An automated computer vision and roboticsbased technique for 3-D flexible biomolecular docking and matching |
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Authors: | Sandak Bilha; Nussinov Ruth; Wolfson Haim J |
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Institution: | 1Computer Science Department School of Mathematical Sciences, Sackler Faculty of Exact Sciences. Tel Aviv University Tel Aviv 69978, Israel
2Laboratory of Mathematical biology, PRI Dynacorp, NCI-FCRF Bldg 469, rm 151, Frederick, MD 21712, USA
3Sackler Institute of Molecular Medicine, Faculty of Medicine, Tel Aviv University Tel Aviv 69978, Israel |
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Abstract: | The generation of binding modes between two molecules, alsoknown as molecular docking, is a key problem in rational drugdesign and biomolecular recognition. Docking a ligand, e.g.,a drug molecule or a protein molecule, to a protein receptor,involves recognition of molecular surfaces as molecules interactat their surface. Recent studies report that the activity ofmany molecules induces conformational transitions by hinge-bending,which involves movements of relatively rigid parts with respectto each other. In ligandreceptor binding, relative rotationalmovements of molecular substructures about their commonhinges have been observed. For automatically predicting flexiblemolecular interactions, we adapt a new technique developed inComputer Vision and Robotics for the efficient recognition ofpartially occluded articulated objects. These type of objectsconsist of rigid parts which are connected by rotary joints(hinges). Our approach is based on an extension and generalizationof the Geometric Hashing and Generalized Hough Transform paradigmfor rigid object recognition. Unlike other techniques whichmatch each part individually, our approach exploits forcefullyand efficiently enough the fact that the different rigid partsdo belong to the same flexible molecule. We show experimentalresults obtained by an implementation of the algorithm for rigidand flexible docking. While the correct, crystalboundcomplex is obtained with a small RMSD, additional, predictivehigh scoring binding modes are generated as well.The diverse applications and implications of this general, powerfultool are discussed |
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