DocumentCode :
428815
Title :
Molecular surface point environments for virtual screening and the elucidation of binding patterns (MOLPRINT)
Author :
Bender, Andreas ; Mussa, Hamse Y. ; Gill, Gurprem S. ; Glen, Robert C.
Author_Institution :
Dept. of Chem., Cambridge Univ., UK
Volume :
5
fYear :
2004
fDate :
10-13 Oct. 2004
Firstpage :
4553
Abstract :
A novel method (MOLPRINT) for virtual screening and the elucidation of ligand-receptor binding patterns is introduced which is based on environments of points on the molecular surface. In combination with the Tanimoto coefficient and applied to virtual screening, it achieves retrieval rates which are comparable to 2D fingerprints. In combination with information-gain based feature selection and a naive Bayesian classifier, information from multiple molecules can be combined and classification performance can be improved. The descriptor uses points relative to the coordinates of the molecule which are uniformly binned, thus it is translationally and rotationally invariant. Due to its local nature the descriptor is conformationally tolerant. The identification of active structures with minimal 2D similarity is facilitated, commonly referred to as "scaffold hopping". Features which are selected by the information-gain based feature selection step can be projected back on the molecular surface. They are shown to be consistent with experimentally determined binding patterns.
Keywords :
belief networks; feature extraction; molecular biophysics; Tanimoto coefficient; information-gain based feature selection; ligand-receptor binding pattern elucidation; molecular surface point environments; naive Bayesian classifier; scaffold hopping; virtual screening; Bayesian methods; Chemical compounds; Chemistry; Coordinate measuring machines; Drugs; Extraterrestrial measurements; Fingerprint recognition; Informatics; Information analysis; Pattern analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2004 IEEE International Conference on
ISSN :
1062-922X
Print_ISBN :
0-7803-8566-7
Type :
conf
DOI :
10.1109/ICSMC.2004.1401249
Filename :
1401249
Link To Document :
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