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Edamatsu H, Yagawa M, Ikushiro S, Sakaki T, Nakagawa Y, Miyagawa H, Akamatsu M. Identification and in silico prediction of metabolites of tebufenozide derivatives by major human cytochrome P450 isoforms. Bioorg Med Chem 2020; 28:115429. [PMID: 32201191 DOI: 10.1016/j.bmc.2020.115429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 03/05/2020] [Accepted: 03/06/2020] [Indexed: 11/18/2022]
Abstract
Cytochrome P450 (CYP) enzymes constitute a superfamily of heme-containing monooxygenases. CYPs are involved in the metabolism of many chemicals such as drugs and agrochemicals. Therefore, examining the metabolic reactions by each CYP isoform is important to elucidate their substrate recognition mechanisms. The clarification of these mechanisms may be useful not only for the development of new drugs and agrochemicals, but also for risk assessment of chemicals. In our previous study, we identified the metabolites of tebufenozide, an insect growth regulator, formed by two human CYP isoforms: CYP3A4 and CYP2C19. The accessibility of each site of tebufenozide to the reaction center of CYP enzymes and the susceptibility of each hydrogen atom for metabolism by CYP enzymes were evaluated by a docking simulation and hydrogen atom abstraction energy estimation at the density functional theory level, respectively. In this study, the same in silico prediction method was applied to the metabolites of tebufenozide derivatives by major human CYPs (CYP1A2, 2C9, 2C19, 2D6, and 3A4). In addition, the production rate of the metabolites by CYP3A4 was quantitively analyzed by frequency based on docking simulation and hydrogen atom abstraction energy using the classical QSAR approach. Then, the obtained QSAR model was applied to predict the sites of metabolism and the metabolite production order by each CYP isoform.
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Affiliation(s)
- Hiroaki Edamatsu
- Graduate School of Agriculture, Kyoto University, Kitashirakawa-oiwake-cho, Sakyo-ku, Kyoto 606-8502, Japan
| | - Masataka Yagawa
- Graduate School of Agriculture, Kyoto University, Kitashirakawa-oiwake-cho, Sakyo-ku, Kyoto 606-8502, Japan
| | - Shinichi Ikushiro
- Faculty of Engineering, Toyama Prefectural University, 5180, Kurokawa, Imizu-shi, Toyama 939-0398, Japan
| | - Toshiyuki Sakaki
- Faculty of Engineering, Toyama Prefectural University, 5180, Kurokawa, Imizu-shi, Toyama 939-0398, Japan
| | - Yoshiaki Nakagawa
- Graduate School of Agriculture, Kyoto University, Kitashirakawa-oiwake-cho, Sakyo-ku, Kyoto 606-8502, Japan
| | - Hisashi Miyagawa
- Graduate School of Agriculture, Kyoto University, Kitashirakawa-oiwake-cho, Sakyo-ku, Kyoto 606-8502, Japan
| | - Miki Akamatsu
- Graduate School of Agriculture, Kyoto University, Kitashirakawa-oiwake-cho, Sakyo-ku, Kyoto 606-8502, Japan.
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Lu Q, Song J, Wu P, Li C, Thiel W. Mechanistic Insights into the Directing Effect of Thr303 in Ethanol Oxidation by Cytochrome P450 2E1. ACS Catal 2019. [DOI: 10.1021/acscatal.9b00907] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Qianqian Lu
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, China
- Fujian Provincial Key Laboratory of Theoretical and Computational Chemistry, Xiamen, Fujian 361005, China
| | - Jinshuai Song
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, China
- Fujian Provincial Key Laboratory of Theoretical and Computational Chemistry, Xiamen, Fujian 361005, China
| | - Peng Wu
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Chunsen Li
- State Key Laboratory of Structural Chemistry, Fujian Institute of Research on the Structure of Matter, Chinese Academy of Sciences, Fuzhou, Fujian 350002, China
- Fujian Provincial Key Laboratory of Theoretical and Computational Chemistry, Xiamen, Fujian 361005, China
| | - Walter Thiel
- Max-Planck-Institut für Kohlenforschung, Kaiser-Wilhelm-Platz 1, 45470 Mülheim an der Ruhr, Germany
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Gerasymenko I, Sheludko Y, Fräbel S, Staniek A, Warzecha H. Combinatorial biosynthesis of small molecules in plants: Engineering strategies and tools. Methods Enzymol 2019; 617:413-442. [PMID: 30784411 DOI: 10.1016/bs.mie.2018.12.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Biosynthetic capacity of plants, rooted in a near inexhaustible supply of photosynthetic energy and founded upon an intricate matrix of metabolic networks, makes them versatile chemists producing myriad specialized compounds. Along with tremendous success in elucidation of several plant biosynthetic routes, their reestablishment in heterologous hosts has been a hallmark of recent bioengineering endeavors. However, current efforts in the field are, in the main, aimed at grafting the pathways to fermentable recipient organisms, like bacteria or yeast. Conversely, while harboring orthologous metabolic trails, select plant species now emerge as viable vehicles for mobilization and engineering of complex biosynthetic pathways. Their distinctive features, like intricate cell compartmentalization and formation of specialized production and storage structures on tissue and organ level, make plants an especially promising chassis for the manufacture of considerable amounts of high-value natural small molecules. Inspired by the fundamental tenets of synthetic biology, capitalizing on the versatility of the transient plant transformation system, and drawing on the unique compartmentation of plant cells, we explore combinatorial approaches affording production of natural and new-to-nature, bespoke chemicals of potential importance. Here, we focus on the transient engineering of P450 monooxygenases, alone or in concert with other orthogonal catalysts, like tryptophan halogenases.
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Affiliation(s)
- Iryna Gerasymenko
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, Germany
| | - Yuriy Sheludko
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, Germany
| | - Sabine Fräbel
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, Germany
| | - Agata Staniek
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, Germany
| | - Heribert Warzecha
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, Germany.
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Sheludko YV, Gerasymenko IM, Warzecha H. Transient Expression of Human Cytochrome P450s 2D6 and 3A4 in Nicotiana benthamiana Provides a Possibility for Rapid Substrate Testing and Production of Novel Compounds. Biotechnol J 2018; 13:e1700696. [PMID: 29637719 DOI: 10.1002/biot.201700696] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2017] [Revised: 03/26/2018] [Indexed: 01/30/2023]
Abstract
Employment of transient expression of foreign genes for bioconversion of pharmaceutically valuable low-molecular-weight compounds, including plant secondary metabolites, is an enticing trend still scantily explored in plant biotechnology. In the present work, an efficient protocol for rapid assessment of synthetic and plant-derived metabolites as potential substrates for human P450s (CYP2D6 and CYP3A4) via Agrobacterium-mediated transient expression in Nicotiana benthamiana is put forth. Animal P450s with broad substrate specificity are promising candidates for transformation of diverse metabolites. The efficiency of P450s in heterologous surroundings is not always satisfactory and depends on the availability of an associated electron-transfer enzyme. Plants represent an attractive assortment of prospective hosts for foreign P450s expression. The optimal composition of genetic blocks providing the highest transient expression efficiency is designed, an effective substrate administration scheme is validated, and biological activity of the investigated P450s against loratadine and several indole alkaloids with different molecular scaffold structures is tested. A novel indole alkaloid, 11-hydroxycorynanthine, is isolated from N. benthamiana plants transiently expressing CYP2D6 and supplemented with corynanthine, and its structure was elucidated. The proposed technique might be of value in realization of combinatorial biosynthesis concept comprising the junction of heterologous enzymes and substrates in different metabolic surroundings.
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Affiliation(s)
- Yuriy V Sheludko
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, 64287, Germany
- Institute of Cell Biology and Genetic Engineering, National Academy of Science of Ukraine, 03143, Kiev, Ukraine
| | - Iryna M Gerasymenko
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, 64287, Germany
- Institute of Cell Biology and Genetic Engineering, National Academy of Science of Ukraine, 03143, Kiev, Ukraine
| | - Heribert Warzecha
- Plant Biotechnology and Metabolic Engineering, Technische Universität Darmstadt, Darmstadt, 64287, Germany
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Li X, Xu Y, Lai L, Pei J. Prediction of Human Cytochrome P450 Inhibition Using a Multitask Deep Autoencoder Neural Network. Mol Pharm 2018; 15:4336-4345. [DOI: 10.1021/acs.molpharmaceut.8b00110] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Xiang Li
- Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
- BNLMS, State Key Laboratory for Structural Chemistry of Unstable and Stable Species, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
| | - Youjun Xu
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Luhua Lai
- Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
- BNLMS, State Key Laboratory for Structural Chemistry of Unstable and Stable Species, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
| | - Jianfeng Pei
- Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China
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Tani N, Juvonen RO, Raunio H, Fashe M, Leppänen J, Zhao B, Tyndale RF, Rahnasto-Rilla M. Rational design of novel CYP2A6 inhibitors. Bioorg Med Chem 2014; 22:6655-6664. [PMID: 25458499 DOI: 10.1016/j.bmc.2014.10.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2014] [Accepted: 10/02/2014] [Indexed: 02/06/2023]
Abstract
Inhibition of CYP2A6-mediated nicotine metabolism can reduce cigarette smoking. We sought potent and selective CYP2A6 inhibitors to be used as leads for drugs useful in smoking reduction therapy, by evaluating CYP2A6 inhibitory effect of novel formyl, alkyl amine or carbonitrile substituted aromatic core structures. The most potent CYP2A6 inhibitors were thienopyridine-2-carbaldehyde, benzothienophene-3-ylmethanamine, benzofuran-5-carbaldehyde and indole-5-carbaldehyde, with IC50 values below 0.5 μM for coumarin 7-hydroxylation. Nicotine oxidation was effectively inhibited in vitro by two alkyl amine compounds and benzofuran-5-carbonitrile. Some of these molecules could serve as potential lead molecules when designing CYP2A6 inhibitory drugs for smoking reduction therapy.
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Affiliation(s)
- Niina Tani
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland.
| | - Risto O Juvonen
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland
| | - Hannu Raunio
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland
| | - Muluneh Fashe
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland
| | - Jukka Leppänen
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland
| | - Bin Zhao
- Departments of Pharmacology and Toxicology and Psychiatry, University of Toronto, Campbell Family Mental Health Research Institute, M5S 1A8 Toronto, Ontario, Canada
| | - Rachel F Tyndale
- Departments of Pharmacology and Toxicology and Psychiatry, University of Toronto, Campbell Family Mental Health Research Institute, M5S 1A8 Toronto, Ontario, Canada
| | - Minna Rahnasto-Rilla
- School of Pharmacy, Faculty of Health Sciences, University of Eastern Finland, POB 1627, 70211 Kuopio, Finland.
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Valko K, Butler J, Eddershaw P. Predictive approaches to increase absorption of compounds during lead optimisation. Expert Opin Drug Discov 2013; 8:1225-38. [DOI: 10.1517/17460441.2013.815613] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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8
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Kwiecień RA, Le Questel JY, Lebreton J, Delaforge M, André F, Pihan E, Roussel A, Fournial A, Paneth P, Robins RJ. Cytochrome P450-Catalyzed Degradation of Nicotine: Fundamental Parameters Determining Hydroxylation by Cytochrome P450 2A6 at the 5′-Carbon or the N-Methyl Carbon. J Phys Chem B 2012; 116:7827-40. [DOI: 10.1021/jp304276v] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Renata A. Kwiecień
- Laboratory
for the Study of Biosynthesis by Isotopic Spectroscopy, Interdisciplinary
Chemistry: Synthesis, Analysis and Modeling (CEISAM), UMR6230, University of Nantes-CNRS, 2 rue de la Houssinière,
BP 92208, F-44322 Nantes 3, France
| | - Jean-Yves Le Questel
- Laboratory
for the Study of Biosynthesis by Isotopic Spectroscopy, Interdisciplinary
Chemistry: Synthesis, Analysis and Modeling (CEISAM), UMR6230, University of Nantes-CNRS, 2 rue de la Houssinière,
BP 92208, F-44322 Nantes 3, France
| | - Jacques Lebreton
- Laboratory
for the Study of Biosynthesis by Isotopic Spectroscopy, Interdisciplinary
Chemistry: Synthesis, Analysis and Modeling (CEISAM), UMR6230, University of Nantes-CNRS, 2 rue de la Houssinière,
BP 92208, F-44322 Nantes 3, France
| | - Marcel Delaforge
- Laboratoire Stress Oxydant et Détoxication, CNRS UMR8221, iBiTec-S/SB2SM, CEA Saclay, 91191 Saclay, France
| | - François André
- Laboratoire Stress Oxydant et Détoxication, CNRS UMR8221, iBiTec-S/SB2SM, CEA Saclay, 91191 Saclay, France
| | - Emilie Pihan
- Laboratoire Stress Oxydant et Détoxication, CNRS UMR8221, iBiTec-S/SB2SM, CEA Saclay, 91191 Saclay, France
| | - Anaïs Roussel
- Laboratoire Stress Oxydant et Détoxication, CNRS UMR8221, iBiTec-S/SB2SM, CEA Saclay, 91191 Saclay, France
| | - Anaïs Fournial
- Laboratory
for the Study of Biosynthesis by Isotopic Spectroscopy, Interdisciplinary
Chemistry: Synthesis, Analysis and Modeling (CEISAM), UMR6230, University of Nantes-CNRS, 2 rue de la Houssinière,
BP 92208, F-44322 Nantes 3, France
| | - Piotr Paneth
- Laboratory for Isotope Effects
Studies, Faculty of Chemistry, Institute
of Applied Radiation Chemistry, University of Technology Lodz, Zeromskiego 116, 90-924 Łodź, Poland
| | - Richard J. Robins
- Laboratory
for the Study of Biosynthesis by Isotopic Spectroscopy, Interdisciplinary
Chemistry: Synthesis, Analysis and Modeling (CEISAM), UMR6230, University of Nantes-CNRS, 2 rue de la Houssinière,
BP 92208, F-44322 Nantes 3, France
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Quantitative Property-Property Relationship for Screening-Level Prediction of Intrinsic Clearance of Volatile Organic Chemicals in Rats and Its Integration within PBPK Models to Predict Inhalation Pharmacokinetics in Humans. J Toxicol 2012; 2012:286079. [PMID: 22685458 PMCID: PMC3364689 DOI: 10.1155/2012/286079] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2011] [Revised: 01/13/2012] [Accepted: 01/13/2012] [Indexed: 01/28/2023] Open
Abstract
The objectives of this study were (i) to develop a screening-level Quantitative property-property relationship (QPPR) for intrinsic clearance (CLint) obtained from in vivo animal studies and (ii) to incorporate it with human physiology in a PBPK model for predicting the inhalation pharmacokinetics of VOCs. CLint, calculated as the ratio of the in vivo Vmax (μmol/h/kg bw rat) to the Km (μM), was obtained for 26 VOCs from the literature. The QPPR model resulting from stepwise linear regression analysis passed the validation step (R2 = 0.8; leave-one-out cross-validation Q2 = 0.75) for CLint normalized to the phospholipid (PL) affinity of the VOCs. The QPPR facilitated the calculation of CLint (L PL/h/kg bw rat) from the input data on log Pow, log blood: water PC and ionization potential. The predictions of the QPPR as lower and upper bounds of the 95% mean confidence intervals (LMCI and UMCI, resp.) were then integrated within a human PBPK model. The ratio of the maximum (using LMCI for
CLint) to minimum (using UMCI for CLint) AUC predicted by the QPPR-PBPK model was 1.36 ± 0.4 and ranged from 1.06 (1,1-dichloroethylene) to 2.8 (isoprene). Overall, the integrated QPPR-PBPK modeling method developed in this study is a pragmatic way of characterizing the impact of the lack of knowledge of CLint in predicting human pharmacokinetics of VOCs, as well as the impact of prediction uncertainty of CLint on human pharmacokinetics of VOCs.
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Dong D, Wu B. Substrate selectivity of drug-metabolizing cytochrome P450s predicted from crystal structures andin silicomodeling. Drug Metab Rev 2012; 44:1-17. [DOI: 10.3109/03602532.2011.645581] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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11
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Dong D, Wu B, Chow D, Hu M. Substrate selectivity of drug-metabolizing cytochrome P450s predicted from crystal structures and in silico modeling. Drug Metab Rev 2012; 44:192-208. [PMID: 22251142 DOI: 10.3109/03602532.2011.645580] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Enormous efforts toward predicting the metabolic fate of a drug have been driven by the high attrition rate in drug development. To accelerate such efforts, it is critical to elucidate the molecular mechanisms of drug recognition by drug-metabolizing enzymes. Therefore, it is not surprising that an increasing number of crystal structures have been determined (by X-ray crystallography) and numerous insightful in silico (computational) models have been established for the most important metabolic enzymes, cytochrome P450s (CYPs). In this review, we provide a detailed analysis of the available crystal structures for CYPs to reveal the structural features and protein flexibility determining substrate selectivity. The ligand-based in silico models (including pharmacophore and molecular field analysis models) are also discussed, with a focus on their ability to characterize the structural features of the substrates for various CYP isoforms.
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Affiliation(s)
- Dong Dong
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, Texas 77030, USA
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12
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Boström J, Hogner A, Llinàs A, Wellner E, Plowright AT. Oxadiazoles in medicinal chemistry. J Med Chem 2012; 55:1817-30. [PMID: 22185670 DOI: 10.1021/jm2013248] [Citation(s) in RCA: 397] [Impact Index Per Article: 33.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Oxadiazoles are five-membered heteroaromatic rings containing two carbons, two nitrogens, and one oxygen atom, and they exist in different regioisomeric forms. Oxadiazoles are frequently occurring motifs in druglike molecules, and they are often used with the intention of being bioisosteric replacements for ester and amide functionalities. The current study presents a systematic comparison of 1,2,4- and 1,3,4-oxadiazole matched pairs in the AstraZeneca compound collection. In virtually all cases, the 1,3,4-oxadiazole isomer shows an order of magnitude lower lipophilicity (log D), as compared to its isomeric partner. Significant differences are also observed with respect to metabolic stability, hERG inhibition, and aqueous solubility, favoring the 1,3,4-oxadiazole isomers. The difference in profile between the 1,2,4 and 1,3,4 regioisomers can be rationalized by their intrinsically different charge distributions (e.g., dipole moments). To facilitate the use of these heteroaromatic rings, novel synthetic routes for ready access of a broad spectrum of 1,3,4-oxadiazoles, under mild conditions, are described.
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Sun H, Veith H, Xia M, Austin CP, Huang R. Predictive models for cytochrome p450 isozymes based on quantitative high throughput screening data. J Chem Inf Model 2011; 51:2474-81. [PMID: 21905670 PMCID: PMC3200453 DOI: 10.1021/ci200311w] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
The human cytochrome P450 (CYP450) isozymes are the most important enzymes in the body to metabolize many endogenous and exogenous substances including environmental toxins and therapeutic drugs. Any unnecessary interactions between a small molecule and CYP450 isozymes may raise a potential to disarm the integrity of the protection. Accurately predicting the potential interactions between a small molecule and CYP450 isozymes is highly desirable for assessing the metabolic stability and toxicity of the molecule. The National Institutes of Health Chemical Genomics Center (NCGC) has screened a collection of over 17,000 compounds against the five major isozymes of CYP450 (1A2, 2C9, 2C19, 2D6, and 3A4) in a quantitative high throughput screening (qHTS) format. In this study, we developed support vector classification (SVC) models for these five isozymes using a set of customized generic atom types. The CYP450 data sets were randomly split into equal-sized training and test sets. The optimized SVC models exhibited high predictive power against the test sets for all five CYP450 isozymes with accuracies of 0.93, 0.89, 0.89, 0.85, and 0.87 for 1A2, 2C9, 2C19, 2D6, and 3A4, respectively, as measured by the area under the receiver operating characteristic (ROC) curves. The important atom types and features extracted from the five models are consistent with the structural preferences for different CYP450 substrates reported in the literature. We also identified novel features with significant discerning power to separate CYP450 actives from inactives. These models can be useful in prioritizing compounds in a drug discovery pipeline or recognizing the toxic potential of environmental chemicals.
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Affiliation(s)
- Hongmao Sun
- National Institutes of Health (NIH) Chemical Genomics Center, NIH, Bethesda, MD 20892, USA
| | - Henrike Veith
- National Institutes of Health (NIH) Chemical Genomics Center, NIH, Bethesda, MD 20892, USA
| | - Menghang Xia
- National Institutes of Health (NIH) Chemical Genomics Center, NIH, Bethesda, MD 20892, USA
| | - Christopher P. Austin
- National Institutes of Health (NIH) Chemical Genomics Center, NIH, Bethesda, MD 20892, USA
| | - Ruili Huang
- National Institutes of Health (NIH) Chemical Genomics Center, NIH, Bethesda, MD 20892, USA
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Structural features of cytochromes P450 and ligands that affect drug metabolism as revealed by X-ray crystallography and NMR. Future Med Chem 2011; 2:1451-68. [PMID: 21103389 DOI: 10.4155/fmc.10.229] [Citation(s) in RCA: 67] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Cytochromes P450 (P450s) play a major role in the clearance of drugs, toxins, and environmental pollutants. Additionally, metabolism by P450s can result in toxic or carcinogenic products. The metabolism of pharmaceuticals by P450s is a major concern during the design of new drug candidates. Determining the interactions between P450s and compounds of very diverse structures is complicated by the variability in P450-ligand interactions. Understanding the protein structural elements and the chemical attributes of ligands that dictate their orientation in the P450 active site will aid in the development of effective and safe therapeutic agents. The goal of this review is to describe P450-ligand interactions from two perspectives. The first is the various structural elements that microsomal P450s have at their disposal to assume the different conformations observed in X-ray crystal structures. The second is P450-ligand dynamics analyzed by NMR relaxation studies.
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15
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Pochapsky TC, Kazanis S, Dang M. Conformational plasticity and structure/function relationships in cytochromes P450. Antioxid Redox Signal 2010; 13:1273-96. [PMID: 20446763 PMCID: PMC2959183 DOI: 10.1089/ars.2010.3109] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The cytochrome P450s are a superfamily of enzymes that are found in all kingdoms of living organisms, and typically catalyze the oxidative addition of atomic oxygen to an unactivated C-C or C-H bond. Over 8000 nonredundant sequences of putative and confirmed P450 enzymes have been identified, but three-dimensional structures have been determined for only a small fraction of these. While all P450 enzymes for which structures have been determined share a common global fold, the flexibility and modularity of structure around the active site account for the ability of P450 enzymes to accommodate a vast number of structurally dissimilar substrates and support a wide range of selective oxidations. In this review, known P450 structures are compared, and some structural criteria for prediction of substrate selectivity and reaction type are suggested. The importance of dynamic processes such as redox-dependent and effector-induced conformational changes in determining catalytic competence and regio- and stereoselectivity is discussed, and noncrystallographic methods for characterizing P450 structures and dynamics, in particular, mass spectrometry and nuclear magnetic resonance spectroscopy are reviewed.
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Affiliation(s)
- Thomas C Pochapsky
- Department of Chemistry, Brandeis University, Waltham, Massachusetts 02454-9110, USA.
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16
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Lewis DFV, Ito Y. Human CYPs involved in drug metabolism: structures, substrates and binding affinities. Expert Opin Drug Metab Toxicol 2010; 6:661-74. [PMID: 20402561 DOI: 10.1517/17425251003674380] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
IMPORTANCE OF THE FIELD There is current interest in the CYPs primarily due to their important role in the Phase I metabolism of foreign compounds, including pharmaceuticals, agrochemicals and environmental pollutants, to which mankind is exposed. AREAS COVERED IN THIS REVIEW The roles of the human CYPs are introduced in the context of using structural modelling and quantitative structure-activity relationships for rationalizing substrate binding, selectivity and rates of metabolism, particularly for drugs in current clinical use. The importance of compound lipophilicity in both substrate binding and metabolic rate is emphasised, together with the employment of an automated docking method (AutoDock) for estimating binding energy and likely route of metabolism for drug substrates. WHAT THE READER WILL GAIN The location of key interacting groups on both substrate and enzyme tends to define the preferred outcome of CYP-mediated drug metabolism in the majority of cases investigated thus far. This enables one to draw up a simple model of the important features present in the binding sites of CYPs which relate to substrate selectivity and likely positions of metabolism. TAKE HOME MESSAGE For the major CYPs involved in human drug metabolism, it would appear that there is a relatively well-defined key distance, in terms of number of intervening atoms, between the main sites of binding and CYP-mediated metabolism.
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Affiliation(s)
- David F V Lewis
- University of Surrey, Faculty of Health and Medical Sciences, Surrey, UK.
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