Literature DB >> 24446075

Combining in silico and in cerebro approaches for virtual screening and pose prediction in SAMPL4.

Arnout R D Voet1, Ashutosh Kumar, Francois Berenger, Kam Y J Zhang.   

Abstract

The SAMPL challenges provide an ideal opportunity for unbiased evaluation and comparison of different approaches used in computational drug design. During the fourth round of this SAMPL challenge, we participated in the virtual screening and binding pose prediction on inhibitors targeting the HIV-1 integrase enzyme. For virtual screening, we used well known and widely used in silico methods combined with personal in cerebro insights and experience. Regular docking only performed slightly better than random selection, but the performance was significantly improved upon incorporation of additional filters based on pharmacophore queries and electrostatic similarities. The best performance was achieved when logical selection was added. For the pose prediction, we utilized a similar consensus approach that amalgamated the results of the Glide-XP docking with structural knowledge and rescoring. The pose prediction results revealed that docking displayed reasonable performance in predicting the binding poses. However, prediction performance can be improved utilizing scientific experience and rescoring approaches. In both the virtual screening and pose prediction challenges, the top performance was achieved by our approaches. Here we describe the methods and strategies used in our approaches and discuss the rationale of their performances.

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Year:  2014        PMID: 24446075     DOI: 10.1007/s10822-013-9702-2

Source DB:  PubMed          Journal:  J Comput Aided Mol Des        ISSN: 0920-654X            Impact factor:   3.686


  36 in total

1.  Glide: a new approach for rapid, accurate docking and scoring. 2. Enrichment factors in database screening.

Authors:  Thomas A Halgren; Robert B Murphy; Richard A Friesner; Hege S Beard; Leah L Frye; W Thomas Pollard; Jay L Banks
Journal:  J Med Chem       Date:  2004-03-25       Impact factor: 7.446

2.  Glide: a new approach for rapid, accurate docking and scoring. 1. Method and assessment of docking accuracy.

Authors:  Richard A Friesner; Jay L Banks; Robert B Murphy; Thomas A Halgren; Jasna J Klicic; Daniel T Mainz; Matthew P Repasky; Eric H Knoll; Mee Shelley; Jason K Perry; David E Shaw; Perry Francis; Peter S Shenkin
Journal:  J Med Chem       Date:  2004-03-25       Impact factor: 7.446

3.  The SAMPL2 blind prediction challenge: introduction and overview.

Authors:  Matthew T Geballe; A Geoffrey Skillman; Anthony Nicholls; J Peter Guthrie; Peter J Taylor
Journal:  J Comput Aided Mol Des       Date:  2010-05-09       Impact factor: 3.686

4.  Extra precision glide: docking and scoring incorporating a model of hydrophobic enclosure for protein-ligand complexes.

Authors:  Richard A Friesner; Robert B Murphy; Matthew P Repasky; Leah L Frye; Jeremy R Greenwood; Thomas A Halgren; Paul C Sanschagrin; Daniel T Mainz
Journal:  J Med Chem       Date:  2006-10-19       Impact factor: 7.446

5.  A blind challenge for computational solvation free energies: introduction and overview.

Authors:  J Peter Guthrie
Journal:  J Phys Chem B       Date:  2009-04-09       Impact factor: 2.991

6.  Conformer generation with OMEGA: learning from the data set and the analysis of failures.

Authors:  Paul C D Hawkins; Anthony Nicholls
Journal:  J Chem Inf Model       Date:  2012-11-12       Impact factor: 4.956

7.  Identification of small peptides inhibiting the integrase-LEDGF/p75 interaction through targeting the cellular co-factor.

Authors:  Claudia Cavalluzzo; Frauke Christ; Arnout Voet; Ajendra Sharma; Brajendra Kumar Singh; Kam Y J Zhang; Eveline Lescrinier; Marc De Maeyer; Zeger Debyser; Erik Van der Eycken
Journal:  J Pept Sci       Date:  2013-08-27       Impact factor: 1.905

8.  Interrogating HIV integrase for compounds that bind--a SAMPL challenge.

Authors:  Thomas S Peat; Olan Dolezal; Janet Newman; David Mobley; John J Deadman
Journal:  J Comput Aided Mol Des       Date:  2014-02-16       Impact factor: 3.686

9.  Virus evolution reveals an exclusive role for LEDGF/p75 in chromosomal tethering of HIV.

Authors:  Anneleen Hombrouck; Jan De Rijck; Jelle Hendrix; Linos Vandekerckhove; Arnout Voet; Marc De Maeyer; Myriam Witvrouw; Yves Engelborghs; Frauke Christ; Rik Gijsbers; Zeger Debyser
Journal:  PLoS Pathog       Date:  2007-03       Impact factor: 6.823

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  9 in total

Review 1.  Three-dimensional structures in the design of therapeutics targeting parasitic protozoa: reflections on the past, present and future.

Authors:  Wim G J Hol
Journal:  Acta Crystallogr F Struct Biol Commun       Date:  2015-04-16       Impact factor: 1.056

2.  A virtual screen discovers novel, fragment-sized inhibitors of Mycobacterium tuberculosis InhA.

Authors:  Alexander L Perryman; Weixuan Yu; Xin Wang; Sean Ekins; Stefano Forli; Shao-Gang Li; Joel S Freundlich; Peter J Tonge; Arthur J Olson
Journal:  J Chem Inf Model       Date:  2015-02-17       Impact factor: 4.956

3.  Virtual screening of integrase inhibitors by large scale binding free energy calculations: the SAMPL4 challenge.

Authors:  Emilio Gallicchio; Nanjie Deng; Peng He; Lauren Wickstrom; Alexander L Perryman; Daniel N Santiago; Stefano Forli; Arthur J Olson; Ronald M Levy
Journal:  J Comput Aided Mol Des       Date:  2014-02-07       Impact factor: 3.686

4.  Prospective evaluation of shape similarity based pose prediction method in D3R Grand Challenge 2015.

Authors:  Ashutosh Kumar; Kam Y J Zhang
Journal:  J Comput Aided Mol Des       Date:  2016-08-02       Impact factor: 3.686

5.  SAMPL4 & DOCK3.7: lessons for automated docking procedures.

Authors:  Ryan G Coleman; Teague Sterling; Dahlia R Weiss
Journal:  J Comput Aided Mol Des       Date:  2014-02-11       Impact factor: 3.686

Review 6.  Blind prediction of HIV integrase binding from the SAMPL4 challenge.

Authors:  David L Mobley; Shuai Liu; Nathan M Lim; Karisa L Wymer; Alexander L Perryman; Stefano Forli; Nanjie Deng; Justin Su; Kim Branson; Arthur J Olson
Journal:  J Comput Aided Mol Des       Date:  2014-03-05       Impact factor: 3.686

7.  Binding Modes of Ligands Using Enhanced Sampling (BLUES): Rapid Decorrelation of Ligand Binding Modes via Nonequilibrium Candidate Monte Carlo.

Authors:  Samuel C Gill; Nathan M Lim; Patrick B Grinaway; Ariën S Rustenburg; Josh Fass; Gregory A Ross; John D Chodera; David L Mobley
Journal:  J Phys Chem B       Date:  2018-03-12       Impact factor: 2.991

8.  Chemoinformatics and structural bioinformatics in OCaml.

Authors:  Francois Berenger; Kam Y J Zhang; Yoshihiro Yamanishi
Journal:  J Cheminform       Date:  2019-02-05       Impact factor: 5.514

9.  In silico, in vitro and cellular analysis with a kinome-wide inhibitor panel correlates cellular LRRK2 dephosphorylation to inhibitor activity on LRRK2.

Authors:  Renée Vancraenenbroeck; Joren De Raeymaecker; Evy Lobbestael; Fangye Gao; Marc De Maeyer; Arnout Voet; Veerle Baekelandt; Jean-Marc Taymans
Journal:  Front Mol Neurosci       Date:  2014-06-03       Impact factor: 5.639

  9 in total

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