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Article

Predicting Drug Metabolism:  A Site of Metabolism Prediction Tool Applied to the Cytochrome P450 2C9

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Ismael Zamora,*† Lovisa Afzelius,†‡ and Gabriele Cruciani§
Drug Metabolism, Pharmacokinetic and Bioanalytical Chemistry, AstraZeneca R&D Mölndal, Mölndal, Sweden, Medicinal Chemistry Department, Uppsala University, Uppsala, Sweden, and Chemometric Group, University of Perugia, Perugia, Italy
J. Med. Chem., 2003, 46 (12), pp 2313–2324
DOI: 10.1021/jm021104i
Publication Date (Web): May 10, 2003
Copyright © 2003 American Chemical Society
CASSection:
Pharmacology

Abstract

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The aim of the present study is to develop a method for predicting the site at which molecules will be metabolized by CYP 2C9 (cytochrome P450 2C9) using a previously reported protein homology model of the enzyme. Such a method would be of great help in designing new compounds with a better pharmacokinetic profile, or in designing prodrugs where the compound needs to be metabolized in order to become active. The methodology is based on a comparison between alignment-independent descriptors derived from GRID Molecular Interaction Fields for the CYP 2C9 active site, and a distance-based representation of the substrate. The predicted site of metabolism is reported as a ranking list of all the hydrogen atoms of each substrate molecule. Eighty-seven CYP 2C9-catalyzed oxidative reactions reported in the literature have been analyzed. In more than 90% of these cases, the hydrogen atom ranked at the first, second, or third position was the experimentally reported site of oxidation.

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Citing Articles

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Citation data is made available by participants in CrossRef's Cited-by Linking service. For a more comprehensive list of citations to this article, users are encouraged to perform a search in SciFinder.

This article has been cited by 24 ACS Journal articles (5 most recent appear below).

  • Cover Image

    Combined Approach Using Ligand Efficiency, Cross-Docking, and Antitarget Hits for Wild-Type and Drug-Resistant Y181C HIV-1 Reverse Transcriptase

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    Journal of Chemical Information and Modeling2011 51 (10), 2595-2611
    • Combined Approach Using Ligand Efficiency, Cross-Docking, and Antitarget Hits for Wild-Type and Drug-Resistant Y181C HIV-1 Reverse Transcriptase

      Alfonso T. García-Sosa, Sulev Sild, Kalev Takkis, and Uko Maran
      Journal of Chemical Information and Modeling2011 51 (10), 2595-2611

      New hits against HIV-1 wild-type and Y181C drug-resistant reverse transcriptases were predicted taking into account the possibility of some of the known metabolism interactions. In silico hits against a set of antitargets (i.e., proteins or nucleic acids ...

      Abstract | HTMLFull Text HTML | PDFHi-Res PDF | PDFPDF w/ Links
  • Cover Image

    Novel Application of 2D and 3D-Similarity Searches To Identify Substrates among Cytochrome P450 2C9, 2D6, and 3A4

    R. F. Freitas, R. L. Bauab and C. A. Montanari
    Journal of Chemical Information and Modeling2010 50 (1), 97-109
    • Novel Application of 2D and 3D-Similarity Searches To Identify Substrates among Cytochrome P450 2C9, 2D6, and 3A4

      R. F. Freitas, R. L. Bauab and C. A. Montanari
      Journal of Chemical Information and Modeling2010 50 (1), 97-109

      Cytochrome P450 (CYP450) is a class of enzymes where the substrate identification is particularly important to know. It would help medicinal chemists to design drugs with lower side effects due to drug−drug interactions and to extensive genetic ...

      Abstract | HTMLFull Text HTML | PDFHi-Res PDF | PDFPDF w/ Links
  • Cover Image

    EaMEAD: Activation Energy Prediction of Cytochrome P450 Mediated Metabolism with Effective Atomic Descriptors

    Doo Nam Kim, Kwang-Hwi Cho, Won Seok Oh, Chang Joon Lee, Sung Kwang Lee, Jihoon Jung and Kyoung Tai No
    Journal of Chemical Information and Modeling2009 49 (7), 1643-1654
    • EaMEAD: Activation Energy Prediction of Cytochrome P450 Mediated Metabolism with Effective Atomic Descriptors

      Doo Nam Kim, Kwang-Hwi Cho, Won Seok Oh, Chang Joon Lee, Sung Kwang Lee, Jihoon Jung and Kyoung Tai No
      Journal of Chemical Information and Modeling2009 49 (7), 1643-1654

      In an effort to improve drug design and predictions for pharmacokinetics (PK), an empirical model was developed to predict the activation energies (Ea) of cytochrome P450 (CYP450) mediated metabolism. The model, EaMEAD (Activation energy of Metabolism ...

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  • Cover Image

    Modeling Kinetics of Subcellular Disposition of Chemicals

    Stefan Balaz
    Chemical Reviews2009 109 (5), 1793-1899
    • Modeling Kinetics of Subcellular Disposition of Chemicals

      Stefan Balaz
      Chemical Reviews2009 109 (5), 1793-1899
      Abstract | HTMLFull Text HTML | PDFHi-Res PDF | PDFPDF w/ Links
  • Cover Image

    Targets Looking for Drugs: A Multistep Computational Protocol for the Development of Structure-Based Pharmacophores and Their Applications for Hit Discovery

    Cristina Tintori, Valentina Corradi, Matteo Magnani, Fabrizio Manetti and Maurizio Botta
    Journal of Chemical Information and Modeling2008 48 (11), 2166-2179
    • Targets Looking for Drugs: A Multistep Computational Protocol for the Development of Structure-Based Pharmacophores and Their Applications for Hit Discovery

      Cristina Tintori, Valentina Corradi, Matteo Magnani, Fabrizio Manetti and Maurizio Botta
      Journal of Chemical Information and Modeling2008 48 (11), 2166-2179

      Pharmacophoresthree-dimensional (3D) arrangements of essential features enabling a molecule to exert a particular biological effectconstitute a very useful tool in drug design both in hit discovery and hit-to-lead optimization process. Two basic ...

      Abstract | HTMLFull Text HTML | PDFHi-Res PDF | PDFPDF w/ Links

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  • Published In Issue June 05, 2003
  • Received November 20, 2002

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  • Ismael Zamora
  • Lovisa Afzelius
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