Journal of Chemical Information and Computer Sciences · 1999 · 155 citations · 20 references
PharmacyBiochemistryMedicinal ChemistryDrug DesignDrug DiscoveryStructure-activity RelationshipsConformational AnalysisMolecular DescriptorsPeptide Drug DiscoveryProtein ConformationProtein StructureQuantitative Structure-activity Relationships3D Molecular DescriptorsAmino AcidsChain ConformationPeptide Structure - Activity RelationshipsPeptide Structure-activity RelationshipsRotamer LibrariesSide Chain ConformationSolvent Accessible Surface Area
Several descriptors applied to peptide structure−activity and/or structure−property relationships have been developed in recent years. This report describes new descriptors for the natural amino acids which have been derived from the principal component analysis (PCA) applied on the MS-WHIM 3D-description matrices. MS-WHIM indexes are a collection of 36 statistical indexes aimed at extracting and condensing steric and electrostatic 3D-properties of a molecule. These new descriptors have been developed both on extended side-chain conformation and on rotamer library of natural amino acids. The method appeared to be more potent when describing a single conformation ( i.e . extended) than when applied collectively on library conformation families. MS-WHIM scores, however, were shown to efficacely describe and correctly classify the natural amino acid features and to provide sound statistical models either predicting activities of two peptide sets taken as a test or correlating amino acid chemicophysical properties, like water-accessible surface area, to general structural features of amino acids.
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Tertiary templates for proteins
Jay W. Ponder, Frederic M. Richards · Journal of Molecular Biology · 1987 · 1.5K citations
Affinities of amino acid side chains for solvent water
Richard Wolfenden, Linda Andersson, Paul M. Cullis et al. · Biochemistry · 1981 · 869 citations