Comparative spectra analysis (CoSA): Spectra as three-dimensional molecular descriptors for the prediction of biological activities

被引:56
作者
Bursi, R
Dao, T
van Wijk, T
de Gooyer, M
Kellenbach, E
Verwer, P
机构
[1] NV Organon, Mol Design & Informat, Analyt Chem Dev, NL-5340 BH Oss, Netherlands
[2] NV Organon, Dept Pharmacol, NL-5340 BH Oss, Netherlands
[3] Univ Nijmegen, CAOS CAMM Ctr, NL-6500 GL Nijmegen, Netherlands
来源
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES | 1999年 / 39卷 / 05期
关键词
D O I
10.1021/ci990038z
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
A novel 3D QSAR approach, comparative spectra analysis (CoSA), in which molecular spectra are used as three-dimensional molecular descriptors for the prediction of biological activities, is presented and discussed. To this purpose, experimentally determined H-1 NMR, mass, and IR spectra, as well as simulated IR and C-13 NMR spectra, for a set of 45 diverse progestagens are converted by a program, SpecMat, into matrixes, which are subsequently employed in a multivariate regression analysis (PLS). The results are compared with those resulting from a comparative molecular field analysis (CoMFA). When used individually, spectral descriptors yield better correlations and predictions than molecular field descriptors. A combination of spectral descriptors with other descriptors, either spectral or molecular field in nature, leads in most cases to models that are statistically superior to the ones obtained by their corresponding individual spectral or molecular field descriptors.
引用
收藏
页码:861 / 867
页数:7
相关论文
共 31 条
  • [1] GENERATING OPTIMAL LINEAR PLS ESTIMATIONS (GOLPE) - AN ADVANCED CHEMOMETRIC TOOL FOR HANDLING 3D-QSAR PROBLEMS
    BARONI, M
    COSTANTINO, G
    CRUCIANI, G
    RIGANELLI, D
    VALIGI, R
    CLEMENTI, S
    [J]. QUANTITATIVE STRUCTURE-ACTIVITY RELATIONSHIPS, 1993, 12 (01): : 9 - 20
  • [2] BERKING EW, 1983, J STEROID BIOCHEM, V19, P1563
  • [3] Bremser W, 1977, ANAL CHIM ACTA, V103, P355
  • [4] VIBRATIONALLY INDUCED RING CURRENTS - THE VIBRATIONAL CIRCULAR-DICHROISM OF METHYL LACTATE
    BURSI, R
    DEVLIN, FJ
    STEPHENS, PJ
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1990, 112 (25) : 9430 - 9432
  • [5] BURSI R, 1991, THESIS U SO CALIFORN
  • [6] CROSS-VALIDATED R(2)-GUIDED REGION SELECTION FOR COMPARATIVE MOLECULAR-FIELD ANALYSIS - A SIMPLE METHOD TO ACHIEVE CONSISTENT RESULTS
    CHO, SJ
    TROPSHA, A
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 1995, 38 (07) : 1060 - 1066
  • [7] CALCULATIONS OF MOLECULAR VIBRATIONAL FREQUENCIES USING SEMIEMPIRICAL METHODS
    COOLIDGE, MB
    MARLIN, JE
    STEWART, JJP
    [J]. JOURNAL OF COMPUTATIONAL CHEMISTRY, 1991, 12 (08) : 948 - 952
  • [8] COMPARATIVE MOLECULAR-FIELD ANALYSIS (COMFA) .1. EFFECT OF SHAPE ON BINDING OF STEROIDS TO CARRIER PROTEINS
    CRAMER, RD
    PATTERSON, DE
    BUNCE, JD
    [J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1988, 110 (18) : 5959 - 5967
  • [9] ESBENSEN K, 1996, MULTIVARIATE ANAL PR
  • [10] EVA: A new theoretically based molecular descriptor for use in QSAR/QSPR analysis
    Ferguson, AM
    Heritage, T
    Jonathon, P
    Pack, SE
    Phillips, L
    Rogan, J
    Snaith, PJ
    [J]. JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 1997, 11 (02) : 143 - 152