Literature DB >> 35945914

Cluster Gauss-Newton method analyses of PBPK model parameter combinations of coproporphyrin-I based on OATP1B-mediated rifampicin interaction studies.

Takashi Yoshikado1, Yasunori Aoki2, Tatsuki Mochizuki3, A David Rodrigues4, Koji Chiba1, Hiroyuki Kusuhara3, Yuichi Sugiyama2.   

Abstract

Coproporphyrin I (CP-I) is an endogenous biomarker supporting the prediction of drug-drug interactions (DDIs) involving hepatic organic anion transporting polypeptide 1B (OATP1B). We previously constructed a physiologically-based pharmacokinetic (PBPK) model for CP-I using clinical DDI data with an OATP1B inhibitor, rifampicin (RIF). In this study, PBPK model parameters for CP-I were estimated using the cluster Gauss-Newton method (CGNM), an algorithm used to find multiple approximate solutions for nonlinear least-squares problems. Eight unknown parameters including the hepatic overall intrinsic clearance (CLint,all ), the rate of biosynthesis (vsyn ), and the OATP1B inhibition constant of RIF(Ki,u,OATP ) were estimated by fitting to the observed CP-I blood concentrations in two different clinical studies involving changing the RIF dose. Multiple parameter combinations were obtained by CGNM that could well capture the clinical data. Among those, CLint,all , Ki,u,OATP , and vsyn were sensitive parameters. The obtained Ki,u,OATP for CP-I was 5.0- and 2.8-fold lower than that obtained for statins, confirming our previous findings describing substrate-dependent Ki,u,OATP values. In conclusion, CGNM analyses of PBPK model parameter combinations enables estimation of the three essential parameters for CP-I to capture the DDI profiles, even if the other parameters remain unidentified. The CGNM also clarified the importance of appropriate combinations of other unidentified parameters to enable capture of the CP-I concentration time course under the influence of RIF. The described CGNM approach may also support the construction of robust PBPK models for additional transporter biomarkers beyond CP-I.
© 2022 The Authors. CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics.

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Year:  2022        PMID: 35945914      PMCID: PMC9574750          DOI: 10.1002/psp4.12849

Source DB:  PubMed          Journal:  CPT Pharmacometrics Syst Pharmacol        ISSN: 2163-8306


  30 in total

1.  Transporter-mediated drug--drug interactions involving OATP substrates: predictions based on in vitro inhibition studies.

Authors:  K Yoshida; K Maeda; Y Sugiyama
Journal:  Clin Pharmacol Ther       Date:  2012-06       Impact factor: 6.875

2.  Coproporphyrins I and III as Functional Markers of OATP1B Activity: In Vitro and In Vivo Evaluation in Preclinical Species.

Authors:  Hong Shen; Jun Dai; Tongtong Liu; Yaofeng Cheng; Weiqi Chen; Chris Freeden; Yingru Zhang; W Griffith Humphreys; Punit Marathe; Yurong Lai
Journal:  J Pharmacol Exp Ther       Date:  2016-02-23       Impact factor: 4.030

Review 3.  Clinical Probes and Endogenous Biomarkers as Substrates for Transporter Drug-Drug Interaction Evaluation: Perspectives From the International Transporter Consortium.

Authors:  Xiaoyan Chu; Mingxiang Liao; Hong Shen; Kenta Yoshida; Arik A Zur; Vikram Arya; Aleksandra Galetin; Kathleen M Giacomini; Imad Hanna; Hiroyuki Kusuhara; Yurong Lai; David Rodrigues; Yuichi Sugiyama; Maciej J Zamek-Gliszczynski; Lei Zhang
Journal:  Clin Pharmacol Ther       Date:  2018-11       Impact factor: 6.875

4.  Comprehensive Evaluation of the Utility of 20 Endogenous Molecules as Biomarkers of OATP1B Inhibition Compared with Rosuvastatin and Coproporphyrin I.

Authors:  Shelby Barnett; Kayode Ogungbenro; Karelle Ménochet; Hong Shen; W Griffith Humphreys; Aleksandra Galetin
Journal:  J Pharmacol Exp Ther       Date:  2018-10-12       Impact factor: 4.030

5.  Quantitative Analyses of Hepatic OATP-Mediated Interactions Between Statins and Inhibitors Using PBPK Modeling With a Parameter Optimization Method.

Authors:  T Yoshikado; K Yoshida; N Kotani; T Nakada; R Asaumi; K Toshimoto; K Maeda; H Kusuhara; Y Sugiyama
Journal:  Clin Pharmacol Ther       Date:  2016-07-28       Impact factor: 6.875

6.  Cluster Gauss-Newton method analyses of PBPK model parameter combinations of coproporphyrin-I based on OATP1B-mediated rifampicin interaction studies.

Authors:  Takashi Yoshikado; Yasunori Aoki; Tatsuki Mochizuki; A David Rodrigues; Koji Chiba; Hiroyuki Kusuhara; Yuichi Sugiyama
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2022-08-09

Review 7.  Understanding the critical disposition pathways of statins to assess drug-drug interaction risk during drug development: it's not just about OATP1B1.

Authors:  R Elsby; C Hilgendorf; K Fenner
Journal:  Clin Pharmacol Ther       Date:  2012-10-10       Impact factor: 6.875

8.  PBPK Modeling of Coproporphyrin I as an Endogenous Biomarker for Drug Interactions Involving Inhibition of Hepatic OATP1B1 and OATP1B3.

Authors:  Takashi Yoshikado; Kota Toshimoto; Kazuya Maeda; Hiroyuki Kusuhara; Emi Kimoto; A David Rodrigues; Koji Chiba; Yuichi Sugiyama
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2018-09-30

9.  Physiologically-based pharmacokinetic model-based translation of OATP1B-mediated drug-drug interactions from coproporphyrin I to probe drugs.

Authors:  Tatsuki Mochizuki; Yasunori Aoki; Takashi Yoshikado; Kenta Yoshida; Yurong Lai; Hideki Hirabayashi; Yoshiyuki Yamaura; Kevin Rockich; Kunal Taskar; Tadayuki Takashima; Xiaoyan Chu; Maciej J Zamek-Gliszczynski; Jialin Mao; Kazuya Maeda; Kenichi Furihata; Yuichi Sugiyama; Hiroyuki Kusuhara
Journal:  Clin Transl Sci       Date:  2022-05-02       Impact factor: 4.438

10.  Gaining Mechanistic Insight Into Coproporphyrin I as Endogenous Biomarker for OATP1B-Mediated Drug-Drug Interactions Using Population Pharmacokinetic Modeling and Simulation.

Authors:  Shelby Barnett; Kayode Ogungbenro; Karelle Ménochet; Hong Shen; Yurong Lai; W Griffith Humphreys; Aleksandra Galetin
Journal:  Clin Pharmacol Ther       Date:  2018-01-17       Impact factor: 6.875

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  1 in total

1.  Cluster Gauss-Newton method analyses of PBPK model parameter combinations of coproporphyrin-I based on OATP1B-mediated rifampicin interaction studies.

Authors:  Takashi Yoshikado; Yasunori Aoki; Tatsuki Mochizuki; A David Rodrigues; Koji Chiba; Hiroyuki Kusuhara; Yuichi Sugiyama
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2022-08-09
  1 in total

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