/PD PK Children Goal 6 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  7. Background: Bridging strategy Adjunctive Monotherapy therapy ☑ ☑ PK/PD PK/PD Adults ☑ PK/PD PK Children Goal 7 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  8. Outline � Background � Pediatric Decision Tree � The problem: “observational data”, potential confounding � The solution: diagnostics for confounding � Lessons learned 8 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  9. Pediatric Decision Tree Pediatric Study Decision Tree Reasonable to assume (pediatrics vs adults) � similar disease progression? � similar response to intervention? YES TO BOTH NO Reasonable to assume similar • Conduct PK studies concentration-response (C-R) • Conduct safety/efficacy trials* in pediatrics and adults? NO NO YES • Conduct PK studies to Is there a PD measurement** achieve levels similar to adults that can be used to predict • Conduct safety trials efficacy? YES • Conduct PK/PD studies to get • Conduct safety trials C-R for PD measurement • Conduct PK studies to achieve http://www.fda.gov/cder/guidance/5341fnl.htm target concentrations based on C-R 9 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  10. Pediatric Decision Tree Pediatric Study Decision Tree Reasonable to assume (pediatrics vs adults) � similar disease progression? � similar response to intervention? YES TO BOTH NO Reasonable to assume similar • Conduct PK studies concentration-response (C-R) • Conduct safety/efficacy trials* in pediatrics and adults? NO NO YES • Conduct PK studies to Is there a PD measurement** achieve levels similar to adults that can be used to predict • Conduct safety trials efficacy? YES • Conduct PK/PD studies to get • Conduct safety trials C-R for PD measurement • Conduct PK studies to achieve target concentrations based on C-R 10 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  11. Pediatric Decision Tree: Bridging (1) Pediatric Study Decision Tree Reasonable to assume (pediatrics vs adults) � similar disease progression? � similar response to intervention? YES TO BOTH Reasonable to assume similar Adjunctive Adjunctive Monotherapy Monotherapy concentration-response (C-R) therapy therapy ☑ ☑ ☑ ☑ in pediatrics and adults? Adults Adults YES PK/PD PK/PD • Conduct PK studies to ☑ ☑ achieve levels similar to adults Children Children • Conduct safety trials PK/PD PK Goal Goal 11 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  12. Pediatric Decision Tree: Bridging (2) Pediatric Study Decision Tree Reasonable to assume (pediatrics vs adults) � similar disease progression? � similar response to intervention? YES TO BOTH Reasonable to assume similar Adjunctive Adjunctive Monotherapy Monotherapy concentration-response (C-R) therapy therapy ☑ ☑ ☑ ☑ in pediatrics and adults? Adults Adults YES PK/PD PK/PD • Conduct PK studies to ☑ ☑ achieve levels similar to adults Children Children • Conduct safety trials PK/PD PK Goal Goal 12 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  13. Pediatric Decision Tree: Burden of proof Reasonable to assume similar Adjunctive Adjunctive Monotherapy Monotherapy concentration-response (C-R) therapy therapy ☑ ☑ ☑ ☑ in pediatrics and adults? Adults Adults PK/PD PK/PD ☑ ☑ Children Children PK/PD PK Goal Goal 13 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  14. Pediatric Decision Tree: But first … Reasonable to assume similar concentration-response (C-R) in pediatrics and adults? Are the estimated PK/PD (C-R) relationships acceptable in the first place? 14 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  15. Outline � Background � Pediatric Decision Tree � The problem: “observational data”, potential confounding � The solution: diagnostics for confounding � Lessons learned 15 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  16. Observational vs Experimental � “Relationship”: Input � Output � Experimental study: Input controlled by investigator • Usually assigned randomly to experimental units • E.g., dose-controlled trial, concentration-controlled trial � Observational study: Input not controlled by investigator • E.g., PK � PD in a dose-controlled trial • PK is an output as well as an input • For PK/PD purposes, a dose-controlled trial is an observational study � What can go wrong with observational PK/PD? …. 16 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  17. Concentration-controlled PK/PD Efficacy vs Concentration 35 30 25 Efficacy 20 15 10 5 1 2 3 Concentration PK/PD data and least-squares model fit, assuming concentration controlled trial , with 3 concentrations, at each of which patients divide evenly into two groups of high and low responders 17 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  18. Dose-controlled PK/PD, scenario 1 Efficacy vs Concentration Concentration vs Dose 35 30 D 3 25 Concentration Efficacy 20 B C 2 15 10 A 1 5 1 2 3 50 100 150 200 250 Concentration Dose Suppose that in a dose-controlled trial, patients who have higher concentrations at a given dose also have higher efficacy at a given concentration , and lower goes with lower 18 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  19. Dose-controlled PK/PD, scenario 1 Efficacy vs Concentration Concentration vs Dose 35 30 D 3 25 Concentration B Efficacy 20 B C 2 15 10 A 1 5 1 2 3 50 100 150 200 250 Concentration Dose Suppose that in a dose-controlled trial, patients who have higher concentrations at a given dose also have higher efficacy at a given concentration , and lower goes with lower 19 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  20. Dose-controlled PK/PD, scenario 1 Efficacy vs Concentration Concentration vs Dose 35 30 D 3 25 Concentration B Efficacy 20 B C 2 15 C 10 A 1 5 1 2 3 50 100 150 200 250 Concentration Dose Suppose that in a dose-controlled trial, patients who have higher concentrations at a given dose also have higher efficacy at a given concentration , and lower goes with lower 20 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  21. Dose-controlled PK/PD, scenario 1 Efficacy vs Concentration Concentration vs Dose 35 30 D D 3 25 Concentration B Efficacy 20 B C 2 15 C 10 A A 1 5 1 2 3 50 100 150 200 250 Concentration Dose Suppose that in a dose-controlled trial, patients who have higher concentrations at a given dose also have higher efficacy at a given concentration , and lower goes with lower 21 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

  22. Dose-controlled PK/PD, scenario 1 Efficacy vs Concentration Concentration vs Dose 35 30 D D 3 25 Concentration B Efficacy 20 B C 2 15 C 10 A A 1 5 1 2 3 50 100 150 200 250 Concentration Dose Suppose that in a dose-controlled trial, patients who have higher concentrations at a given dose also have higher efficacy at a given concentration , and lower goes with lower 22 | Statistical Modelling Issues Arising from PK/PD Bridging in Paediatrics | Jerry R. Nedelman | 14 April 2008

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