MS-WHIM scores for amino acids: A new 3D-description for peptide QSAR and QSPR studies

Citation
A. Zaliani et E. Gancia, MS-WHIM scores for amino acids: A new 3D-description for peptide QSAR and QSPR studies, J CHEM INF, 39(3), 1999, pp. 525-533
Citations number
30
Categorie Soggetti
Chemistry
Journal title
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES
ISSN journal
00952338 → ACNP
Volume
39
Issue
3
Year of publication
1999
Pages
525 - 533
Database
ISI
SICI code
0095-2338(199905/06)39:3<525:MSFAAA>2.0.ZU;2-W
Abstract
Several descriptors applied to peptide structure-activity and/or structure- property relationships have been developed in recent years. This report des cribes new descriptors for the natural amino acids which have been derived from the principal component analysis (PCA) applied on the MS-WHIM 3D-descr iption 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 s ide-chain conformation and on rotamer library of natural amino acids. The m ethod 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 m odels either predicting activities of two peptide sets taken as a test or c orrelating amino acid chemicophysical properties, like water-accessible sur face area, to general structural features of amino acids.