Physiologically Based Pharmacokinetic Modeling and...
Transcript of Physiologically Based Pharmacokinetic Modeling and...
![Page 1: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/1.jpg)
Physiologically Based Pharmacokinetic Modeling and Simulation in Drug Product
Development and Review
Xinyuan (Susie) Zhang, Ph.D.Division of Pharmacometrics/Office of Clinical
Pharmacology/OTS/CDER/FDA
International Workshop on Clinical Pharmacology of Antiviral Therapy
May 23, 2018
Disclaimer: The views expressed in this presentation are that of the speaker and do not reflect the official policy of the FDA. No official endorsement by the FDA is intended nor should be inferred.
![Page 2: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/2.jpg)
2
Why PBPK?
Prediction!
![Page 3: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/3.jpg)
3
Outline
• Introduction: PBPK / mechanism - based PK modeling
• Regulatory efforts in advancing PBPK modeling
• Case examples
• Summary
![Page 4: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/4.jpg)
4
PBPK (mechanism-based PK) Models for Absorption
Zhang X. et al. (2014) CPT
![Page 5: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/5.jpg)
5
Inputs and OutputsDrug substance and product information:•Dose and dose volume•Solubility vs. pH profiles•logP, pKa•Dissolution: MR: dissolution profiles; IR: particle size and density•Diffusion coefficient•Permeability•Metabolic kinetics
Physiological parameters•GI transit time•GI geometry•GI fluid properties •Enzymes/transporters distribution•Blood flow
PK parameters• Clearance, Vd• Tissue/organ parameters
for physiologically based distribution and elimination models
• Fa, Fg• In vivo dissolution• Drug in each cmpt
• Fh, BA• PK profiles
![Page 6: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/6.jpg)
6
PBPK (mechanism-based PK) Models for Distribution
Jones HM, et al. AAPS J (2009), Jones HM, et al. CPT (2013)
Perfusion rate-limited Permeability rate-limited
![Page 7: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/7.jpg)
7
PBPK (mechanism-based PK) Models for Metabolism and Excretion
Kusuhara H. et al. Drug Metab. Pharmacokinet. 24 (1): 37–52 (2009).
Burt HJ, et al. (2012) Simulation of the effect of urine pH on renal drug clearance using a novel population based mechanistic kidney model (Mech KiM)
![Page 8: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/8.jpg)
8
Outline
• Introduction: PBPK / mechanism - based PK modeling
• Regulatory efforts in advancing PBPK modeling
• Case examples
• Summary
![Page 9: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/9.jpg)
9
Regulatory efforts in advancing mechanistic modeling and simulation
HARMONIZE SUPPORT
GUIDE
OUTREACH
REVIEW
POLICY
RESEARCH
Zhao P. 2015 AAPS
![Page 10: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/10.jpg)
10
Advisory Committee Meetings and Public Workshops
• 2012: Meeting of the Pharmaceutical Science and Clinical Pharmacology Advisory Committee Topic 4: applications of PBPK modeling in pediatric studies
• 2014: Public workshop: Application of Physiologically Based Pharmacokinetic Modeling to Support Dose Selection
• 2016: Public workshop: Oral Absorption Modeling and Simulation for Formulation Development and Bioequivalence Evaluation Workshop
• 2017 : Meeting of the Pharmaceutical Science and Clinical Pharmacology Advisory Committee Session I: Role for physiologically based pharmacokinetic (PBPK) modeling and simulation in drug development and regulation
![Page 11: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/11.jpg)
11
PBPK Related Guidance
https://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM581965.pdfhttps://www.fda.gov/downloads/drugs/guidances/ucm292362.pdfhttps://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidances/UCM531207.pdf
![Page 12: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/12.jpg)
12
PBPK Reviews in 2014-2017 New Drug Approvals
CDER new drug approvals: https://www.fda.gov/Drugs/DevelopmentApprovalProcess/DrugInnovation/default.htmDrugs@FDA: https://www.accessdata.fda.gov/scripts/cder/daf/index.cfmSupplement new drug reviews are not included.
% in new drug approvals
15% 16% 5% 17%
2014 2015 2016 2017
Reeks1 6 7 1 8
0
1
2
3
4
5
6
7
8
9
Co
un
t
![Page 13: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/13.jpg)
13
Publications cover a wide range of PBPK aspects
Absorption
DDI
Intrinsic factors
![Page 14: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/14.jpg)
14
Outline
• Introduction: PBPK / mechanism - based PK modeling
• Regulatory efforts in advancing PBPK modeling
• Case examples
• Summary
![Page 15: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/15.jpg)
15
Case 1: Letermovir (approved in 2017)
• To explain the greater-than-dose-proportional PK of letermovir after IV and PO dosing
• To explain the difference in letermovir exposure observed in White and Japanese healthy volunteers
• To evaluate effect of letermovir on CYP3A and CYP2C8 substrates
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2017/209939Orig1s000,209940Orig1s000ClinPharmR.pdf
![Page 16: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/16.jpg)
16
General process applying PBPK to predict CYP modulation
Substrate Model
Build: in vitro + human single dose PK
Verify: other PK; Consider nonlinearity
Inhibitor/inducer Model
Build: DDI mechanisms
Verify: DDI with probes
Predict interactions
Prioritize, plan and design the critical study
Verify and modify (if necessary) substrate
model
Predict untested scenarios
Support dose recommendations
Wagner, CPT-PSP, 2015
Zhao P. March 15, 2017 Meeting of the Pharmaceutical Science and Clinical Pharmacology (PSCP) Advisory Committee
![Page 17: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/17.jpg)
17
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2017/209939Orig1s000,209940Orig1s000ClinPharmR.pdf
Effect of intrinsic factors on letermovir PK
![Page 18: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/18.jpg)
18
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2017/209939Orig1s000,209940Orig1s000ClinPharmR.pdf
Effect of ethnicity on letermovir PK
1OATP activity/abundance = 1 in Japanese; 2OATP activity/abundance = 0.58 in Japanese.
![Page 19: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/19.jpg)
19
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2017/209939Orig1s000,209940Orig1s000ClinPharmR.pdf
Effect of letermovir on CYP2C8
repaglinide
![Page 20: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/20.jpg)
20
Case 2: Panobinostat (approved in 2015)
• To evaluate the effect of rifampin (a strong CYP3A) inducer on panobinostat (PAN) exposure
• To evaluate the effect of PAN on CYP3A substrate, midazolam
• To describe the effect of food on Tmax and Cmax of PAN
• To assess the effect of elevated gastric pH on PAN absorption
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2015/205353Orig1s000ClinPharmR.pdf
![Page 21: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/21.jpg)
21
General process applying PBPK to predict oral absorption
Zhang X. AAPS J (2011)
![Page 22: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/22.jpg)
22
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2015/205353Orig1s000ClinPharmR.pdf
Effect of rifampin on PAN
![Page 23: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/23.jpg)
23
https://www.accessdata.fda.gov/drugsatfda_docs/nda/2015/205353Orig1s000ClinPharmR.pdf
Effect of PAN on CYP3A Substrate
![Page 24: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/24.jpg)
24https://www.accessdata.fda.gov/drugsatfda_docs/nda/2015/205353Orig1s000ClinPharmR.pdf
Effect of food and elevated gastric PH on PAN PK
![Page 25: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/25.jpg)
25
Summary
• PBPK is a tool for drug product development and has been used in regulatory decision making.
• Confidence level in PBPK predictive performance varies.
![Page 26: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/26.jpg)
26
Acknowledgement
• Yuching Yang, Manuela Grimstein, Jieon Lee, Yaning Wang, Shiew-Mei Huang, Issam Zineh
• Review teams
• Ping Zhao (Bill & Melinda Gates Foundation)
![Page 27: Physiologically Based Pharmacokinetic Modeling and ...regist2.virology-education.com/presentations/2018/Antiviralpk/11_zhang.pdfPhysiologically Based Pharmacokinetic Modeling and Simulation](https://reader030.fdocuments.in/reader030/viewer/2022013019/5e36ffaf9fb3fe1e7c4bdc93/html5/thumbnails/27.jpg)