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Lim HM, Lee J, Yu SH, Nam MJ, Cha HS, Park K, Yang YH, Jang KY, Park SH. Acetylshikonin, A Novel CYP2J2 Inhibitor, Induces Apoptosis in RCC Cells via FOXO3 Activation and ROS Elevation. OXIDATIVE MEDICINE AND CELLULAR LONGEVITY 2022; 2022:9139338. [PMID: 35308176 PMCID: PMC8926475 DOI: 10.1155/2022/9139338] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Revised: 12/02/2021] [Accepted: 02/17/2022] [Indexed: 01/04/2023]
Abstract
Acetylshikonin is a shikonin derivative originated from Lithospermum erythrorhizon roots that exhibits various biological activities, including granulation tissue formation, promotion of inflammatory effects, and inhibition of angiogenesis. The anticancer effect of acetylshikonin was also investigated in several cancer cells; however, the effect against renal cell carcinoma (RCC) have not yet been studied. In this study, we aimed to investigate the anticarcinogenic mechanism of acetylshikonin in A498 and ACHN, human RCC cell lines. MTT (3-(4,5-Dimethylthiazol-2-yl)-2,5-Diphenyltetrazolium Bromide), cell counting, and colony forming assay showed that acetylshikonin induced cytotoxic and antiproliferative effects in a dose- and time-dependent manner. Cell cycle analysis and annexin V/propidium iodide (PI) double staining assay indicated the increase of subG1 phase and apoptotic rates. Also, DNA fragmentation was observed by using the TUNEL and comet assays. The intracellular ROS level in acetylshikonin-treated RCC was evaluated using DCF-DA. The ROS level was increased and cell viability was decreased in a dose- and time-dependent manner, while those were recovered when cotreated with NAC. Western blotting analysis showed that acetylshikonin treatment increased the expression of FOXO3, cleaved PARP, cleaved caspase-3, -6, -7, -8, -9, γH2AX, Bim, Bax, p21, and p27 while decreased the expressions of CYP2J2, peroxiredoxin, and thioredoxin-1, Bcl-2, and Bcl-xL. Simultaneously, nuclear translocation of FOXO3 and p27 was observed in cytoplasmic and nuclear fractionated western blot analysis. Acetylshikonin was formerly identified as a novel inhibitor of CYP2J2 protein in our previous study and it was evaluated that CYP2J2 was downregulated in acetylshikonin-treated RCC. CYP2J2 siRNA transfection augmented that apoptotic effect of acetylshikonin in A498 and ACHN via up-regulation of FOXO3 expression. In conclusion, we showed that the apoptotic potential of acetylshikonin against RCC is mediated via increase of intracellular ROS level, activation of FOXO3, and inhibition of CYP2J2 expressions. This study offers that acetylshikonin may be a considerable alternative therapeutic option for RCC treatment by targeting FOXO3 and CYP2J2.
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Affiliation(s)
- Heui Min Lim
- Department of Biological Science, Gachon University, Seongnam 13120, Republic of Korea
| | - Jongsung Lee
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon 16419, Republic of Korea
| | - Seon Hak Yu
- Department of Bio and Chemical Engineering, Hongik University, Sejong 30016, Republic of Korea
| | - Myeong Jin Nam
- Department of Biological Science, Gachon University, Seongnam 13120, Republic of Korea
| | - Hyo Sun Cha
- Department of Biological Science, Gachon University, Seongnam 13120, Republic of Korea
| | - Kyungmoon Park
- Department of Bio and Chemical Engineering, Hongik University, Sejong 30016, Republic of Korea
| | - Yung-Hun Yang
- Department of Biological Engineering, Konkuk University, Seoul 05029, Republic of Korea
| | - Kyu Yun Jang
- Department of Pathology, Jeonbuk National University Medical School, Jeonju 54896, Republic of Korea
- Research Institute of Clinical Medicine of Jeonbuk National University, Jeonju 54896, Republic of Korea
- Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju 54896, Republic of Korea
| | - See-Hyoung Park
- Department of Bio and Chemical Engineering, Hongik University, Sejong 30016, Republic of Korea
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Fowler S, Brink A, Cleary Y, Günther A, Heinig K, Husser C, Kletzl H, Kratochwil N, Mueller L, Savage M, Stillhart C, Tuerck D, Ullah M, Umehara K, Poirier A. Addressing Today's Absorption, Distribution, Metabolism, and Excretion (ADME) Challenges in the Translation of In Vitro ADME Characteristics to Humans: A Case Study of the SMN2 mRNA Splicing Modifier Risdiplam. Drug Metab Dispos 2022; 50:65-75. [PMID: 34620695 DOI: 10.1124/dmd.121.000563] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 09/30/2021] [Indexed: 11/22/2022] Open
Abstract
Small molecules that present complex absorption, distribution, metabolism, and elimination (ADME) properties can be challenging to investigate as potential therapeutics. Acquiring data through standard methods can yield results that are insufficient to describe the in vivo situation, which can affect downstream development decisions. Implementing in vitro-in vivo-in silico strategies throughout the drug development process is effective in identifying and mitigating risks while speeding up their development. Risdiplam (Evrysdi)-an orally bioavailable, small molecule approved by the US Food and Drug Administration and more recently by the European Medicines Agency for the treatment of patients ≥2 months of age with spinal muscular atrophy-is presented here as a case study. Risdiplam is a low-turnover compound whose metabolism is mediated through a non-cytochrome P450 enzymatic pathway. Four main challenges of risdiplam are discussed: predicting in vivo hepatic clearance, determining in vitro metabolites with regard to metabolites in safety testing guidelines, elucidating enzymes responsible for clearance, and estimating potential drug-drug interactions. A combination of in vitro and in vivo results was successfully extrapolated and used to develop a robust physiologically based pharmacokinetic model of risdiplam. These results were verified through early clinical studies, further strengthening the understanding of the ADME properties of risdiplam in humans. These approaches can be applied to other compounds with similar ADME profiles, which may be difficult to investigate using standard methods. SIGNIFICANCE STATEMENT: Risdiplam is the first approved, small-molecule, survival of motor neuron 2 mRNA splicing modifier for the treatment of spinal muscular atrophy. The approach taken to characterize the absorption, distribution, metabolism, and excretion (ADME) properties of risdiplam during clinical development incorporated in vitro-in vivo-in silico techniques, which may be applicable to other small molecules with challenging ADME. These strategies may be useful in improving the speed at which future drug molecules can be developed.
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Affiliation(s)
- Stephen Fowler
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Andreas Brink
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Yumi Cleary
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Andreas Günther
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Katja Heinig
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Christophe Husser
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Heidemarie Kletzl
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Nicole Kratochwil
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Lutz Mueller
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Mark Savage
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Cordula Stillhart
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Dietrich Tuerck
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Mohammed Ullah
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Kenichi Umehara
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
| | - Agnès Poirier
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel (S.F., A.B., Y.C., A.G., K.H., C.H., H.K, N.K., L.M., D.T., M.U., K.U., A.P.) and Formulation & Process Sciences, Pharmaceutical Research and Development (C.S.), F. Hoffmann-La Roche Ltd., Basel, Switzerland; and Unilabs York Bioanalytical Solutions, Sandwich, United Kingdom (M.S.)
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7
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Das A, Weigle AT, Arnold WR, Kim JS, Carnevale LN, Huff HC. CYP2J2 Molecular Recognition: A New Axis for Therapeutic Design. Pharmacol Ther 2020; 215:107601. [PMID: 32534953 PMCID: PMC7773148 DOI: 10.1016/j.pharmthera.2020.107601] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Accepted: 05/28/2020] [Indexed: 12/11/2022]
Abstract
Cytochrome P450 (CYP) epoxygenases are a special subset of heme-containing CYP enzymes capable of performing the epoxidation of polyunsaturated fatty acids (PUFA) and the metabolism of xenobiotics. This dual functionality positions epoxygenases along a metabolic crossroad. Therefore, structure-function studies are critical for understanding their role in bioactive oxy-lipid synthesis, drug-PUFA interactions, and for designing therapeutics that directly target the epoxygenases. To better exploit CYP epoxygenases as therapeutic targets, there is a need for improved understanding of epoxygenase structure-function. Of the characterized epoxygenases, human CYP2J2 stands out as a potential target because of its role in cardiovascular physiology. In this review, the early research on the discovery and activity of epoxygenases is contextualized to more recent advances in CYP epoxygenase enzymology with respect to PUFA and drug metabolism. Additionally, this review employs CYP2J2 epoxygenase as a model system to highlight both the seminal works and recent advances in epoxygenase enzymology. Herein we cover CYP2J2's interactions with PUFAs and xenobiotics, its tissue-specific physiological roles in diseased states, and its structural features that enable epoxygenase function. Additionally, the enumeration of research on CYP2J2 identifies the future needs for the molecular characterization of CYP2J2 to enable a new axis of therapeutic design.
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Affiliation(s)
- Aditi Das
- Department of Comparative Biosciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Department of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Center for Biophysics and Computational Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Department of Bioengineering, Neuroscience Program, Beckman Institute for Advanced Science and Technology, Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
| | - Austin T Weigle
- Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - William R Arnold
- Department of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Justin S Kim
- Division of Nutritional Sciences, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Lauren N Carnevale
- Department of Biochemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Hannah C Huff
- Department of Chemistry, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
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Lee H, Heo JK, Lee GH, Park SY, Jang SN, Kim HJ, Kwon MJ, Song IS, Liu KH. Ginsenoside Rc Is a New Selective UGT1A9 Inhibitor in Human Liver Microsomes and Recombinant Human UGT Isoforms. Drug Metab Dispos 2019; 47:1372-1379. [PMID: 31578207 DOI: 10.1124/dmd.119.087965] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Accepted: 09/25/2019] [Indexed: 02/13/2025] Open
Abstract
Ginseng is known to have inhibitory effects on UGT1A9 activity. However, little is known about the inhibitory effects of ginsenosides, the major active compounds in ginseng, on UGT1A9 activity. In vitro investigation of UGT1A9 inhibition by ginsenosides was carried out using human liver microsomes (HLMs). Among 10 ginsenosides, ginsenoside Rc was the strongest inhibitor of UGT1A9-mediated mycophenolic acid glucuronidase activity. Further inhibition kinetic studies using HLMs suggested that ginsenoside Rc competitively and noncompetitively inhibited UGT1A9-mediated propofol and mycophenolic acid glucuronidation activities, with K i values of 2.83 and 3.31 μM, respectively. Next, to investigate whether the inhibitory effect of ginsenoside Rc is specific to the UGT1A9 isoform, we studied the inhibitory potency of ginsenoside Rc on nine human uridine diphospho-glucuronosyltransferase (UGT) activities using recombinant human UGT isoforms. Ginsenoside Rc exhibited a 12.9-fold selectivity (which was similar to niflumic acid at 12.5-fold) for UGT1A9 inhibition. Ginsenoside Rc at 50 μM also inhibited none of the other UGT isoform-specific activities above 12.0%, except for UGT1A9 (>91.5%) in HLMs, indicating that ginsenoside Rc might be used as a selective UGT1A9 inhibitor in reaction phenotyping studies of new chemical entities. Considering lower plasma concentrations (0.01 μM) of ginsenoside Rc in healthy subjects and no induction potential on UGT isoforms, ginsenoside Rc does not cause pharmacokinetic drug interactions with other coadministered drugs metabolized by UGT1A9. SIGNIFICANCE STATEMENT: Ginsenoside Rc selectively inhibited UGT1A9-mediated propofol and mycophenolic acid glucuronidation activities in human liver microsomes and recombinant uridine diphospho-glucuronosyltransferase (UGT) isoforms. It exhibited a 12.9-fold selectivity for UGT1A9 inhibition. Therefore, ginsenoside Rc might be used as a selective UGT1A9 inhibitor in reaction phenotyping studies of new chemical entities, such as niflumic acid.
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Affiliation(s)
- Hyunyoung Lee
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Jae-Kyung Heo
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Ga-Hyun Lee
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - So-Young Park
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Su-Nyeong Jang
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Hyun-Ji Kim
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Mi Jeong Kwon
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Im-Sook Song
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
| | - Kwang-Hyeon Liu
- BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, South Korea
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Kim HJ, Lee H, Ji HK, Lee T, Liu KH. Screening of ten cytochrome P450 enzyme activities with 12 probe substrates in human liver microsomes using cocktail incubation and liquid chromatography-tandem mass spectrometry. Biopharm Drug Dispos 2019; 40:101-111. [PMID: 30730576 DOI: 10.1002/bdd.2174] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Revised: 01/15/2019] [Accepted: 01/30/2019] [Indexed: 11/09/2022]
Abstract
Testing for potential drug interactions of new chemical entities is essential when developing a novel drug. In this study, an assay was designed to evaluate drug interactions with 10 major human cytochrome P450 (P450) enzymes incubated in liver microsomes, involving 12 probe substrates with two cocktail incubation sets used in a single liquid chromatography-tandem mass spectrometry (LC-MS/MS) run. The P450 substrate composition in each cocktail set was optimized to minimize solvent effects and mutual drug interactions among substrates as follows: cocktail A was composed of phenacetin for CYP1A2, bupropion for CYP2B6, amodiaquine for CYP2C8, diclofenac for CYP2C9, S-mephenytoin for CYP2C19, and dextromethorphan for CYP2D6; cocktail B was composed of coumarin for CYP2A6, chlorzoxazone for CYP2E1, astemizole for CYP2J2, and midazolam, nifedipine, and testosterone for CYP3A. Multiple probe substrates were used for CYP3A owing to the multiple substrate-binding sites and substrate-dependent inhibition. After incubation in human liver microsomes, each incubation mixture was pooled and all probe metabolites were simultaneously analysed in a single LC-MS/MS run. Polarity switching was used to acquire the negative-ion mode for hydroxychlorzoxazone and positive-ion mode for the remaining analytes. The method was validated by comparing the inhibition data obtained from incubation of each individual probe substrate alone and with the substrate cocktails. The half-maximal inhibitory concentration values obtained from the cocktail and individual incubations were well correlated and in agreement with previously reported values. This new method will be useful in assessing the drug interaction potential of new chemical entities during new drug development.
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Affiliation(s)
- Hyun-Ji Kim
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, 41566, South Korea.,BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy, Kyungpook National University, Daegu, 41566, South Korea
| | - Hyunyoung Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, 41566, South Korea.,BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy, Kyungpook National University, Daegu, 41566, South Korea
| | - Hyeon-Kyeong Ji
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, 41566, South Korea.,BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy, Kyungpook National University, Daegu, 41566, South Korea
| | - Taeho Lee
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Kwang-Hyeon Liu
- College of Pharmacy and Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, 41566, South Korea.,BK21 Plus KNU Multi-Omics based Creative Drug Research Team, College of Pharmacy, Kyungpook National University, Daegu, 41566, South Korea
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