Ensemble Docking into Multiple Crystallographically Derived Protein Structures: An Evaluation Based on the Statistical Analysis of Enrichments

Docking into multiple receptor conformations ("ensemble docking") has been proposed, and employed, in the hope that it may account for receptor flexibility in virtual screening and thus provide higher enrichments than docking into single rigid receptor structures. The statistical analyses presented in this paper provide quantitative evidence that in some cases docking into a crystallographically derived conformational ensemble does indeed yield better enrichment than docking into any of the individual members of the ensemble. However, these "successful" ensembles account for only a minority of those examined and it would not have been possible to prospectively predict their identity using only protein structural information. A more frequently observed outcome is that the ensemble enrichment is higher than the mean of the enrichments provided by its individual members. An additional and promising finding is that, if a set of known active compounds is available, an approach based on induced-fit docking appears to be a reliable way to construct ensembles which provide relatively high enrichments.

[1]  Alison R. Gregro,et al.  Discovery and SAR of isonicotinamide BACE-1 inhibitors that bind beta-secretase in a N-terminal 10s-loop down conformation. , 2007, Bioorganic & medicinal chemistry letters.

[2]  Rajiv Chopra,et al.  Acylguanidines as Small-Molecule β-Secretase Inhibitors , 2006 .

[3]  J. Irwin,et al.  ZINC ? A Free Database of Commercially Available Compounds for Virtual Screening. , 2005 .

[4]  J. Gready,et al.  Combining docking and molecular dynamic simulations in drug design , 2006, Medicinal research reviews.

[5]  Thomas Lengauer,et al.  FlexE: efficient molecular docking considering protein structure variations. , 2001, Journal of molecular biology.

[6]  Claudio N. Cavasotto,et al.  Protein flexibility in ligand docking and virtual screening to protein kinases. , 2004, Journal of molecular biology.

[7]  X. Zou,et al.  Ensemble docking of multiple protein structures: Considering protein structural variations in molecular docking , 2006, Proteins.

[8]  Christopher R. Corbeil,et al.  Docking Ligands into Flexible and Solvated Macromolecules, 1. Development and Validation of FITTED 1.0 , 2007, J. Chem. Inf. Model..

[9]  H. Carlson Protein flexibility and drug design: how to hit a moving target. , 2002, Current opinion in chemical biology.

[10]  Woody Sherman,et al.  Improving database enrichment through ensemble docking , 2008, J. Comput. Aided Mol. Des..

[11]  Ajay N. Jain,et al.  Recommendations for evaluation of computational methods , 2008, J. Comput. Aided Mol. Des..

[12]  Yuan-Ping Pang,et al.  Prediction of the binding sites of huperzine A in acetylcholinesterase by docking studies , 1994, J. Comput. Aided Mol. Des..

[13]  G. McGaughey,et al.  Beta-secretase (BACE-1) inhibitors: accounting for 10s loop flexibility using rigid active sites. , 2007, Bioorganic & medicinal chemistry letters.

[14]  J. Irwin,et al.  Benchmarking sets for molecular docking. , 2006, Journal of medicinal chemistry.

[15]  I. Kuntz,et al.  Molecular docking to ensembles of protein structures. , 1997, Journal of molecular biology.

[16]  Xiaoqin Zou,et al.  Inclusion of Solvation and Entropy in the Knowledge-Based Scoring Function for Protein-Ligand Interactions , 2010, J. Chem. Inf. Model..

[17]  T. Iwatsubo,et al.  Naphthyl and coumarinyl biarylpiperazine derivatives as highly potent human beta-secretase inhibitors. Design, synthesis, and enzymatic BACE-1 and cell assays. , 2006, Journal of medicinal chemistry.

[18]  Min Xu,et al.  Discovery of oxadiazoyl tertiary carbinamine inhibitors of beta-secretase (BACE-1). , 2006, Journal of medicinal chemistry.

[19]  E. Thorsett,et al.  Design and synthesis of hydroxyethylene-based peptidomimetic inhibitors of human beta-secretase. , 2004, Journal of medicinal chemistry.

[20]  Xin Wen,et al.  BindingDB: a web-accessible database of experimentally determined protein–ligand binding affinities , 2006, Nucleic Acids Res..

[21]  M L Teodoro,et al.  Conformational flexibility models for the receptor in structure based drug design. , 2003, Current pharmaceutical design.

[22]  Ruben Abagyan,et al.  Four-dimensional docking: a fast and accurate account of discrete receptor flexibility in ligand docking. , 2009, Journal of medicinal chemistry.

[23]  R. Friesner,et al.  Novel procedure for modeling ligand/receptor induced fit effects. , 2006, Journal of medicinal chemistry.

[24]  M. Sternberg,et al.  The relationship between the flexibility of proteins and their conformational states on forming protein-protein complexes with an application to protein-protein docking. , 2005, Journal of molecular biology.

[25]  Christopher I. Bayly,et al.  Evaluating Virtual Screening Methods: Good and Bad Metrics for the "Early Recognition" Problem , 2007, J. Chem. Inf. Model..

[26]  L. Kavraki,et al.  On the characterization of protein native state ensembles. , 2007, Biophysical journal.

[27]  A. Leach,et al.  Prediction of Protein—Ligand Interactions. Docking and Scoring: Successes and Gaps , 2006 .

[28]  M. Katharine Holloway,et al.  BACE-1 inhibition by a series of ψ[CH2NH] reduced amide isosteres , 2006 .

[29]  Ruben Abagyan,et al.  A new method for ligand docking to flexible receptors by dual alanine scanning and refinement (SCARE) , 2008, J. Comput. Aided Mol. Des..

[30]  Tom Fawcett,et al.  An introduction to ROC analysis , 2006, Pattern Recognit. Lett..

[31]  Heather A Carlson,et al.  Exploring experimental sources of multiple protein conformations in structure-based drug design. , 2007, Journal of the American Chemical Society.

[32]  Martin Zacharias,et al.  Energy minimization in low‐frequency normal modes to efficiently allow for global flexibility during systematic protein–protein docking , 2008, Proteins.

[33]  Anthony Nicholls,et al.  What do we know and when do we know it? , 2008, J. Comput. Aided Mol. Des..

[34]  A. Caflisch,et al.  Functional Plasticity in the Substrate Binding Site of β-Secretase , 2005 .

[35]  P. Cozzini Target Flexibility: An Emerging Consideration in Drug Discovery and Design , 2009 .

[36]  X. Barril,et al.  Unveiling the full potential of flexible receptor docking using multiple crystallographic structures. , 2005, Journal of medicinal chemistry.

[37]  B. Shoichet,et al.  Soft docking and multiple receptor conformations in virtual screening. , 2004, Journal of medicinal chemistry.

[38]  Claudio N. Cavasotto,et al.  Representing receptor flexibility in ligand docking through relevant normal modes. , 2005, Journal of the American Chemical Society.

[39]  Joseph B. Moon,et al.  Design, synthesis, and crystal structure of hydroxyethyl secondary amine-based peptidomimetic inhibitors of human beta-secretase. , 2007, Journal of medicinal chemistry.

[40]  R. Abagyan,et al.  Flexible ligand docking to multiple receptor conformations: a practical alternative. , 2008, Current opinion in structural biology.

[41]  J. Hanley,et al.  The meaning and use of the area under a receiver operating characteristic (ROC) curve. , 1982, Radiology.

[42]  Robert Abel,et al.  Protein side-chain dynamics and residual conformational entropy. , 2009, Journal of the American Chemical Society.

[43]  T. N. Bhat,et al.  The Protein Data Bank , 2000, Nucleic Acids Res..

[44]  Hwangseo Park,et al.  Determination of the active site protonation state of beta-secretase from molecular dynamics simulation and docking experiment: implications for structure-based inhibitor design. , 2003, Journal of the American Chemical Society.

[45]  Brian K Shoichet,et al.  Testing a flexible-receptor docking algorithm in a model binding site. , 2004, Journal of molecular biology.

[46]  Rommie E. Amaro,et al.  Ensemble-Based Virtual Screening Reveals Potential Novel Antiviral Compounds for Avian Influenza Neuraminidase , 2008, Journal of medicinal chemistry.

[47]  William J. Welsh,et al.  Identification of a Minimal Subset of Receptor Conformations for Improved Multiple Conformation Docking and Two-Step Scoring. , 2004 .