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| This article is part of the supplement: 4th German Conference on Chemoinformatics: 22. CIC-Workshop . Oral presentationIncorporating molecular flexibility into three-dimensional structural kernelsUniversity of Tübingen, Sand 1, 72076 Tübingen, Germany
from 4th German Conference on Chemoinformatics Chemistry Central Journal 2009, 3(Suppl 1):O11doi:10.1186/1752-153X-3-S1-O11 The electronic version of this abstract is the complete one and can be found online at: http://www.journal.chemistrycentral.com/content/3/S1/O11
© 2009 Jahn; licensee BioMed Central Ltd. Oral presentationThe molecular conformation has an important impact on the biological activity of a ligand. To include the information of the conformational space into a similarity measure, it is necessary to perform a time-consuming conformational sampling of the structures. We approached this problem by introducing a new method to incorporate the geometry in a structured similarity measure. The basic concept is to breakdown the complete conformational space of a structure into local conformations of neighbour atoms with respect to core atoms. These local conformations are the trajectories of the second and third degree neighbours and arise from rotatable bonds. The parameters of the trajectories can be used to expand the physicochemical descriptors of structured similarity measures. We extended the optimal assignment kernel with our procedure and used the resulting pseudo-kernel in support vector machines. To assess the influence of our extension, we compared the QSAR results of the original and extended version of the pseudo-kernel on 8 benchmark data sets. The incorporation of the local conformation information significantly improves the model quality on 5 out of 8 data sets. Have something to say? Post a comment on this article! |




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