Literature DB >> 2778457

Pattern recognition study of QSAR substituent descriptors.

H van de Waterbeemd1, N el Tayar, P A Carrupt, B Testa.   

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.

Mesh:

Year:  1989        PMID: 2778457     DOI: 10.1007/BF01557723

Source DB:  PubMed          Journal:  J Comput Aided Mol Des        ISSN: 0920-654X            Impact factor:   3.686


  15 in total

1.  Physiochemical-activity relations in practice. 1. A rational and self-consistent data bank.

Authors:  F E Norrington; R M Hyde; S G Williams; R Wootton
Journal:  J Med Chem       Date:  1975-06       Impact factor: 7.446

2.  Structure-activity study of beta-adrenergic agents using the SIMCA method of pattern recognition.

Authors:  W J Dunn; S Wold
Journal:  J Med Chem       Date:  1978-09       Impact factor: 7.446

3.  DESBASE, a multiparameter substituent database.

Authors:  H Van de Waterbeemd; P A Carrupt; N el Tayar
Journal:  Prog Clin Biol Res       Date:  1989

4.  A new easily accessible steric parameter for structure-activity relationships.

Authors:  V Austel; E Kutter; W Kalbfleisch
Journal:  Arzneimittelforschung       Date:  1979

5.  Peptide quantitative structure-activity relationships, a multivariate approach.

Authors:  S Hellberg; M Sjöström; B Skagerberg; S Wold
Journal:  J Med Chem       Date:  1987-07       Impact factor: 7.446

Review 6.  Indexes of molecular shape from chemical graphs.

Authors:  L B Kier
Journal:  Med Res Rev       Date:  1987 Oct-Dec       Impact factor: 12.944

7.  Use of dipole moment as a parameter in drug-receptor interaction and quantitative structure-activity relationship studies.

Authors:  E J Lien; Z R Guo; R L Li; C T Su
Journal:  J Pharm Sci       Date:  1982-06       Impact factor: 3.534

8.  Quantitative drug design studies. II. Development and application of new electronic substituent parameters.

Authors:  T Esaki
Journal:  J Pharmacobiodyn       Date:  1980-11

9.  Derivation and significance of valence molecular connectivity.

Authors:  L B Kier; L H Hall
Journal:  J Pharm Sci       Date:  1981-06       Impact factor: 3.534

10.  Anti-inflammatory steroids, lysosomal stabilization and parachor.

Authors:  P Ahmad; C A Fyfe; A Mellors
Journal:  Can J Biochem       Date:  1975-10
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