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Ngo LT, Yun HY, Chae JW. Application of the Population Pharmacokinetics Model-Based Approach to the Prediction of Drug-Drug Interaction between Rivaroxaban and Carbamazepine in Humans. Pharmaceuticals (Basel) 2023; 16:ph16050684. [PMID: 37242468 DOI: 10.3390/ph16050684] [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: 04/10/2023] [Revised: 04/27/2023] [Accepted: 04/30/2023] [Indexed: 05/28/2023] Open
Abstract
Rivaroxaban (RIV) is one of the direct oral anticoagulants used to prevent and treat venous and arterial thromboembolic events. Considering the therapeutic indications, RIV is likely to be concomitantly administered with various other drugs. Among these is carbamazepine (CBZ), one of the recommended first-line options to control seizures and epilepsy. RIV is a strong substrate of cytochrome P450 (CYP) enzymes and Pgp/BCRP efflux transporters. Meanwhile, CBZ is well known as a strong inducer of these enzymes and transporters. Therefore, drug-drug interaction (DDI) between CBZ and RIV is expected. This study aimed to predict the DDI profile of CBZ and RIV in humans by using a population pharmacokinetics (PK) model-based approach. We previously investigated the population PK parameters of RIV administered alone or with CBZ in rats. In this study, those parameters were extrapolated from rats to humans by using simple allometry and liver blood flow scaling, and then applied to back-simulate the PK profiles of RIV in humans (20 mg RIV per day) used alone or with CBZ (900 mg CBZ per day). Results showed that CBZ significantly reduced RIV exposure. The AUCinf and Cmax of RIV decreased by 52.3% and 41.0%, respectively, following the first RIV dose, and by 68.5% and 49.8% at the steady state. Therefore, the co-administration of CBZ and RIV warrants caution. Further studies investigating the extent of DDIs between these drugs should be conducted in humans to fully understand their safety and effects.
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Affiliation(s)
- Lien Thi Ngo
- College of Pharmacy, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Hwi-Yeol Yun
- College of Pharmacy, Chungnam National University, Daejeon 34134, Republic of Korea
- Department of Bio-AI Convergence, Chungnam National University, Daejeon 34134, Republic of Korea
| | - Jung-Woo Chae
- College of Pharmacy, Chungnam National University, Daejeon 34134, Republic of Korea
- Department of Bio-AI Convergence, Chungnam National University, Daejeon 34134, Republic of Korea
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Moore CF, Zamarripa CA, Weerts EM. Oral Cannabidiol does not alter Alcohol Seeking and Self-Administration in Baboons. Drug Alcohol Depend 2023; 245:109829. [PMID: 36871377 PMCID: PMC10033431 DOI: 10.1016/j.drugalcdep.2023.109829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 02/16/2023] [Accepted: 02/17/2023] [Indexed: 03/07/2023]
Abstract
BACKGROUND The cannabinoid cannabidiol (CBD) is currently under investigation as a pharmacotherapy for alcohol use disorder. The aim of the present study was to examine whether acute and chronic treatment with pure CBD would decrease alcohol seeking and consumption behaviors or alter drinking patterns in male baboons with extensive histories of daily alcohol intake (1 g/kg/day). METHODS Seven male baboons self-administered oral alcohol (4% w/v) in a validated chained schedule of reinforcement (CSR) procedure that modeled periods of anticipation, seeking, and consumption. In Experiment 1, CBD (5-40 mg/kg) or vehicle (peanut oil, USP) was administered orally 15- or 90-minutes prior to the start of the session. In Experiment 2, oral doses of CBD (10-40 mg/kg) or vehicle were administered for 5 consecutive days during ongoing alcohol access under the CSR. In addition, behavioral observations were conducted to assess potential drug side effects (e.g., sedation, motor incoordination) following chronic CBD treatment immediately after the session and 24-hours after drug administration. RESULTS Across both experiments, baboons self-administered an average of 1 g/kg/day of alcohol under baseline conditions. Administration of acute or chronic CBD (150-1200 mg total CBD dose/day) that encompassed the purported therapeutic dose range did not significantly reduce alcohol seeking, self-administration or intake (g/kg). Drinking patterns (i.e., number of drinks/bouts, bout duration, nor interdrink interval) also were not altered. There were no observable behavioral disruptions following CBD treatment. CONCLUSIONS In sum, the current data do not support use of pure CBD as an effective pharmacotherapy to reduce ongoing excessive drinking.
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Affiliation(s)
| | - C Austin Zamarripa
- Behavioral Pharmacology Research Unit, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Dr., Baltimore, MD 21224, USA
| | - Elise M Weerts
- Division of Behavioral Biology, USA; Behavioral Pharmacology Research Unit, Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, 5510 Nathan Shock Dr., Baltimore, MD 21224, USA.
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Sex Difference and Benzene Exposure: Does It Matter? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19042339. [PMID: 35206525 PMCID: PMC8872447 DOI: 10.3390/ijerph19042339] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/15/2022] [Accepted: 02/16/2022] [Indexed: 11/16/2022]
Abstract
Sex-related biological differences might lead to different effects in women and men when they are exposed to risk factors. A scoping review was carried out to understand if sex could be a discriminant in health outcomes due to benzene. Studies on both animals and humans were collected. In vivo surveys, focusing on genotoxicity, hematotoxicity and effects on metabolism suggested a higher involvement of male animals (mice or rats) in adverse health effects. Conversely, the studies on humans, focused on the alteration of blood parameters, myeloid leukemia incidence and biomarker rates, highlighted that, overall, women had significantly higher risk for blood system effects and a metabolization of benzene 23-26% higher than men, considering a similar exposure situation. This opposite trend highlights that the extrapolation of in vivo findings to human risk assessment should be taken with caution. However, it is clear that sex is a physiological parameter to consider in benzene exposure and its health effects. The topic of sex difference linked to benzene in human exposure needs further research, with more numerous samples, to obtain a higher strength of data and more indicative findings. Sex factor, and gender, could have significant impacts on occupational exposures and their health effects, even if there are still uncertainties and gaps that need to be filled.
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A hybrid modeling approach for assessing mechanistic models of small molecule partitioning in vivo using a machine learning-integrated modeling platform. Sci Rep 2021; 11:11143. [PMID: 34045592 PMCID: PMC8160209 DOI: 10.1038/s41598-021-90637-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 05/13/2021] [Indexed: 12/17/2022] Open
Abstract
Prediction of the first-in-human dosing regimens is a critical step in drug development and requires accurate quantitation of drug distribution. Traditional in vivo studies used to characterize clinical candidate’s volume of distribution are error-prone, time- and cost-intensive and lack reproducibility in clinical settings. The paper demonstrates how a computational platform integrating machine learning optimization with mechanistic modeling can be used to simulate compound plasma concentration profile and predict tissue-plasma partition coefficients with high accuracy by varying the lipophilicity descriptor logP. The approach applied to chemically diverse small molecules resulted in comparable geometric mean fold-errors of 1.50 and 1.63 in pharmacokinetic outputs for direct tissue:plasma partition and hybrid logP optimization, with the latter enabling prediction of tissue permeation that can be used to guide toxicity and efficacy dosing in human subjects. The optimization simulations required to achieve these results were parallelized on the AWS cloud and generated outputs in under 5 h. Accuracy, speed, and scalability of the framework indicate that it can be used to assess the relevance of other mechanistic relationships implicated in pharmacokinetic-pharmacodynamic phenomena with a lower risk of overfitting datasets and generate large database of physiologically-relevant drug disposition for further integration with machine learning models.
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Nanoparticles that do not compete with endogenous ligands - Molecular characterization in vitro, acute safety in canine, and interspecies pharmacokinetics modeling to humans. J Control Release 2021; 332:64-73. [PMID: 33600881 DOI: 10.1016/j.jconrel.2021.02.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Revised: 02/04/2021] [Accepted: 02/06/2021] [Indexed: 11/21/2022]
Abstract
A vast majority, if not all of the receptor-mediated drug delivery systems utilize nanoparticles that are conjugated to physiological mimic ligands, with testing restricted to in vitro and rodent models. In this report, we present for the first time, a full spectrum characterization of transferrin receptor 1 (TfR1)-targeted polymeric nanoparticles (abbreviated, P2Ns-GA) that do not compete with endogenous transferrin, and serve as a versatile platform for oral drug delivery. Based on endocytosis inhibitors and receptor knockdown, the cellular uptake of P2Ns-GA is clathrin-mediated and dependent on TfR1 expression, but other trafficking mechanisms, particularly those involving caveolae/lipid rafts, can also play a role. The utility of P2Ns-GA in promoting the oral bioavailability of encapsulated compounds is demonstrated with a hydrophobic polyphenol, urolithin A (UA). When compared against plain UA or UA in ligand-free nanoparticles, UA-loaded P2Ns-GA led to markedly higher plasma concentrations among healthy canines, with no adverse health effects observed after oral dosing. Finally, a semi-mechanistic pharmacokinetic model was developed using both rat and dog datasets to quantitatively evaluate the effect of P2Ns-GA on oral bioavailability of UA. The model was allometrically scaled to humans to simulate clinical pharmacokinetics of plain UA and UA-loaded P2Ns-GA following oral administration.
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Tess DA, Eng H, Kalgutkar AS, Litchfield J, Edmonds DJ, Griffith DA, Varma MVS. Predicting the Human Hepatic Clearance of Acidic and Zwitterionic Drugs. J Med Chem 2020; 63:11831-11844. [PMID: 32985885 DOI: 10.1021/acs.jmedchem.0c01033] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Prospective predictions of human hepatic clearance for anionic/zwitterionic compounds, which are oftentimes subjected to transporter-mediated uptake, are challenging in drug discovery. We evaluated the utility of preclinical species, rats and cynomolgus monkeys [nonhuman primates (NHPs)], to predict the human hepatic clearance using a diverse set of acidic/zwitterionic drugs. Preclinical clearance data were generated following intravenous dosing in rats/NHPs and compared to the human clearance data (n = 18/27). Single-species scaling of NHP clearance with an allometric exponent of 0.50 allowed for good prediction of human clearance (fold error ∼2.1, bias ∼1.0), with ∼86% predictions within 3-fold. In comparison, rats underpredicted the clearance of lipophilic acids, while overprediction was noted for hydrophilic acids. Finally, an in vitro clearance assay based on human hepatocytes, which is routinely used in discovery setting, markedly underpredicted human clearance (bias ∼0.12). Collectively, this study provides insights into the usefulness of the preclinical models in enabling pharmacokinetic optimization for acid/zwitterionic drug candidates.
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Affiliation(s)
- David A Tess
- Medicine Design, Pfizer Worldwide Research & Development, Cambridge, Massachusetts 02139, United States
| | - Heather Eng
- Medicine Design, Pfizer Worldwide Research & Development, Groton, Connecticut 06340, United States
| | - Amit S Kalgutkar
- Medicine Design, Pfizer Worldwide Research & Development, Cambridge, Massachusetts 02139, United States
| | - John Litchfield
- Medicine Design, Pfizer Worldwide Research & Development, Cambridge, Massachusetts 02139, United States
| | - David J Edmonds
- Medicine Design, Pfizer Worldwide Research & Development, Cambridge, Massachusetts 02139, United States
| | - David A Griffith
- Medicine Design, Pfizer Worldwide Research & Development, Cambridge, Massachusetts 02139, United States
| | - Manthena V S Varma
- Medicine Design, Pfizer Worldwide Research & Development, Groton, Connecticut 06340, United States
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Lombardo F, Bentzien J, Berellini G, Muegge I. In Silico Models of Human PK Parameters. Prediction of Volume of Distribution Using an Extensive Data Set and a Reduced Number of Parameters. J Pharm Sci 2020; 110:500-509. [PMID: 32891631 DOI: 10.1016/j.xphs.2020.08.023] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/27/2020] [Accepted: 08/27/2020] [Indexed: 12/15/2022]
Abstract
A novel, descriptor-parsimonious in silico model to predict human VDss (volume of distribution at steady-state) has been derived and thoroughly tested in a quasi-prospective regimen using an independent test set of 213 compounds. The model performs on par with a former benchmark model that relied on far more descriptors. As a result, the new random forest model relying on only six descriptors allows for interpretations that help chemists to design compounds with desired human VDss values. A comparison of in silico predictions of VDss with models using in vitro derived descriptors or in vivo scaling methods supports the strength of the in-silico approach, considering its resource- and animal-sparing nature. The strong performance of the in silico VDss models on structurally novel compounds supports the high degree of confidence that can be placed in using in silico human VDss predictions for compound design and human dose predictions.
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Affiliation(s)
- Franco Lombardo
- Drug Metabolism and Bioanalysis Group, Alkermes Inc, Waltham, MA 02451, USA.
| | - Jörg Bentzien
- Modeling and Informatics Group, Alkermes Inc, Waltham, MA 02451, USA
| | - Giuliano Berellini
- Drug Metabolism and Bioanalysis Group, Alkermes Inc, Waltham, MA 02451, USA
| | - Ingo Muegge
- Modeling and Informatics Group, Alkermes Inc, Waltham, MA 02451, USA
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Zhu P, Hsu CH, Hu C, Wong P, Sy SKB, Nandy P, Zhou H. Application of Trial Simulation in the Design of a Prospective Study for Concentration-QTc Analysis in Support of a Thorough QT Study Waiver. AAPS JOURNAL 2020; 22:101. [PMID: 32743691 DOI: 10.1208/s12248-020-00488-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Accepted: 07/16/2020] [Indexed: 11/30/2022]
Abstract
The concentration-QTc (C-QTc) analysis is often applied in the first-in-human (FIH) study to demonstrate the absence of a QTc effect in support of a TQT waiver. However, a C-QTc analysis without properly designed sensitivity could fail to conclude the absence of a QTc effect at high concentrations, even though the compound is QTc negative. This is because the 90% confidence interval (CI) of the model-derived ∆∆QTc grows wider with increasing concentration, and the upper-bound could cross the 10-ms threshold, even though the slope is close to 0. So far, there is no simple math formula to calculate the sensitivity/specificity of a C-QTc analysis. A PK/QTc trial simulation scheme was applied to optimize the design features of a C-QTc trial in FIH studies by evaluating the study's sensitivity over a wide concentration range, circumventing the problem of not knowing the target concentration during FIH studies. It was also used to ensure that the specificity of the trial was well-controlled. Simulation showed that the study sensitivity can be quantitatively gauged by optimizing the dose range, the number of samples per subjects or subject number, and by sampling around Tmax, and at steady-state. The specificity of the trial can also be evaluated with this approach, and it is important to combine model-derived ∆∆QTc and slope estimate in the evaluation. The trial simulation approach helps maximize the probability of success of C-QTc analyses in FIH studies intended to support a TQT waiver.
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Affiliation(s)
- Peijuan Zhu
- Clinical Pharmacology & Pharmacometrics, Janssen Research & Development LLC, Raritan, New Jersey, USA.
| | - Chyi-Hung Hsu
- Clinical Pharmacology & Pharmacometrics, Janssen Research & Development LLC, Raritan, New Jersey, USA
| | - Chuanpu Hu
- Clinical Pharmacology & Pharmacometrics, Janssen Research & Development LLC, Spring House, Pennsylvania, USA
| | - Peggy Wong
- Quantitative Science, Janssen Research & Development LLC, Raritan, New Jersey, USA
| | - Sherwin K B Sy
- Department of Statistics, State University of Maringá, Maringá, Paraná, Brazil
| | - Partha Nandy
- Clinical Pharmacology & Pharmacometrics, Janssen Research & Development LLC, Raritan, New Jersey, USA
| | - Honghui Zhou
- Clinical Pharmacology & Pharmacometrics, Janssen Research & Development LLC, Spring House, Pennsylvania, USA
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Nakayama K, Kamimura H, Suemizu H, Yoneda N, Nishiwaki M, Iwamoto K, Mizunaga M, Negoro T, Ito S, Yamazaki H, Nomura Y. Predicted values for human total clearance of a variety of typical compounds with differently humanized-liver mouse plasma data. Drug Metab Pharmacokinet 2020; 35:389-396. [DOI: 10.1016/j.dmpk.2020.05.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 04/14/2020] [Accepted: 05/11/2020] [Indexed: 11/15/2022]
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10
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Jansen K, Pou Casellas C, Groenink L, Wever KE, Masereeuw R. Humans are animals, but are animals human enough? A systematic review and meta-analysis on interspecies differences in renal drug clearance. Drug Discov Today 2020; 25:706-717. [DOI: 10.1016/j.drudis.2020.01.018] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Revised: 01/08/2020] [Accepted: 01/28/2020] [Indexed: 12/20/2022]
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Application of an Inter-Species Extrapolation Method for the Prediction of Drug Interactions between Propolis and Duloxetine in Humans. Int J Mol Sci 2020; 21:ijms21051862. [PMID: 32182820 PMCID: PMC7084906 DOI: 10.3390/ijms21051862] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 02/28/2020] [Accepted: 03/05/2020] [Indexed: 11/16/2022] Open
Abstract
Duloxetine (DLX) is a potent drug investigated for the treatment of depression and urinary incontinence. DLX is extensively metabolized in the liver by two P450 isozymes, CYP2D6 and CYP1A2. Propolis (PPL) is one of the popular functional foods known to have effects on activities of CYPs, including CYP1A2. Due to the high probability of using DLX and PPL simultaneously, the present study was designed to investigate the potent effect of PPL on pharmacokinetics (PKs) of DLX after co-administration in humans. A PK study was first conducted in 18 rats (n = 6/group), in which the plasma concentration of DLX and its major metabolite 4-hydroxy duloxetine (4-HD) with or without administration of PPL was recorded. Population PKs and potential effects of PPL were then analyzed using NONMEM software. Lastly, these results were extrapolated from rats to humans using the allometric scaling and the liver blood flow method. PPL (15,000 mg/day) exerts a statistically significant increase in DLX exposures at steady state, with a 20.2% and 24.6% increase in DLX C m a x , s s and the same 28.0% increase in DLX A U C s s when DLX (40 or 60 mg) was administered once or twice daily, respectively. In conclusion, safety issues are required to be attended to when individuals simultaneously use DLX and PPL at high doses, and the possibility of interactions between DLX and PPL might be noted.
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Holtyn AF, Davis CM, Weerts EM. Development of a novel alcohol and nicotine concurrent access (ANCA) self-administration procedure in baboons. Drug Alcohol Depend 2020; 206:107665. [PMID: 31801108 PMCID: PMC6980761 DOI: 10.1016/j.drugalcdep.2019.107665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 09/03/2019] [Accepted: 09/22/2019] [Indexed: 10/25/2022]
Abstract
BACKGROUND Self-administration of either alcohol or nicotine under single-access conditions has been studied extensively in laboratory animals. Relatively few studies have examined the co-use of these substances, even though alcohol and nicotine use and abuse commonly co-occur in humans. The objectives of this study were to develop a baboon model of concurrent alcohol and nicotine self-administration, and examine effects of varenicline on alcohol and nicotine co-use. METHODS In Experiment 1, five male baboons were trained to self-administer drinks of alcohol (4% w/v) and injections of nicotine (0.032-0.1 mg/kg) under single-access and then concurrent-access conditions, and intake of alcohol (g/kg) and nicotine (mg/kg) was compared under single- and concurrent-access conditions. In Experiment 2, three male baboons self-administered drinks of alcohol (4% w/v) and injections of nicotine (0.056 mg/kg) under concurrent-access conditions. Pretreatment with varenicline (0.32-1.0 mg/kg, s.c.) or an equal volume of its vehicle before concurrent-access sessions was repeated for 5 consecutive days. RESULTS Self-administration of nicotine and alcohol was successfully established under both single- and concurrent-access conditions that produced reliable levels of voluntary alcohol and nicotine intake. Co-self-administration of both drugs produced levels of intake similar to that produced by each drug alone. Varenicline significantly reduced intake of both alcohol and nicotine when compared to the vehicle condition. CONCLUSIONS This baboon model provides a valuable tool for further investigation of the behavioral and pharmacological mechanisms involved in co-use of nicotine and alcohol. A single pharmacotherapeutic agent (e.g., varenicline) may be useful in treating nicotine and alcohol co-use.
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Berellini G, Lombardo F. An Accurate In Vitro Prediction of Human VDss Based on the Øie–Tozer Equation and Primary Physicochemical Descriptors. 3. Analysis and Assessment of Predictivity on a Large Dataset. Drug Metab Dispos 2019; 47:1380-1387. [DOI: 10.1124/dmd.119.088914] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Accepted: 09/27/2019] [Indexed: 12/24/2022] Open
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Lucas AJ, Sproston JL, Barton P, Riley RJ. Estimating human ADME properties, pharmacokinetic parameters and likely clinical dose in drug discovery. Expert Opin Drug Discov 2019; 14:1313-1327. [DOI: 10.1080/17460441.2019.1660642] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Adam J. Lucas
- Drug Metabolism and Pharmacokinetics, Evotec, Abingdon, UK
| | | | - Patrick Barton
- Drug Metabolism and Pharmacokinetics, Evotec, Abingdon, UK
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Holtyn AF, Weerts EM. Evaluation of mifepristone effects on alcohol-seeking and self-administration in baboons. Exp Clin Psychopharmacol 2019; 27:227-235. [PMID: 30570274 PMCID: PMC6727199 DOI: 10.1037/pha0000246] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Mifepristone, a type II glucocorticoid receptor antagonist, is under investigation as a potential pharmacotherapy for alcohol use disorder. This study examined effects of chronic administration of mifepristone on alcohol-seeking and self-administration in large nonhuman primates. Adult baboons (n = 5) self-administered alcohol 7 days/week under a chained schedule of reinforcement (CSR). The CSR comprised 3 components in which distinct cues were paired with different schedule requirements, with alcohol available for self-administration only in the final component, to model different phases of alcohol anticipation, seeking, and consumption. Under baseline conditions, baboons self-administered an average of 1g/kg/day of alcohol in the self-administration period. Mifepristone (10, 20, and 30 mg/kg) or vehicle was administered orally 30 min before each CSR session for 7 consecutive days. In a separate group of baboons (n = 5) acute doses of mifepristone (10, 20, and 30 mg/kg) were administered, and blood samples were collected over 72 hr to examine mifepristone pharmacokinetics. Some samples also were collected from the baboons that self-administered alcohol under the CSR after the chronic mifepristone condition. Mifepristone did not alter alcohol-seeking or self-administration under the CSR when compared with the vehicle condition. Mifepristone pharmacokinetics were nonlinear, and appear to be capacity limited. In sum, mifepristone did not reduce alcohol-maintained behaviors when administered to baboons drinking 1g/kg daily. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
- August F. Holtyn
- Johns Hopkins University School of Medicine, 5200 Eastern Ave, Baltimore, MD 21224, USA
| | - Elise M. Weerts
- Johns Hopkins University School of Medicine, 5510 Nathan Shock Dr, Baltimore, MD 21224, USA
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Lombardo F, Berellini G, Obach RS. Trend Analysis of a Database of Intravenous Pharmacokinetic Parameters in Humans for 1352 Drug Compounds. Drug Metab Dispos 2018; 46:1466-1477. [PMID: 30115648 DOI: 10.1124/dmd.118.082966] [Citation(s) in RCA: 79] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Accepted: 08/09/2018] [Indexed: 11/22/2022] Open
Abstract
We report a trend analysis of human intravenous pharmacokinetic data on a data set of 1352 drugs. The aim in building this data set and its detailed analysis was to provide, as in the previous case published in 2008, an extended, robust, and accurate resource that could be applied by drug metabolism, clinical pharmacology, and medicinal chemistry scientists to a variety of scaling approaches. All in vivo data were obtained or derived from original references, either through the literature or regulatory agency reports, exclusively from studies utilizing intravenous administration. Plasma protein binding data were collected from other available sources to supplement these pharmacokinetic data. These parameters were analyzed concurrently with a range of physicochemical properties, and resultant trends and patterns within the data are presented. In addition, the date of first disclosure of each molecule was reported and the potential "temporal" impact on data trends was analyzed. The findings reported here are consistent with earlier described trends between pharmacokinetic behavior and physicochemical properties. Furthermore, the availability of a large data set of pharmacokinetic data in humans will be important to further pursue analyses of physicochemical properties, trends, and modeling efforts and should propel our deeper understanding (especially in terms of clearance) of the absorption, distribution, metabolism, and excretion behavior of drug compounds.
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Affiliation(s)
- Franco Lombardo
- Drug Metabolism and Bioanalysis Group, Alkermes Inc., Waltham, Massachusetts (F.L.); Computational Chemistry Group, Biogen Inc., Cambridge, Massachusetts (G.B.); and Pharmacokinetics Dynamics and Metabolism Department, Groton Laboratories, Pfizer Global Research and Development, Groton, Connecticut (R.S.O.)
| | - Giuliano Berellini
- Drug Metabolism and Bioanalysis Group, Alkermes Inc., Waltham, Massachusetts (F.L.); Computational Chemistry Group, Biogen Inc., Cambridge, Massachusetts (G.B.); and Pharmacokinetics Dynamics and Metabolism Department, Groton Laboratories, Pfizer Global Research and Development, Groton, Connecticut (R.S.O.)
| | - R Scott Obach
- Drug Metabolism and Bioanalysis Group, Alkermes Inc., Waltham, Massachusetts (F.L.); Computational Chemistry Group, Biogen Inc., Cambridge, Massachusetts (G.B.); and Pharmacokinetics Dynamics and Metabolism Department, Groton Laboratories, Pfizer Global Research and Development, Groton, Connecticut (R.S.O.)
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Fæste CK, Ivanova L, Sayyari A, Hansen U, Sivertsen T, Uhlig S. Prediction of deoxynivalenol toxicokinetics in humans by in vitro-to-in vivo extrapolation and allometric scaling of in vivo animal data. Arch Toxicol 2018; 92:2195-2216. [DOI: 10.1007/s00204-018-2220-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2018] [Accepted: 05/03/2018] [Indexed: 10/16/2022]
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Wenlock MC. Oral drug suitability parameters. MEDCHEMCOMM 2018; 9:460-470. [PMID: 30108936 PMCID: PMC6072407 DOI: 10.1039/c7md00586e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/19/2017] [Accepted: 01/09/2018] [Indexed: 11/21/2022]
Abstract
Assessing the oral drug suitability of compounds as early as possible within drug discovery is an important objective. This study describes a methodology that attempts to simplify the evaluation of compounds based on their in vivo quantity levels within a mammalian body, represented using a mathematical model that imposes a time limitation on oral absorption and assumes non-instantaneous drug distribution between plasma and tissue. This simplification results in two new oral drug suitability parameters that can quantitatively relate oral dose to in vivo exposure for compounds with vastly different tendencies in terms of absorption into, and elimination from, the body. Consequently, the complexities associated with evaluating a compound's oral drug suitability are simplified to an assessment of these two new parameters. Application of this methodology at the virtual design stage is discussed, along with functionality that accounts for uncertainty related to a compound's distribution kinetics and errors associated to in silico QSAR predictions for the required input data.
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Affiliation(s)
- M C Wenlock
- InSilicoLynx Ltd , BioHub at Alderley Park , Mereside, Alderley Park , Cheshire , SK10 4TG , UK .
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19
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Holtyn AF, Kaminski BJ, Weerts EM. Baclofen and naltrexone effects on alcohol self-administration: Comparison of treatment initiated during abstinence or ongoing alcohol access in baboons. Drug Alcohol Depend 2017; 179:47-54. [PMID: 28753481 PMCID: PMC5599358 DOI: 10.1016/j.drugalcdep.2017.06.019] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2017] [Revised: 06/09/2017] [Accepted: 06/12/2017] [Indexed: 12/20/2022]
Abstract
BACKGROUND Baclofen, a GABAB receptor agonist, is under investigation as a pharmacotherapy for alcohol use disorder. Treatment with a pharmacotherapeutic can be initiated during alcohol abstinence or active drinking, which may influence treatment outcomes. This study examined whether baclofen treatment initiated and maintained during alcohol abstinence would reduce alcohol seeking and self-administration upon return to alcohol access, and whether effects differed from treatment initiated and maintained during ongoing alcohol access. Naltrexone was tested under similar conditions for comparison. METHODS Five baboons self-administered alcohol under a three-component chained schedule of reinforcement that modeled periods of anticipation (Component 1), seeking (Component 2), and consumption (Component 3). Alcohol was only available in Component 3. In Experiment 1, baclofen (0.1-1.8mg/kg) or naltrexone (1.0-5.6mg/kg) was administered daily beginning on the first day of a 5-day abstinence period and treatment was continued for 5days of alcohol access. In Experiment 2, selected doses of both drugs were administered during ongoing alcohol access. RESULTS When treatment was initiated during alcohol abstinence, baclofen and naltrexone did not significantly reduce total alcohol intake (g/kg) or alcohol seeking. In comparison, when treatment was initiated during ongoing alcohol access, both baclofen (1.8mg/kg) and naltrexone (3.2 and 5.6mg/kg) significantly reduced total alcohol intake (g/kg). Naltrexone (5.6mg/kg), but not baclofen, significantly reduced alcohol seeking. CONCLUSIONS Initiation of baclofen treatment (or other alcohol use disorder treatments) during abstinence or active drinking may be an important factor in influencing efficacy and appropriate dose selection.
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Pharmacokinetic Properties of Adenosine Amine Congener in Cochlear Perilymph after Systemic Administration. BIOMED RESEARCH INTERNATIONAL 2017; 2017:8091462. [PMID: 28194422 PMCID: PMC5286489 DOI: 10.1155/2017/8091462] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/06/2016] [Accepted: 11/27/2016] [Indexed: 11/25/2022]
Abstract
Noise-induced hearing loss (NIHL) is a global health problem affecting over 5% of the population worldwide. We have shown previously that acute noise-induced cochlear injury can be ameliorated by administration of drugs acting on adenosine receptors in the inner ear, and a selective A1 adenosine receptor agonist adenosine amine congener (ADAC) has emerged as a potentially effective treatment for cochlear injury and resulting hearing loss. This study investigated pharmacokinetic properties of ADAC in rat perilymph after systemic (intravenous) administration using a newly developed liquid chromatography-tandem mass spectrometry detection method. The method was developed and validated in accordance with the USA FDA guidelines including accuracy, precision, specificity, and linearity. Perilymph was sampled from the apical turn of the cochlea to prevent contamination with the cerebrospinal fluid. ADAC was detected in cochlear perilymph within two minutes following intravenous administration and remained in perilymph above its minimal effective concentration for at least two hours. The pharmacokinetic pattern of ADAC was significantly altered by exposure to noise, suggesting transient changes in permeability of the blood-labyrinth barrier and/or cochlear blood flow. This study supports ADAC development as a potential clinical otological treatment for acute sensorineural hearing loss caused by exposure to traumatic noise.
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O’Brien Z, Moghaddam MF. A Systematic Analysis of Physicochemical and ADME Properties of All Small Molecule Kinase Inhibitors Approved by US FDA from January 2001 to October 2015. Curr Med Chem 2017; 24:3159-3184. [PMID: 28545370 PMCID: PMC5748879 DOI: 10.2174/0929867324666170523124441] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Revised: 05/03/2017] [Accepted: 05/11/2017] [Indexed: 01/06/2023]
Abstract
BACKGROUND During lead identification and optimization, the advancement criteria may be driven based on scientific principles, prior experiences, and/or by examining the path paved by approved drugs. However, accessing the discovery data on physicochemical and ADME properties of the approved kinase inhibitors is a monumental task as these are either scattered in the literature or have not been published. OBJECTIVE Our goals were: 1) To compile the relevant data on all kinase inhibitors approved prior to 2016 for easy access by the biopharmaceutical community, 2) To provide a retrospective analysis to highlight trends and attributes which may have contributed to the "developability" of these drugs, and 3) To ignite focused debates on what constitutes "actionable", "nice-to-have", and unnecessary data. Such debates bring about more clarity on stage appropriateness of different types of information and prevent confusion due to abundance of unnecessary data, leading to more efficient and less costly drug discovery programs. METHODS A careful and thorough analysis of different bodies of data such as published manuscripts, and available regulatory documents were employed. RESULTS We were able to assemble a large body of data on the first thirty kinase inhibitors approved by US FDA since 2001. CONCLUSION In conclusion, we have compiled physicochemical and ADME data on the first 30 approved kinase inhibitors and provided our retrospective analysis, which we hope is helpful in constructing advancement criteria in discovery programs. The examination of this data provides an opportunity to develop an opinion on data prioritization and stage appropriateness of assays.
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Affiliation(s)
- Zhihong O’Brien
- Nitto Biopharma, Inc., 10628 Science Center Dr., San Diego, CA92121, USA
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22
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Qiu J, Chen G, Liu S, Zhang T, Wu J, Wang F, Xu J, Liu Y, Zhu F, Ouyang G. Bioinspired Polyelectrolyte-Assembled Graphene-Oxide-Coated C18 Composite Solid-Phase Microextraction Fibers for In Vivo Monitoring of Acidic Pharmaceuticals in Fish. Anal Chem 2016; 88:5841-8. [DOI: 10.1021/acs.analchem.6b00417] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Junlang Qiu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Guosheng Chen
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Shuqin Liu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Tianlang Zhang
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Jiayi Wu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Fuxin Wang
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Jianqiao Xu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Yan Liu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Fang Zhu
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
| | - Gangfeng Ouyang
- MOE Key Laboratory of Aquatic
Product Safety/KLGHEI of Environment and Energy Chemistry, School
of Chemistry and Chemical Engineering, Sun Yat-sen University, Guangzhou 510275, China
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Clinical Micro-Dose Studies to Explore the Human Pharmacokinetics of Four Selective Inhibitors of Human Nav1.7 Voltage-Dependent Sodium Channels. Clin Pharmacokinet 2016; 55:875-887. [DOI: 10.1007/s40262-015-0365-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
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24
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Backes K, Lorenz H, Laplanche L, Hudzik TJ, Potschka H, Hempel K. A retrospective evaluation of species-specific sensitivity for neurological signs in toxicological studies: Is the dog more sensitive than the non-human primate? Toxicol Lett 2016; 243:78-87. [DOI: 10.1016/j.toxlet.2015.12.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 12/19/2015] [Accepted: 12/21/2015] [Indexed: 11/25/2022]
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Huang W, Geng L, Deng R, Lu S, Ma G, Yu J, Zhang J, Liu W, Hou T, Lu X. Prediction of human clearance based on animal data and molecular properties. Chem Biol Drug Des 2015; 86:990-7. [PMID: 25845625 DOI: 10.1111/cbdd.12567] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2015] [Revised: 03/15/2015] [Accepted: 03/30/2015] [Indexed: 11/29/2022]
Abstract
Human clearance is often predicted prior to clinical study from in vivo preclinical data by virtue of interspecies allometric scaling methods. The aims of this study were to determine the important molecular descriptors for the extrapolation of animal data to human clearance and further to build a model to predict human clearance by combination of animal data and the selected molecular descriptors. These important molecular descriptors selected by genetic algorithm (GA) were from five classes: quantum mechanical, shadow indices, E-state keys, molecular properties, and molecular property counts. Although the data set contained many outliers determined by the conventional Mahmood method, the variation of most outliers was reduced significantly by our final support vector machine (SVM) model. The values of cross-validated correlation coefficient and root-mean-squared error (RMSE) for leave-one-out cross-validation (LOOCV) of the final SVM model were 0.783 and 0.305, respectively. Meanwhile, the reliability and consistency of the final model were also validated by an external test set. In conclusion, the SVM model based on the molecular descriptors selected by GA and animal data achieved better prediction performance than the Mahmood method. This approach can be applied as an improved interspecies allometric scaling method in drug research and development.
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Affiliation(s)
- Wenkang Huang
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Lv Geng
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Rong Deng
- Department of Biochemistry and Molecular Cell Biology & Shanghai Key Laboratory of Tumor Microenvironment and Inflammation, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Shaoyong Lu
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.,Department of Obstetrics and Gynecology, Institute of Obstetrics and Gynecology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200001, China
| | - Guangli Ma
- Pfizer (China) Research and Development Co., Ltd., Shanghai, 201203, China
| | - Jianxiu Yu
- Department of Biochemistry and Molecular Cell Biology & Shanghai Key Laboratory of Tumor Microenvironment and Inflammation, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Jian Zhang
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Wei Liu
- Department of Pathophysiology, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China
| | - Tingjun Hou
- Functional Nano & Soft Materials Laboratory (FUNSOM) and Jiangsu Key Laboratory for Carbon-Based Functional Materials & Devices, Soochow University, Suzhou, Jiangsu, 215123, China
| | - Xuefeng Lu
- Department of Obstetrics and Gynecology, Institute of Obstetrics and Gynecology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200001, China
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26
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Yuen ES, Trocóniz IF. Can pentylenetetrazole and maximal electroshock rodent seizure models quantitatively predict antiepileptic efficacy in humans? Seizure 2015; 24:21-7. [DOI: 10.1016/j.seizure.2014.11.006] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Revised: 11/12/2014] [Accepted: 11/17/2014] [Indexed: 10/24/2022] Open
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Fong SYK, Efferth TH, Zuo Z. Modulation of the pharmacokinetics, therapeutic and adverse effects of NSAIDs by Chinese herbal medicines. Expert Opin Drug Metab Toxicol 2014; 10:1711-39. [PMID: 25307559 DOI: 10.1517/17425255.2014.970167] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
INTRODUCTION Concomitant use of NSAIDs and Chinese herbal medicines (CHMs) is frequent, yet summarized information on their interactions is lacking. AREAS COVERED A systematic review of literature in four evidence-based English databases was performed. Articles which reported CHMs altering the pharmacokinetics, therapeutic and adverse effects of NSAIDs were identified and summarized. Such interactions may lead to beneficial, detrimental or no change in outcomes. The current review covers four therapeutic effects of NSAIDs, including: i) anti-inflammatory; ii) analgesic; iii) antiplatelet, cardiovascular and cerebrovascular; and iv) anticancer effects and four adverse effects of NSAIDs, including: i) gastrointestinal ulcer; ii) nephrotoxicity; iii) hepatotoxicity; and iv) antiplatelet effects and bleeding. EXPERT OPINION While majority of CHMs demonstrated effectiveness in alleviating NSAIDs-induced adverse effects and potentiating the therapeutic effects, this review provides insights for development of CHMs as add-on medications to NSAIDs therapies. However, since limited information was from well-designed clinical trials, the findings are not yet conclusive and more clinical studies are warranted to provide guidance for healthcare professionals. In future, researches on interactions between NSAIDs and CHMs are expected to grow and modern approaches such as pharmacogenomics might enhance the throughput and accuracy of identifying clinically relevant interactions.
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Affiliation(s)
- Sophia Yui Kau Fong
- The Chinese University of Hong Kong, School of Pharmacy, Faculty of Medicine , Shatin, New Territories , Hong Kong SAR
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Lombardo F, Obach RS, Varma MV, Stringer R, Berellini G. Clearance Mechanism Assignment and Total Clearance Prediction in Human Based upon in Silico Models. J Med Chem 2014; 57:4397-405. [DOI: 10.1021/jm500436v] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Franco Lombardo
- Metabolism
and Pharmacokinetics, Novartis Institutes for Biomedical Research, 250 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
| | - R. Scott Obach
- Pharmacokinetics,
Dynamics and Metabolism, Pfizer Global Research and Development, Groton, Connecticut 06340, United States
| | - Manthena V. Varma
- Pharmacokinetics,
Dynamics and Metabolism, Pfizer Global Research and Development, Groton, Connecticut 06340, United States
| | - Rowan Stringer
- Metabolism
and Pharmacokinetics, Novartis Institutes for Biomedical Research, Wimblehurst Road Horsham, West Sussex, RH12 5AB, United Kingdom
| | - Giuliano Berellini
- Metabolism
and Pharmacokinetics, Novartis Institutes for Biomedical Research, 250 Massachusetts Avenue, Cambridge, Massachusetts 02139, United States
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Interaction of carbamazepine with herbs, dietary supplements, and food: a systematic review. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2013; 2013:898261. [PMID: 24023584 PMCID: PMC3760091 DOI: 10.1155/2013/898261] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Accepted: 07/17/2013] [Indexed: 11/17/2022]
Abstract
Background. Carbamazepine (CBZ) is a first-line antiepileptic drug which may be prone to drug interactions. Systematic review of herb- and food-drug interactions on CBZ is warranted to provide guidance for medical professionals when prescribing CBZ. Method. A systematic review was conducted on six English databases and four Chinese databases. Results. 196 out of 3179 articles fulfilled inclusion criteria, of which 74 articles were reviewed and 33 herbal products/dietary supplement/food interacting with CBZ were identified. No fatal or severe interactions were documented. The majority of the interactions were pharmacokinetic-based (80%). Traditional Chinese medicine accounted for most of the interactions (n = 17), followed by food (n = 10), dietary supplements (n = 3), and other herbs/botanicals (n = 3). Coadministration of 11 and 12 of the studied herbal products/dietary supplement/food significantly decreased or increased the plasma concentrations of CBZ. Regarding pharmacodynamic interaction, Xiao-yao-san, melatonin, and alcohol increased the side effects of CBZ while caffeine lowered the antiepileptic efficacy of CBZ. Conclusion. This review provides a comprehensive summary of the documented interactions between CBZ and herbal products/food/dietary supplements which assists healthcare professionals to identify potential herb-drug and food-drug interactions, thereby preventing potential adverse events and improving patients' therapeutic outcomes when prescribing CBZ.
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30
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Sekiguchi K, Kanazu T, Takeuchi M, Hasegawa H, Yamaguchi Y. Non-clinical evaluation of the metabolism, pharmacokinetics and excretion of S-777469, a new cannabinoid receptor 2 selective agonist. Xenobiotica 2013; 44:48-58. [DOI: 10.3109/00498254.2013.805853] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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31
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Goteti K, Brassil PJ, Good SS, Garner CE. Estimation of Human Drug Clearance Using Multiexponential Techniques. J Clin Pharmacol 2013; 48:1226-36. [DOI: 10.1177/0091270008320369] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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Lombardo F, Waters NJ, Argikar UA, Dennehy MK, Zhan J, Gunduz M, Harriman SP, Berellini G, Rajlic IL, Obach RS. Comprehensive assessment of human pharmacokinetic prediction based on in vivo animal pharmacokinetic data, part 1: volume of distribution at steady state. J Clin Pharmacol 2013; 53:167-77. [PMID: 23436262 DOI: 10.1177/0091270012440281] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2011] [Accepted: 01/30/2012] [Indexed: 11/16/2022]
Abstract
The authors present a comprehensive analysis on the estimation of volume of distribution at steady state (VD(ss) ) in human based on rat, dog, and monkey data on nearly 400 compounds for which there are also associated human data. This data set, to the authors- knowledge, is the largest publicly available, has been carefully compiled from literature reports, and was expanded with some in-house determinations such as plasma protein binding data. This work offers a good statistical basis for the evaluation of applicable prediction methods, their accuracy, and some methods-dependent diagnostic tools. The authors also grouped the compounds according to their charge classes and show the applicability of each method considered to each class, offering further insight into the probability of a successful prediction. Furthermore, they found that the use of fraction unbound in plasma, to obtain unbound volume of distribution, is generally detrimental to accuracy of several methods, and they discuss possible reasons. Overall, the approach using dog and monkey data in the íie-Tozer equation offers the highest probability of success, with an intrinsic diagnostic tool based on aberrant values (<0 or >1) for the calculated fraction unbound in tissue. Alternatively, methods based on dog data (single-species scaling) and rat and dog data (íie-Tozer equation with 2 species or multiple regression methods) may be considered reasonable approaches while not requiring data in nonhuman primates.
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Affiliation(s)
- Franco Lombardo
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA.
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Lombardo F, Waters NJ, Argikar UA, Dennehy MK, Zhan J, Gunduz M, Harriman SP, Berellini G, Liric Rajlic I, Obach RS. Comprehensive Assessment of Human Pharmacokinetic Prediction Based on In Vivo Animal Pharmacokinetic Data, Part 2: Clearance. J Clin Pharmacol 2013; 53:178-91. [DOI: 10.1177/0091270012440282] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2011] [Accepted: 01/17/2012] [Indexed: 01/01/2023]
Affiliation(s)
- Franco Lombardo
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Nigel J. Waters
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Upendra A. Argikar
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Michelle K. Dennehy
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | | | - Mithat Gunduz
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Shawn P. Harriman
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Giuliano Berellini
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - Ivana Liric Rajlic
- Metabolism and Pharmacokinetics Novartis Institutes for Biomedical Research; Cambridge, MA; USA
| | - R. Scott Obach
- Pharmacokinetics Dynamics and Metabolism Pfizer Global Research and Development; Groton CT; USA
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Ostenfeld T, Beaumont C, Bullman J, Beaumont M, Jeffrey P. Human microdose evaluation of the novel EP1 receptor antagonist GSK269984A. Br J Clin Pharmacol 2012; 74:1033-44. [PMID: 22497298 PMCID: PMC3522817 DOI: 10.1111/j.1365-2125.2012.04296.x] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2011] [Accepted: 04/10/2012] [Indexed: 11/27/2022] Open
Abstract
AIM The primary objective was to evaluate the pharmacokinetics (PK) of the novel EP(1) antagonist GSK269984A in human volunteers after a single oral and intravenous (i.v.) microdose (100 µg). METHOD GSK269984A was administered to two groups of healthy human volunteers as a single oral (n= 5) or i.v. (n= 5) microdose (100 µg). Blood samples were collected for up to 24 h and the parent drug concentrations were measured in separated plasma using a validated high pressure liquid chromatography-tandem mass spectrometry method following solid phase extraction. RESULTS Following the i.v. microdose, the geometric mean values for clearance (CL), steady-state volume of distribution (V(ss) ) and terminal elimination half-life (t(1/2) ) of GSK269984A were 9.8 l h(-1) , 62.8 l and 8.2 h. C(max) and AUC(0,∞) were 3.2 ng ml(-1) and 10.2 ng ml(-1) h, respectively; the corresponding oral parameters were 1.8 ng ml(-1) and 9.8 ng ml(-1) h, respectively. Absolute oral bioavailability was estimated to be 95%. These data were inconsistent with predictions of human PK based on allometric scaling of in vivo PK data from three pre-clinical species (rat, dog and monkey). CONCLUSION For drug development programmes characterized by inconsistencies between pre-clinical in vitro metabolic and in vivo PK data, and where uncertainty exists with respect to allometric predictions of the human PK profile, these data support the early application of a human microdose study to facilitate the selection of compounds for further clinical development.
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Affiliation(s)
- Thor Ostenfeld
- Neurology Discovery Medicine, GlaxoSmithKline R&D, Harlow, UK.
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Berellini G, Waters NJ, Lombardo F. In silico Prediction of Total Human Plasma Clearance. J Chem Inf Model 2012; 52:2069-78. [DOI: 10.1021/ci300155y] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Giuliano Berellini
- Metabolism and Pharmacokinetics, Novartis Institutes for Biomedical Research, 250 Massachusetts
Avenue, Cambridge Massachusettes 02139, United States
| | - Nigel J. Waters
- Metabolism and Pharmacokinetics, Novartis Institutes for Biomedical Research, 250 Massachusetts
Avenue, Cambridge Massachusettes 02139, United States
| | - Franco Lombardo
- Metabolism and Pharmacokinetics, Novartis Institutes for Biomedical Research, 250 Massachusetts
Avenue, Cambridge Massachusettes 02139, United States
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Penner N, Xu L, Prakash C. Radiolabeled Absorption, Distribution, Metabolism, and Excretion Studies in Drug Development: Why, When, and How? Chem Res Toxicol 2012; 25:513-31. [DOI: 10.1021/tx300050f] [Citation(s) in RCA: 106] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Natalia Penner
- Department
of Drug Metabolism and Preclinical Safety, Biogen Idec, Cambridge, Massachusetts 02142
| | - Lin Xu
- Department
of Drug Metabolism and Preclinical Safety, Biogen Idec, Cambridge, Massachusetts 02142
| | - Chandra Prakash
- Department
of Drug Metabolism and Preclinical Safety, Biogen Idec, Cambridge, Massachusetts 02142
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Morris ME, Yang X, Gandhi YA, Bhansali SG, Benincosa LJ. Interspecies scaling: prediction of human biliary clearance and comparison with QSPKR. Biopharm Drug Dispos 2012; 33:1-14. [DOI: 10.1002/bdd.1761] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2011] [Revised: 11/15/2011] [Accepted: 11/22/2011] [Indexed: 11/09/2022]
Affiliation(s)
- Marilyn E. Morris
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences; University at Buffalo, State University of New York; Amherst; NY; 14260; USA
| | - Xinning Yang
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences; University at Buffalo, State University of New York; Amherst; NY; 14260; USA
| | - Yash A. Gandhi
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences; University at Buffalo, State University of New York; Amherst; NY; 14260; USA
| | - Suraj G. Bhansali
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences; University at Buffalo, State University of New York; Amherst; NY; 14260; USA
| | - Lisa J. Benincosa
- Drug Metabolism and Pharmacokinetics Development; Hoffmann-La Roche Inc.; Nutley; NJ; USA
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39
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Kang HE, Lee MG. Approaches for predicting human pharmacokinetics using interspecies pharmacokinetic scaling. Arch Pharm Res 2011; 34:1779-88. [PMID: 22139680 DOI: 10.1007/s12272-011-1101-4] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2011] [Accepted: 08/24/2011] [Indexed: 10/14/2022]
Abstract
Reliably predicting pharmacokinetic behavior in humans from preclinical data is an important aspect of drug development. The most widely used technique in this regard is allometric scaling. In this review, various approaches developed for predicting pharmacokinetic parameters in humans using interspecies scaling are introduced and discussed. Methods to predict plasma concentration-time profiles in humans after intravenous and oral administration are also reviewed. The reliable prediction of human pharmacokinetics with regard to investigational drugs is aimed, ultimately, at selecting the first in-human dose with which to begin clinical studies. Approaches for the selection of the first in-human dose are also reviewed. Although there have been many trials to compare and optimize interspecies scaling methods, no firm conclusions have been reached. Because interspecies scaling methods are still highly empirical, further effort is needed to improve the reliability of predicting human pharmacokinetics by interspecies scaling.
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Affiliation(s)
- Hee Eun Kang
- College of Pharmacy, The Catholic University of Korea, Bucheon 420-743, Korea.
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Jones RD, Jones HM, Rowland M, Gibson CR, Yates JW, Chien JY, Ring BJ, Adkison KK, Ku MS, He H, Vuppugalla R, Marathe P, Fischer V, Dutta S, Sinha VK, Björnsson T, Lavé T, Poulin P. PhRMA CPCDC initiative on predictive models of human pharmacokinetics, part 2: Comparative assessment of prediction methods of human volume of distribution. J Pharm Sci 2011; 100:4074-89. [DOI: 10.1002/jps.22553] [Citation(s) in RCA: 85] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2010] [Revised: 02/01/2011] [Accepted: 02/28/2011] [Indexed: 01/08/2023]
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41
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Beaumont K, Gardner I, Chapman K, Hall M, Rowland M. Toward an integrated human clearance prediction strategy that minimizes animal use. J Pharm Sci 2011; 100:4518-35. [DOI: 10.1002/jps.22635] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2010] [Revised: 01/25/2011] [Accepted: 05/05/2011] [Indexed: 12/11/2022]
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Berry LM, Li C, Zhao Z. Species differences in distribution and prediction of human V(ss) from preclinical data. Drug Metab Dispos 2011; 39:2103-16. [PMID: 21852367 DOI: 10.1124/dmd.111.040766] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Prediction of human volume of distribution at steady state (V(ss)) before first administration of a new drug candidate to humans has become an important part of the drug development process. This study examines the assumptions behind interspecies scaling techniques used to predict human V(ss) from preclinical data, namely the equivalency of V(ss,u) and/or f(ut) across species. In addition, several interspecies scaling techniques are evaluated side by side using a set of 67 reference compounds where observed V(ss) from rats, dogs, monkeys, and humans were compiled from the literature and where plasma protein binding was determined across species using an ultracentrifugation technique. Species similarity in V(ss,u) or f(ut) does not appear to be the norm among rats, dogs, monkeys, or humans. Despite this, interspecies scaling from rats, dogs, and monkeys is useful and can provide reasonably accurate predictions of human V(ss), although some interspecies scaling approaches were better than others. For example, the performance of the common V(ss,u) or f(ut) equivalency approaches using average V(ss,u) or f(ut) across three preclinical species was superior to allometric scaling techniques. In addition, considering data from several preclinical species, using the equivalency approach, was superior to scaling from any single species. Although the mechanistic tissue composition equations available in the Simcyp population-based pharmacokinetic simulator did not necessarily provide the most accurate predictions, and the equations used likely need refinement, they still provide the best opportunity for a mechanistic understanding and prediction of human V(ss).
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Affiliation(s)
- Loren M Berry
- Pharmacokinetics and Drug Metabolism, Amgen, Inc., 360 Binney St., Cambridge, MA 02142, USA.
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43
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Ring BJ, Chien JY, Adkison KK, Jones HM, Rowland M, Jones RD, Yates JWT, Ku MS, Gibson CR, He H, Vuppugalla R, Marathe P, Fischer V, Dutta S, Sinha VK, Björnsson T, Lavé T, Poulin P. PhRMA CPCDC initiative on predictive models of human pharmacokinetics, part 3: comparative assessement of prediction methods of human clearance. J Pharm Sci 2011; 100:4090-110. [PMID: 21541938 DOI: 10.1002/jps.22552] [Citation(s) in RCA: 150] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2010] [Revised: 03/04/2011] [Accepted: 03/04/2011] [Indexed: 12/20/2022]
Abstract
The objective of this study was to evaluate the performance of various allometric and in vitro-in vivo extrapolation (IVIVE) methodologies with and without plasma protein binding corrections for the prediction of human intravenous (i.v.) clearance (CL). The objective was also to evaluate the IVIVE prediction methods with animal data. Methodologies were selected from the literature. Pharmaceutical Research and Manufacturers of America member companies contributed blinded datasets from preclinical and clinical studies for 108 compounds, among which 19 drugs had i.v. clinical pharmacokinetics data and were used in the analysis. In vivo and in vitro preclinical data were used to predict CL by 29 different methods. For many compounds, in vivo data from only two species (generally rat and dog) were available and/or the required in vitro data were missing, which meant some methods could not be properly evaluated. In addition, 66 methods of predicting oral (p.o.) area under the curve (AUCp.o. ) were evaluated for 107 compounds using rational combinations of i.v. CL and bioavailability (F), and direct scaling of observed p.o. CL from preclinical species. Various statistical and outlier techniques were employed to assess the predictability of each method. Across methods, the maximum success rate in predicting human CL for the 19 drugs was 100%, 94%, and 78% of the compounds with predictions falling within 10-fold, threefold, and twofold error, respectively, of the observed CL. In general, in vivo methods performed slightly better than IVIVE methods (at least in terms of measures of correlation and global concordance), with the fu intercept method and two-species-based allometry (rat-dog) being the best performing methods. IVIVE methods using microsomes (incorporating both plasma and microsomal binding) and hepatocytes (not incorporating binding) resulted in 75% and 78%, respectively, of the predictions falling within twofold error. IVIVE methods using other combinations of binding assumptions were much less accurate. The results for prediction of AUCp.o. were consistent with i.v. CL. However, the greatest challenge to successful prediction of human p.o. CL is the estimate of F in human. Overall, the results of this initiative confirmed predictive performance of common methodologies used to predict human CL.
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Affiliation(s)
- Barbara J Ring
- Drug Disposition, Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana 46285
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Yamazaki S, Skaptason J, Romero D, Vekich S, Jones HM, Tan W, Wilner KD, Koudriakova T. Prediction of Oral Pharmacokinetics of cMet Kinase Inhibitors in Humans: Physiologically Based Pharmacokinetic Model Versus Traditional One-Compartment Model. Drug Metab Dispos 2010; 39:383-93. [DOI: 10.1124/dmd.110.035857] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
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Sui X, Sun J, Li H, Pan Y, Wang Y, He Z. Contribution of molecular properties to extrapolation of the volume of distribution in human from preclinical animal species data. Biopharm Drug Dispos 2010; 31:464-75. [DOI: 10.1002/bdd.727] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2010] [Revised: 08/02/2010] [Accepted: 08/18/2010] [Indexed: 11/10/2022]
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Teitelbaum Z, Lave T, Freijer J, Cohen AF. Risk Assessment in Extrapolation of Pharmacokinetics from Preclinical Data to Humans. Clin Pharmacokinet 2010; 49:619-32. [DOI: 10.2165/11533760-000000000-00000] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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47
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Hanumegowda UM, Wenke G, Regueiro-Ren A, Yordanova R, Corradi JP, Adams SP. Phospholipidosis as a Function of Basicity, Lipophilicity, and Volume of Distribution of Compounds. Chem Res Toxicol 2010; 23:749-55. [DOI: 10.1021/tx9003825] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Umesh M. Hanumegowda
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
| | - Gottfried Wenke
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
| | - Alicia Regueiro-Ren
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
| | - Roumyana Yordanova
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
| | - John P. Corradi
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
| | - Stephen P. Adams
- Departments of Discovery Toxicology, Discovery Analytical Sciences, Discovery Chemistry, and Bioinformatics, Bristol-Myers Squibb Research and Development, 5 Research Parkway, Wallingford, Connecticut 06492
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Goteti K, Garner C, Mahmood I. Prediction of Human Drug Clearance from Two Species: A Comparison of Several Allometric Methods. J Pharm Sci 2010; 99:1601-13. [DOI: 10.1002/jps.21926] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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49
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Prediction of the in vitro intrinsic clearance determined in suspensions of human hepatocytes by using artificial neural networks. Eur J Pharm Sci 2010; 39:310-21. [DOI: 10.1016/j.ejps.2009.12.007] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2009] [Revised: 12/15/2009] [Accepted: 12/20/2009] [Indexed: 11/22/2022]
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50
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Fagerholm U. Prediction of human pharmacokinetics—evaluation of methods for prediction of hepatic metabolic clearance. J Pharm Pharmacol 2010; 59:803-28. [PMID: 17637173 DOI: 10.1211/jpp.59.6.0007] [Citation(s) in RCA: 52] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Abstract
Methods for prediction of hepatic clearance (CLH) in man have been evaluated. A physiologically-based in-vitro to in-vivo (PB-IVIV) method with human unbound fraction in blood (fu,bl) and hepatocyte intrinsic clearance (CLint)-data has a good rationale and appears to give the best predictions (maximum ∼2-fold errors; < 25% errors for half of CL-predictions; appropriate ranking). Inclusion of an empirical scaling factor is, however, needed, and reasons include the use of cryopreserved hepatocytes with low activity, and inappropriate CLint- and fu,bl-estimation methods. Thus, an improvement of this methodology is possible and required. Neglect of fu,bl or incorporation of incubation binding does not seem appropriate. When microsome CLint-data are used with this approach, the CLH is underpredicted by 5- to 9-fold on average, and a 106-fold underprediction (attrition potential) has been observed. The poor performance could probably be related to permeation, binding and low metabolic activity. Inclusion of scaling factors and neglect of fu,bl for basic and neutral compounds improve microsome predictions. The performance is, however, still not satisfactory. Allometry incorrectly assumes that the determinants for CLH relate to body weight and overpredicts human liver blood flow rate. Consequently, allometric methods have poor predictability. Simple allometry has an average overprediction potential, > 2-fold errors for ∼1/3 of predictions, and 140-fold underprediction to 5800-fold overprediction (potential safety risk) range. In-silico methodologies are available, but these need further development. Acceptable prediction errors for compounds with low and high CLH should be ∼50 and ∼10%, respectively. In conclusion, it is recommended that PB-IVIV with human hepatocyte CLint and fu,bl is applied and improved, limits for acceptable errors are decreased, and that animal CLH-studies and allometry are avoided.
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Affiliation(s)
- Urban Fagerholm
- Clinical Pharmacology, AstraZeneca R&D Södertälje, S-151 85 Södertälje, Sweden.
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