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Article

Molecular Complexity Analysis of de Novo Designed Ligands

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Krisztina Boda and A. Peter Johnson*
ICAMS, School of Chemistry, University of Leeds, LS2 9JT, U.K.
J. Med. Chem., 2006, 49 (20), pp 5869–5879
DOI: 10.1021/jm050054p
Publication Date (Web): January 26, 2006
Copyright © 2006 American Chemical Society
CASSection:
Pharmacology

Abstract

Abstract Image

The de novo approach to structure-based rational drug design can provide a powerful tool for suggestion of entirely novel potential leads. However, programs for structure generation typically generate large numbers of putative ligands; therefore, various heuristics (such as estimation of binding affinity and synthetic accessibility) have to be adopted to evaluate and prune large answer sets with the goal of suggesting ligands with high binding affinity but low structural complexity. A novel method for complexity analysis is described. This method provides a rapid and effective ranking technique for elimination of structures with complicated molecular motifs. This complexity analysis technique, implemented within the SPROUT de novo design system, is based on the statistical distribution of various cyclic and acyclic topologies and atom substitution patterns in existing drugs or commercially available starting materials. A novel feature of the technique that distinguishes it from other published methods is that the matching takes place at various levels of abstraction, so that it can evaluate complexity scores, even for structures which contain atoms with unspecified atom type, which is sometimes the case with the initial output of de novo structure generation systems.

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Citing Articles

View all 15 citing articles

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 11 ACS Journal articles (5 most recent appear below).

  • Cover Image

    Validation of Reaction Vectors for de Novo Design

    Dimitar HristozovMichael BodkinBeining ChenHina PatelValerie J. Gillet
    2011 (), 29-43
    • Validation of Reaction Vectors for de Novo Design

      Dimitar HristozovMichael BodkinBeining ChenHina PatelValerie J. Gillet
      2011 (), 29-43

      A detailed validation of a new de novo design algorithm for the in silico generation of synthetically accessible compounds is presented. The algorithm is based on reaction vectors which describe the changes that take place at a reaction centre and which ...

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

    In Silico Fragment-Based Generation of Drug-Like Compounds

    Peter S. KutchukianDavid LouEugene I. Shakhnovich
    2011 (), 151-177
    • In Silico Fragment-Based Generation of Drug-Like Compounds

      Peter S. KutchukianDavid LouEugene I. Shakhnovich
      2011 (), 151-177

      During virtual library construction, the ability to focus the potential combinatorial explosion of generated molecules on a desired region of chemical space is paramount. As such, de novo molecule generating programs must strike a balance between the ...

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

    Generative Models for Chemical Structures

    David White and Richard C. Wilson
    Journal of Chemical Information and Modeling2010 50 (7), 1257-1274
    • Generative Models for Chemical Structures

      David White and Richard C. Wilson
      Journal of Chemical Information and Modeling2010 50 (7), 1257-1274

      We apply recently developed techniques for pattern recognition to construct a generative model for chemical structure. This approach can be viewed as ligand-based de novo design. We construct a statistical model describing the structural variations ...

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

    Assessing Synthetic Accessibility of Chemical Compounds Using Machine Learning Methods

    Yevgeniy Podolyan, Michael A. Walters and George Karypis
    Journal of Chemical Information and Modeling2010 50 (6), 979-991
    • Assessing Synthetic Accessibility of Chemical Compounds Using Machine Learning Methods

      Yevgeniy Podolyan, Michael A. Walters and George Karypis
      Journal of Chemical Information and Modeling2010 50 (6), 979-991

      With de novo rational drug design, scientists can rapidly generate a very large number of potentially biologically active probes. However, many of them may be synthetically infeasible and, therefore, of limited value to drug developers. On the other hand, ...

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

    Chemical Fragments that Hydrogen Bond to Asp, Glu, Arg, and His Side Chains in Protein Binding Sites

    A.W. Edith Chan, Roman A. Laskowski and David L. Selwood
    Journal of Medicinal Chemistry2010 53 (8), 3086-3094
    • Chemical Fragments that Hydrogen Bond to Asp, Glu, Arg, and His Side Chains in Protein Binding Sites

      A.W. Edith Chan, Roman A. Laskowski and David L. Selwood
      Journal of Medicinal Chemistry2010 53 (8), 3086-3094

      We present an analysis of the chemical fragments from lead-like ligands in the Protein Data Bank (PDB) that form hydrogen bonds to the side chains of Asp, Glu, Arg, and His, which are the most common residues found in ligand binding sites. A fragment is ...

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

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  • Published In Issue October 05, 2006
  • Received January 19, 2005

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  • A. Peter Johnson
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