STUDIES OF IMIDAZOLE AND PYRAZOLE PROTONATION USING ELECTROSTATICALLY TRAINED NEURAL NETWORKS

被引:11
作者
BROUGHTON, HB
GREEN, SM
RZEPA, HS
机构
[1] MERCK SHARP & DOHME LTD, NEUROSCI RES CTR, HARLOW CM20 2QR, ESSEX, ENGLAND
[2] UNIV LONDON IMPERIAL COLL SCI & TECHNOL, DEPT CHEM, LONDON SW7 2AY, ENGLAND
来源
JOURNAL OF THE CHEMICAL SOCIETY-PERKIN TRANSACTIONS 2 | 1995年 / 03期
关键词
D O I
10.1039/p29950000431
中图分类号
O62 [有机化学];
学科分类号
070303 ; 081704 ;
摘要
A backpropagation neural network was trained with the molecular electrostatic potentials (MEPs) of a series of substituted imidazoles to predict their corresponding pK(a). Using MEPs determined with a variety of semiempirical and ab initio methods, the predictive power of the trained network was found to be sensitive to the quality of the basis set. The network was also trained to predict the proton affinity (E(pa)) and pK(a), both individually and combined, for a series of pyrazole MNDO MEPs.
引用
收藏
页码:431 / 435
页数:5
相关论文
共 34 条
[1]   BASICITY OF C-SUBSTITUTED PYRAZOLES IN THE GAS-PHASE - AN EXPERIMENTAL (ICR) AND THEORETICAL-STUDY [J].
ABBOUD, JLM ;
CABILDO, P ;
CANADA, T ;
CATALAN, J ;
CLARAMUNT, RM ;
DEPAZ, JLG ;
ELGUERO, J ;
HOMAN, H ;
NOTARIO, R ;
TOIRON, C ;
YRANZO, GI .
JOURNAL OF ORGANIC CHEMISTRY, 1992, 57 (14) :3938-3946
[2]   A UNIFIED FRAMEWORK FOR USING NEURAL NETWORKS TO BUILD QSARS [J].
AJAY .
JOURNAL OF MEDICINAL CHEMISTRY, 1993, 36 (23) :3565-3571
[3]   COMPARATIVE-STUDY BETWEEN ABINITIO AND SEMIEMPIRICAL ELECTROSTATIC POTENTIALS ON MOLECULAR-SURFACES [J].
ALKORTA, I ;
VILLAR, HO ;
ARTECA, GA .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 1993, 14 (05) :530-540
[4]   APPLICATIONS OF NEURAL NETWORKS IN QUANTITATIVE STRUCTURE-ACTIVITY-RELATIONSHIPS OF DIHYDROFOLATE-REDUCTASE INHIBITORS [J].
ANDREA, TA ;
KALAYEH, H .
JOURNAL OF MEDICINAL CHEMISTRY, 1991, 34 (09) :2824-2836
[5]   NEURAL NETWORKS APPLIED TO PHARMACEUTICAL PROBLEMS .3. NEURAL NETWORKS APPLIED TO QUANTITATIVE STRUCTURE ACTIVITY RELATIONSHIP ANALYSIS [J].
AOYAMA, T ;
SUZUKI, Y ;
ICHIKAWA, H .
JOURNAL OF MEDICINAL CHEMISTRY, 1990, 33 (09) :2583-2590
[6]   NEURAL NETWORK STUDIES .1. ESTIMATION OF THE AQUEOUS SOLUBILITY OF ORGANIC-COMPOUNDS [J].
BODOR, N ;
HARGET, A ;
HUANG, MJ .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1991, 113 (25) :9480-9483
[7]   MOLECULAR ELECTROSTATIC POTENTIAL OF SUBSTITUTED AROMATIC-COMPOUNDS - FACTORS AFFECTING THE DIFFERENCES BETWEEN ABINITIO AND SEMIEMPIRICAL RESULTS [J].
BONATI, L ;
COSENTINO, U ;
FRASCHINI, E ;
MORO, G ;
PITEA, D .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 1992, 13 (07) :842-850
[8]   RANK CORRELATION OF AM1 AND PM3 DERIVED MOLECULAR ELECTROSTATIC POTENTIALS (RACEL) WITH HAMMETT SIGMA-P-PARAMETERS [J].
BROUGHTON, HB ;
GREEN, SM ;
RZEPA, HS .
JOURNAL OF THE CHEMICAL SOCIETY-CHEMICAL COMMUNICATIONS, 1992, (01) :37-39
[9]   PREDICTION OF THE HISTIDINE-95 PKA PERTURBATION IN TRIOSEPHOSPHATE ISOMERASE USING AN ELECTROSTATICALLY TRAINED NEURAL NETWORK (SONNIC) [J].
BROUGHTON, HB ;
GREEN, SM ;
RZEPA, HS .
JOURNAL OF THE CHEMICAL SOCIETY-CHEMICAL COMMUNICATIONS, 1992, (17) :1178-1180
[10]   FEEDFORWARD NEURAL NETWORKS IN CHEMISTRY - MATHEMATICAL SYSTEMS FOR CLASSIFICATION AND PATTERN-RECOGNITION [J].
BURNS, JA ;
WHITESIDES, GM .
CHEMICAL REVIEWS, 1993, 93 (08) :2583-2601