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Predicting in vivo Target Occupancy (TO) Profiles via PBPK-TO Modeling of Warfarin Pharmacokinetics in Blood: Importance of Low Dose Data and Prediction of Stereoselective Target Interactions

Wooin Lee, Min-Soo Kim, Jiyoung Kim, Yasunori Aoki and Yuichi Sugiyama
Drug Metabolism and Disposition March 13, 2023, DMD-AR-2022-000968; DOI: https://doi.org/10.1124/dmd.122.000968
Wooin Lee
1Seoul National University, Korea, Republic of
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  • For correspondence: wooin.lee@snu.ac.kr
Min-Soo Kim
1Seoul National University, Korea, Republic of
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Jiyoung Kim
1Seoul National University, Korea, Republic of
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Yasunori Aoki
2National Institute of Informatics, Japan
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Yuichi Sugiyama
3Josai International Univ., Japan
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Abstract

Warfarin is well-recognized for its high-affinity and capacity-limited binding to the pharmacological target and undergoes target-mediated drug disposition (TMDD). Here, we developed a physiologically-based pharmacokinetic (PBPK) model that incorporated saturable target binding and other reported hepatic disposition components of warfarin. The PBPK model parameters were optimized by fitting to the reported blood PK profiles of warfarin with no stereoisomeric separation following oral dosing of racemic warfarin (0.1, 2, 5, or 10 mg) using the Cluster Gauss-Newton Method (CGNM). The CGNM-based analysis yielded multiple "accepted" sets for six optimized parameters, which were then used to simulate the warfarin blood PK and in vivo target occupancy (TO) profiles. When further analyses examined the impact of dose selection on uncertainty in parameter estimation by the PBPK modeling, the PK data from 0.1 mg dose (well below target saturation) was important in practically identifying the target binding-related parameters in vivo. When stereoselective differences were incorporated for both hepatic disposition and target interactions, our PBPK modeling predicted that R-warfarin (of slower clearance and lower target affinity than S-warfarin) contributes to TO prolongation following oral dosing of racemic warfarin. Our results extend the validity of the approach by which the PBPK-TO modeling of blood PK profiles can yield TO prediction in vivo (applicable to the drugs with targets of high affinity and abundance and limited distribution volume via non-target interactions). Our findings support that model-informed dose selection and PBPK-TO modeling may aid in TO and efficacy assessment in preclinical and clinical phase-1 studies.

Significance Statement The current PBPK modeling incorporated the reported hepatic disposition components and target binding of warfarin and analyzed the blood PK profiles from varying warfarin doses, practically identifying target binding-related parameters in vivo. By implementing the stereoselective differences between R- and S-warfarin, our analysis predicted the role of R-warfarin in prolonging overall target occupancy. Our results extend the validity of analyzing blood PK profiles to predict target occupancy in vivo, which may guide efficacy assessment in preclinical and clinical phase-1 studies.

  • pharmacokinetic modeling
  • physiologically-based pharmacokinetic modeling/PBPK
  • Copyright © 2023 American Society for Pharmacology and Experimental Therapeutics
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Drug Metabolism and Disposition: 51 (3)
Drug Metabolism and Disposition
Vol. 51, Issue 3
1 Mar 2023
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Warfarin PBPK modeling with target binding

Wooin Lee, Min-Soo Kim, Jiyoung Kim, Yasunori Aoki and Yuichi Sugiyama
Drug Metabolism and Disposition March 13, 2023, DMD-AR-2022-000968; DOI: https://doi.org/10.1124/dmd.122.000968

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OtherArticle

Warfarin PBPK modeling with target binding

Wooin Lee, Min-Soo Kim, Jiyoung Kim, Yasunori Aoki and Yuichi Sugiyama
Drug Metabolism and Disposition March 13, 2023, DMD-AR-2022-000968; DOI: https://doi.org/10.1124/dmd.122.000968
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