Pattern recognition study of QSAR substituent descriptors
- 1 June 1989
- journal article
- Published by Springer Nature in Journal of Computer-Aided Molecular Design
- Vol. 3 (2) , 111-132
- https://doi.org/10.1007/bf01557723
Abstract
Parameter values for 59 common substituents and 74 descriptors used in QSAR studies were compiled. This data matrix was analysed by a variety of multivariate techniques. Linear regression confirmed that lipophilicity can be factorized into two terms, one related to molecular bulk and the other to polarity. Principal component analysis (PCA) of parameters revealed 5 significant principal components and a grouping of lipophilic, steric and electronic parameters. The different loadings of parameters with 5 PCA were also explored. The classification of substituents by cluster analysis (CA) proved rather disappointing. In contrast, the SIMCA method classified substituents of increasing bulk into 5 groups of increasing polarity.Keywords
This publication has 44 references indexed in Scilit:
- Multivariate designAnalytica Chimica Acta, 1986
- Substituent effects on chemical reactivity. Improved evaluation of field and resonance componentsJournal of the American Chemical Society, 1983
- Utility of the substituent entropy constants .SIGMA.s.DEG. in the studies of quantitative structure-activity relationships.CHEMICAL & PHARMACEUTICAL BULLETIN, 1981
- Quantitative drug design studies. II. Development and application of new electronic substituent parameters.Journal of Pharmacobio-Dynamics, 1980
- Possible connection between lipophilicity and steric substituent constantsInternational Journal of Quantum Chemistry, 1979
- Cross-Validatory Estimation of the Number of Components in Factor and Principal Components ModelsTechnometrics, 1978
- Use of van der Waals volume in structure-activity studies.CHEMICAL & PHARMACEUTICAL BULLETIN, 1977
- Van der Waals volume and the related parameters for hydrophobicity in structure-activity studies.CHEMICAL & PHARMACEUTICAL BULLETIN, 1976
- p-σ-π Analysis. A Method for the Correlation of Biological Activity and Chemical StructureJournal of the American Chemical Society, 1964
- Quantitative Separation of Hyperconjugation Effects from Steric Substituent ConstantsJournal of the American Chemical Society, 1961