Improved electron-conformational method of pharmacophore identification and bioactivity prediction. Application to angiotensin converting enzyme inhibitors

Citation
Ib. Bersuker et al., Improved electron-conformational method of pharmacophore identification and bioactivity prediction. Application to angiotensin converting enzyme inhibitors, J CHEM INF, 40(6), 2000, pp. 1363-1376
Citations number
51
Categorie Soggetti
Chemistry
Journal title
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES
ISSN journal
00952338 → ACNP
Volume
40
Issue
6
Year of publication
2000
Pages
1363 - 1376
Database
ISI
SICI code
0095-2338(200011/12)40:6<1363:IEMOPI>2.0.ZU;2-H
Abstract
The electron-conformational (EC) method of pharmacophore (Pha) identificati on and bioactivity prediction, suggested earlier, is given here: two major improvements. First, an atomic index of orbital and,charge controlled inter action is introduced to better represent the ligand (substrate) in its inte raction with the bioreceptor. Second, the multiconformational problem is co nsidered in view of ligand-receptor binding[states, resulting in essential simplification of the expression of bioactivity. The details of the improve d EC method are demonstrated in application to the problem of angiotensin c onverting enzyme (ACE) inhibitors. The Pha of the latter is-identified by s eparation of the heavily populated conformations of the chosen 51 compounds (the training set),-calculation of the electronic structure, construction of their EC matrixes of congruity, and processing of the latter in comparis on with the activities to reveal a common submatrix of all the active only compounds that describes the Pha. The latter contains three oxygen atoms pl us a fourth atom X = S, N, O at certain interatomic distances and with rest ricted electronic parameters (within assumed tolerances), the position of t he atom X being more changeable from one active compound to another. For qu antitative prediction of the bioactivity, an expression is deduced which ta kes into account the duly parametrized influence of auxiliary groups (AG) w hich, being positioned outside the Pha, either diminish the activity (antip harmacophore shielding) or enhance it. It:is shown that in case of many con formations of the same compound only one of them, that of the lowest energy which has the Pha, should be parametrized. The 15 parameters chosen to rep resent the AG in case of ACE inhibitors are weighted by variational (adjust able) :coefficients which are determined from a regression treatment of the calculated versus known activities in the training set. Then the formulas with known coefficients are used to validate the method by calculating the bioactivity of other compounds not used in the training set. The prediction of the activity proved to be more than 90% (within experimental error and available compounds). qualitatively (yes, no) and about 60%-70% quantitativ ely.