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THE RIGHT DOSE Application of PK/PD modeling in pediatric - PowerPoint PPT Presentation

THE RIGHT DOSE Application of PK/PD modeling in pediatric antibiotic development Michael Cohen-Wolkowiez, M.D. Ph.D. Professor, Duke University PLAN FOR TODAY PRE-STUDY DOSE OPTIMIZATION DATA ANALYSIS LEVERAGING EHR FUTURE DIRECTIONS 2


  1. THE RIGHT DOSE Application of PK/PD modeling in pediatric antibiotic development Michael Cohen-Wolkowiez, M.D. Ph.D. Professor, Duke University

  2. PLAN FOR TODAY PRE-STUDY DOSE OPTIMIZATION DATA ANALYSIS LEVERAGING EHR FUTURE DIRECTIONS 2

  3. MOST COMMON ELIMINATION LIVER KIDNEYS OTHERS FECES, BILE, LUNG, SKIN 3

  4. FACTORS AFFECTING DOSING SIZE MATURATION LIVER, RENAL ORGAN FUNCTION OTHERS CON MEDS, BODY COMPOSITION 4

  5. PK/PD: WHAT IS IT? PHARMACOKINETICS WHAT THE BODY DOES TO THE DRUG PHARMACODYNAMICS WHAT THE DRUG DOES TO THE BODY 5

  6. PK/PD: WHY IS IT USED? UNDERSTAND ADME A BSORPTION D ISTRIBUTION M ETABOLISM E LIMINATION UNDERSTAND EXPOSURE-RESPONSE GET THE DOSE RIGHT 6

  7. THE PK CURVE: GET IT RIGHT CONCENTRATION TIME 7

  8. CHALLENGES SAMPLE SIZE PK SAMPLING ANALYSIS EXPERTISE CONSENTING 8

  9. EXAMPLE #1 SOLITHROMYCIN FLUOROKETOLIDE INDICATION CABP PEDIATRIC REQUIREMENT PK AND SAFETY 9

  10. SOLITHROMYCIN PRE-STUDY DOSE OPTIMIZATION INCREASE CHANCES OF GETTING DOSE RIGHT DATA ANALYSIS INFORMS MODELS AND ASSUMPTIONS 10

  11. DOSE OPTIMIZATION: STEPS 11

  12. DOSE OPTIMIZATION: STEPS 12

  13. DOSE OPTIMIZATION: STEPS 13

  14. DOSE OPTIMIZATION: STEPS 14

  15. TRIAL RESULTS N=96 15 Gonzalez, AAC 2018

  16. TRIAL RESULTS N=34 Age (years) Route Sim Dose Final Dose 12 to 17 IV 6 mg/kg 8 mg/kg or 400 mg 6 to <12 IV 7 mg/kg 8 mg/kg or 400 mg 2 to <6 IV 8 mg/kg 8 mg/kg 0 to <2 IV 8 mg/kg 8 mg/kg 16 Gonzalez, AAC 2018

  17. EXAMPLE #2 AMPICILLIN BETA-LACTAM INDICATION MULTIPLE PEDIATRIC REQUIREMENT OFF-PATENT PK AND SAFETY IN PREMATURE INFANTS 17

  18. AMPICILLIN DATA ANALYSIS LEVERAGING EHR INCREASES SAMPLE SIZE RARE EVENTS ‘REAL WORLD’ DATA 18

  19. AMPICILLIN PK DATA POPS(PEDIATRIC OPPORTUNISTIC PK STUDY) US, 9 SITES, 73 INFANTS EHR SAFETY DATA PEDIATRIX SIMILAR DEMOGRAPHICS AS PK POPULATION AE OF SPECIAL INTEREST SEIZURES 19

  20. DEVELOP PK MODEL 20 Tremoulet, AAC 2014

  21. SIMULATE EXPOSURE INTO EHR Sub ID Dose WT Age SrCr Cmax sim Seizures (mg/kg/day) (kg) (days) (mg/dL) (mg/L) (Y/N) 1 300 2.5 7 1.8 178 Y 2 150 2.0 10 0.4 65 N … 21 Hornik, J Peds 2016

  22. EXPOSURE-OUTCOME ANALYSIS N = 131,723 22 Hornik, J Peds 2016

  23. EXAMPLE #3 CLINDAMYCIN LINCOMYCIN INDICATION cIAI, STAPH (OFF-LABEL) GOAL DECREASE SAMPLE SIZE 23

  24. CLINDAMYCIN NEW METHOD DEVELOPMENT PHYSIOLOGICALLY-BASED PK MODELS MECHANISTIC MODELS – MODELS ARE ‘SET’ OPPORTUNISTIC PK DATA TO DEVELOP REDUCE SAMPLE SIZE INTENSE DATA TO CONFIRM 24

  25. CLINDAMYCIN 25

  26. CLINDAMYCIN PK DATA ADULT LITERATURE CHILDREN DEVELOPMENT: POPS, N=48 EVALUATION: PBPK TRIAL, N=23 PBPK MODEL DRUG PHYSICOCHEMICAL PROPERTIES GUIDANCE DOC FOR DEVELOPMENT 26

  27. TRIAL RESULTS 27 Hornik, Clin PK 2017

  28. TRIAL RESULTS Age Group N Enrolled 1-12 months 7 2-6 years 10 7-12 years 5 13-16 5 28 PI data, not peer reviewed

  29. SUMMARY: PK/PD MODELING STREAMLINE TRIALS INCREASE CHANCES OF ‘RIGHT DOSE’ CAN BE COMBINED WITH EHR DATA INCREASE POWER CAN BE USED TO DEVELOP NEW METHODS LOWER SAMPLE SIZE 29

  30. IMPACT ON CHILD HEALTH MICAFUNGIN VANCOMYCIN ANIDULAFUNGIN CEPHALEXIN FLUCONAZOLE MOXIFLOXACIN PIPERACILLIN VORICONAZOLE METRONIDAZOLE GENTAMICIN AMPICILLIN CLINDAMYCIN MEROPENEM ACYCLOVIR DAPTOMYCIN SOLITHROMYCIN DOXYCYCLINE TRIMETHOPRIM SULFAMETHOXAZOLE 30

  31. FUTURE DIRECTIONS NON-INVASIVE MEASUREMENTS MASTER PROTOCOLS EXPOSURE-RESPONSE RELATIONSHIPS BIOMARKERS INDIVIDUALIZED DOSING 31

  32. NON-INVASIVE MEASUREMENTS ANIMAL MODEL LABELED COMPOUND IN RATS INDOCYANINE GREEN USE OPTICAL IMAGING OF RETINA NON-INVASIVE NEAR-INFRARED (NIR) FLUORESCENCE SIGNAL INENSITIES CAPTURED SERIALLY OBTAIN PK PROFILE 32

  33. NON-INVASIVE MEASUREMENTS 33 Dobosz et al. J. of Biomedical Optics, 2014

  34. MASTER PROTOCOLS 34 Courtesy: Vance Fowler

  35. ACKNOWLEDGEMENTS NIH, FDA, BARDA PEDIATRIC TRIALS NETWORK STUDY SITES FAMILIES 35

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