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Nguyen J, Joseph D, Chen X, Armanios B, Sharma A, Stopfer P, Huang F. Improving the Working Models for Drug-Drug Interactions: Impact on Preclinical and Clinical Drug Development. Pharmaceutics 2025; 17:159. [PMID: 40006526 PMCID: PMC11859687 DOI: 10.3390/pharmaceutics17020159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2024] [Revised: 12/18/2024] [Accepted: 01/17/2025] [Indexed: 02/27/2025] Open
Abstract
Background: Pharmacokinetic drug-drug interactions (DDIs) can be caused by the effect of a pharmaceutical compound on the activity of one or more subtypes of the Cytochrome P450 (CYP) family, UDP-glucuronosyltransferases (UGTs), and/or transporters. As the number of therapeutic areas with polypharmacy has increased, interest has grown in assessing the risk of DDIs during the early phases of drug development. Various lines of research have led to improved mathematical models to predict DDIs, culminating in the Food and Drug Administration's (FDA) guidelines on evaluating pharmacokinetic DDI risks. However, the recommended static models are highly conservative and often result in false positive predictions. The current research aims to improve the workflow for assessing CYP-mediated DDI risk using Boehringer Ingelheim (BI) proprietary compounds. Methods: The Drug-drug Interaction Risk Calculator (PharmaPendium) was used to evaluate the mechanistic static model, and predictions were correlated with human pharmacokinetic studies from Phase I clinical trials. Results: The results demonstrated that the FDA formula performed well in predicting DDIs for BI proprietary compounds. Furthermore, the integration of either human renal excretion or preclinical species total excretion data into the mechanistic static model enhanced the predictive performance for candidate drugs as victims in DDIs. Conclusions: The basic static models (BSMs) for drug interactions should be used in early drug discovery to "rule out" DDI risks because of the minimal inputs required and the low rate of false negative predictions. Mechanistic static models (MSMs) can then be implemented for compounds that require additional evaluation.
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Affiliation(s)
- James Nguyen
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
- College of Pharmaceutical Sciences, Washington State University, Spokane, WA 99202, USA
| | - David Joseph
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
| | - Xin Chen
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
- School of Pharmacy, University of Washington, Seattle, WA 98195, USA
| | - Beshoy Armanios
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
- College of Pharmacy, University of Connecticut, Storrs, CT 06269, USA
| | - Ashish Sharma
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
| | - Peter Stopfer
- Boehringer Ingelheim Pharma GmbH & Co. KG, 88400 Biberach an der Riß, Germany;
| | - Fenglei Huang
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA; (J.N.); (D.J.); (X.C.); (B.A.); (A.S.)
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Li L, Yang X, Tran D, Seo SK, Lu Y. Combined Oral Contraceptives As Victims of Drug Interactions. Drug Metab Dispos 2023; 51:718-732. [PMID: 36963837 PMCID: PMC10197201 DOI: 10.1124/dmd.122.000854] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/04/2023] [Accepted: 03/16/2023] [Indexed: 03/26/2023] Open
Abstract
Combined oral contraceptives (COCs) are widely used in women of reproductive age in the United States. Metabolism plays an important role in the elimination of estrogens and progestins contained in COCs. It is unavoidable that a woman using COCs may need to take another drug to treat a disease. If the concurrently used drug induces enzymes responsible for the metabolism of progestins and/or estrogens, unintended pregnancy or irregular bleeding may occur. If the concurrent drug inhibits the metabolism of these exogenous hormones, there may be an increased safety risk such as thrombosis. Therefore, for an investigational drug intended to be used in women with reproductive potential, evaluating its effects on the pharmacokinetics of COCs is important to determine if additional labeling is necessary for managing drug-drug interactions (DDIs) between the concomitant product and the COCs. It is challenging to determine when this clinical drug interaction study is needed, whether an observed exposure change of progestin/estrogen is clinically meaningful, and if the results of a clinical drug interaction study with one COC can predict exposure changes of unstudied COCs to inform labeling. In this review, we summarize the current understanding of metabolic pathways of estrogens and progestins contained in commonly used COCs and known interactions of these COCs as victim drugs and we discuss possible mechanisms of interactions for unexpected results. We also discuss recent advances, knowledge gaps, and future perspectives on this important topic. The review will enhance the understanding of DDIs with COCs and improve the safe and effective use of COCs. SIGNIFICANCE STATEMENT: This minireview provides an overview of the metabolic pathways of ethinyl estradiol and progestins contained in commonly used combined oral contraceptives (COCs) and significant drug interactions of these COCs as victims. It also discusses recent advances, knowledge gaps, future perspectives, and potential mechanisms for unexpected results of clinical drug interaction studies of COCs. This minireview will help the reader understand considerations when evaluating the drug interaction potential with COCs for drugs that are expected to be used concurrently.
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Affiliation(s)
- Li Li
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
| | - Xinning Yang
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
| | - Doanh Tran
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
| | - Shirley K Seo
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
| | - Yanhui Lu
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
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Yao C, Hu K, Xi C, Li N, Wei Y. Transcriptomic analysis of cells in response to EV71 infection and 2Apro as a trigger for apoptosis via TXNIP gene. Genes Genomics 2018; 41:343-357. [DOI: 10.1007/s13258-018-0760-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 10/30/2018] [Indexed: 02/07/2023]
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Zhang N, Shon J, Kim M, Yu C, Zhang L, Huang S, Lee L, Tran D, Li L. Role of CYP3A in Oral Contraceptives Clearance. Clin Transl Sci 2018; 11:251-260. [PMID: 28986954 PMCID: PMC5944580 DOI: 10.1111/cts.12499] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 07/26/2017] [Indexed: 12/12/2022] Open
Affiliation(s)
- Nan Zhang
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
- Oak Ridge Institute for Science and Education (ORISE)TennesseeOak RidgeUSA
| | - Jihong Shon
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Myong‐Jin Kim
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Chongwoo Yu
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Lei Zhang
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Shiew‐Mei Huang
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - LaiMing Lee
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Doanh Tran
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
| | - Li Li
- Office of Clinical Pharmacology (OCP), Office of Translational Sciences (OTS)Center for Drug Evaluation and Research (CDER)US Food and Drug Administration (FDA)Silver SpringMarylandUSA
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Huang F, Voelk C, Trampisch M, Rowland L, Schultz A, Sabo JP. Pharmacokinetic Interaction between Faldaprevir and Cyclosporine or Tacrolimus in Healthy Volunteers: A Prospective, Open-Label, Fixed-Sequence, Crossover Study. Basic Clin Pharmacol Toxicol 2018; 123:84-93. [PMID: 29427400 DOI: 10.1111/bcpt.12980] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2017] [Accepted: 01/31/2018] [Indexed: 12/14/2022]
Abstract
Faldaprevir (FDV) is a potent, orally administered inhibitor of hepatitis C virus. In this single-centre, open-label, fixed-sequence, crossover study of 32 healthy adult male and female volunteers, subjects received either a single dose of cyclosporine (CsA) 50 mg (N = 16) or tacrolimus (TAC) 0.5 mg (N = 16), followed by a washout of at least 14 days. Each subject then received a loading dose of FDV 240 mg followed by 120 mg FDV once daily for 6 days. FDV 120 mg was then co-administered with an additional single dose of CsA (50 mg) or TAC (0.5 mg), followed by an additional 6 days of FDV 120 mg once daily. Intensive blood sampling was performed to assess the PK interaction potential. Assessment of relative BA indicated that exposure to CsA co-administered with FDV was similar to CsA alone. However, the AUCτ,ss and Cmax,ss of FDV were increased by 23% and 41%, respectively, when FDV was co-administered with CsA. Exposure to TAC was slightly increased (AUC0-∞ increased by 27%, no change in Cmax ) when TAC was co-administered with FDV. In contrast, exposure to FDV co-administered with TAC was similar to FDV alone. No unexpected safety findings arose from the trial. The limitations of the study (use of single, low dose of TAC and CsA, and only healthy volunteers in the trial) are discussed.
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Affiliation(s)
- Fenglei Huang
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, USA
| | - Claudia Voelk
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | | | - Lois Rowland
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, USA
| | - Armin Schultz
- CRS Clinical Research Services Mannheim GmbH, Mannheim, Germany
| | - John P Sabo
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT, USA
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Effect of Steady-State Faldaprevir on Pharmacokinetics of Atorvastatin or Rosuvastatin in Healthy Volunteers: A Prospective Open-Label, Fixed-Sequence Crossover Study. J Clin Pharmacol 2017; 57:1305-1314. [DOI: 10.1002/jcph.931] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2017] [Accepted: 04/03/2017] [Indexed: 12/12/2022]
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Sane RS, Ramsden D, Sabo JP, Cooper C, Rowland L, Ting N, Whitcher-Johnstone A, Tweedie DJ. Contribution of Major Metabolites toward Complex Drug-Drug Interactions of Deleobuvir: In Vitro Predictions and In Vivo Outcomes. Drug Metab Dispos 2016; 44:466-75. [PMID: 26684498 DOI: 10.1124/dmd.115.066985] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2015] [Accepted: 12/17/2015] [Indexed: 02/13/2025] Open
Abstract
The drug-drug interaction (DDI) potential of deleobuvir, an hepatitis C virus (HCV) polymerase inhibitor, and its two major metabolites, CD 6168 (formed via reduction by gut bacteria) and deleobuvir-acyl glucuronide (AG), was assessed in vitro. Area-under-the-curve (AUC) ratios (AUCi/AUC) were predicted using a static model and compared with actual AUC ratios for probe substrates in a P450 cocktail of caffeine (CYP1A2), tolbutamide (CYP2C9), and midazolam (CYP3A4), administered before and after 8 days of deleobuvir administration to HCV-infected patients. In vitro studies assessed inhibition, inactivation and induction of P450s. Induction was assessed in a short-incubation (10 hours) hepatocyte assay, validated using positive controls, to circumvent cytotoxicity seen with deleobuvir and its metabolites. Overall, P450 isoforms were differentially affected by deleobuvir and its two metabolites. Of note was more potent CYP2C8 inactivation by deleobuvir-AG than deleobuvir and P450 induction by CD 6168 but not by deleobuvir. The predicted net AUC ratios for probe substrates were 2.92 (CYP1A2), 0.45 (CYP2C9), and 0.97 (CYP3A4) compared with clinically observed ratios of 1.64 (CYP1A2), 0.86 (CYP2C9), and 1.23 (CYP3A4). Predictions of DDI using deleobuvir alone would have significantly over-predicted the DDI potential for CYP3A4 inhibition (AUC ratio of 6.15). Including metabolite data brought the predicted net effect close to the observed DDI. However, the static model over-predicted the induction of CYP2C9 and inhibition/inactivation of CYP1A2. This multiple-perpetrator DDI scenario highlights the application of the static model for predicting complex DDI for CYP3A4 and exemplifies the importance of including key metabolites in an overall DDI assessment.
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Affiliation(s)
- Rucha S Sane
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Diane Ramsden
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - John P Sabo
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Curtis Cooper
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Lois Rowland
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Naitee Ting
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Andrea Whitcher-Johnstone
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
| | - Donald J Tweedie
- Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, Connecticut (R.S.S, D.R., J.P.S., L.R., N.T., A.W.J, D.J.T) and Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada (C.C.)
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Kanda T, Yokosuka O, Omata M. Faldaprevir for the treatment of hepatitis C. Int J Mol Sci 2015; 16:4985-4996. [PMID: 25749475 PMCID: PMC4394460 DOI: 10.3390/ijms16034985] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2015] [Revised: 02/21/2015] [Accepted: 03/02/2015] [Indexed: 12/16/2022] Open
Abstract
The current treatments for chronic hepatitis C virus (HCV) genotype 1 infection are combinations of direct-acting antivirals, and faldaprevir is one of the new generation of HCV NS3/4A protease inhibitors. At the end of 2013, the US Food and Drug Administration (FDA) approved the HCV NS3/4A protease inhibitor simeprevir and the HCV NS5B polymerase inhibitor sofosbuvir. Simeprevir or sofosbuvir in combination with pegylated interferon and ribavirin are available for clinical use. Faldaprevir, another HCV NS3/4A protease inhibitor that also has fewer adverse events than telaprevir or boceprevir, is under development. Of interest, faldaprevir in combination with pegylated interferon and ribavirin, and interferon-free treatment with faldaprevir in combination with deleobuvir plus ribavirin provides high sustained virological response rates for HCV genotype 1 infection. The aim of this article is to review these data concerning faldaprevir. Faldaprevir in combination with pegylated interferon and ribavirin treatment appears to be associated with fewer adverse events than telaprevir or boceprevir in combination with pegylated interferon and ribavirin, and may be one of the therapeutic options for treatment-naive patients with HCV genotype 1. The interferon-free combination of faldaprevir and deleobuvir with ribavirin was effective for HCV genotype 1 infection and may hold promise for interferon-ineligible and interferon-intolerant patients.
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Affiliation(s)
- Tatsuo Kanda
- Department of Gastroenterology and Nephrology, Chiba University, Graduate School of Medicine, 1-8-1 Inohana, Chuo-ku, Chiba 260-8670, Japan.
| | - Osamu Yokosuka
- Department of Gastroenterology and Nephrology, Chiba University, Graduate School of Medicine, 1-8-1 Inohana, Chuo-ku, Chiba 260-8670, Japan.
| | - Masao Omata
- Yamanashi Hospitals (Central and Kita) Organization, 1-1-1 Fujimi, Kofu-shi, Yamanashi 400-8506, Japan.
- University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8655, Japan.
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