Quest for the Rings. In Silico Exploration of Ring Universe To Identify Novel Bioactive Heteroaromatic Scaffolds

Bioactive molecules only contain a relatively limited number of unique ring types. To identify those ring properties and structural characteristics that are necessary for biological activity, a large virtual library of nearly 600 000 heteroaromatic scaffolds was created and characterized by calculat...

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Published inJournal of medicinal chemistry Vol. 49; no. 15; pp. 4568 - 4573
Main Authors Ertl, Peter, Jelfs, Stephen, Mühlbacher, Jörg, Schuffenhauer, Ansgar, Selzer, Paul
Format Journal Article
LanguageEnglish
Published Washington, DC American Chemical Society 27.07.2006
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Abstract Bioactive molecules only contain a relatively limited number of unique ring types. To identify those ring properties and structural characteristics that are necessary for biological activity, a large virtual library of nearly 600 000 heteroaromatic scaffolds was created and characterized by calculated properties, including structural features, bioavailability descriptors, and quantum chemical parameters. A self-organizing neural network was used to cluster these scaffolds and to identify properties that best characterize bioactive ring systems. The analysis shows that bioactivity is very sparsely distributed within the scaffold property and structural space, forming only several relatively small, well-defined “bioactivity islands”. Various possible applications of a large database of rings with calculated properties and bioactivity scores in the drug design and discovery process are discussed, including virtual screening, support for the design of combinatorial libraries, bioisosteric design, and scaffold hopping.
AbstractList Bioactive molecules only contain a relatively limited number of unique ring types. To identify those ring properties and structural characteristics that are necessary for biological activity, a large virtual library of nearly 600 000 heteroaromatic scaffolds was created and characterized by calculated properties, including structural features, bioavailability descriptors, and quantum chemical parameters. A self-organizing neural network was used to cluster these scaffolds and to identify properties that best characterize bioactive ring systems. The analysis shows that bioactivity is very sparsely distributed within the scaffold property and structural space, forming only several relatively small, well-defined "bioactivity islands". Various possible applications of a large database of rings with calculated properties and bioactivity scores in the drug design and discovery process are discussed, including virtual screening, support for the design of combinatorial libraries, bioisosteric design, and scaffold hopping.
Author Schuffenhauer, Ansgar
Jelfs, Stephen
Ertl, Peter
Mühlbacher, Jörg
Selzer, Paul
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  surname: Selzer
  fullname: Selzer, Paul
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Issue 15
Keywords Drug
Prediction
Virtual screening
Neural network
Tricyclic compound
Modeling
Research and development
Self organization
Structure activity relation
Chemical compound library
Molecular model
Aromatic compound
Chemometrics
Heterocyclic compound
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Snippet Bioactive molecules only contain a relatively limited number of unique ring types. To identify those ring properties and structural characteristics that are...
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SubjectTerms Biological and medical sciences
Biological Availability
Databases, Factual
Drug Design
Heterocyclic Compounds - chemistry
Hydrocarbons, Aromatic - chemistry
Medical sciences
Miscellaneous
Molecular Structure
Neural Networks (Computer)
Pharmaceutical Preparations - chemistry
Pharmacology. Drug treatments
Quantum Theory
Title Quest for the Rings. In Silico Exploration of Ring Universe To Identify Novel Bioactive Heteroaromatic Scaffolds
URI http://dx.doi.org/10.1021/jm060217p
https://api.istex.fr/ark:/67375/TPS-562CSRTH-9/fulltext.pdf
https://www.ncbi.nlm.nih.gov/pubmed/16854061
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Volume 49
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