Literature DB >> 26313123

Flexible receptor docking for drug discovery.

Chung F Wong1.   

Abstract

INTRODUCTION: Molecular docking has become a popular method for virtual screening. Docking small molecules to a rigid biological receptor is fast but could produce many false negatives and identify less diverse compounds. Flexible receptor docking has alleviated this problem. AREAS COVERED: This article focuses on reviewing ensemble docking as an approximate but inexpensive method to incorporate receptor flexibility in molecular docking. It outlines key features and recent advances of this method and points out problem areas that need to be addressed to make it even more useful in drug discovery. EXPERT OPINION: Among the different methods introduced for flexible receptor docking, ensemble docking represents one of the most popular approaches, especially for high-throughput virtual screening. One can generate structural ensembles by using experimental structures, by structural modeling and by various types of molecular simulations. In building a structural ensemble, a judicious choice of the structures to be included can improve performance. Furthermore, reducing the size of the structural ensemble can cut computational costs, and removing the structures that can bind few ligands well could enrich the number of true actives identified by ensemble docking. The ability of ensemble docking to identify more true positives at the top of a rank-ordered list also depends on the choice of the methods to score and rank compounds, an area that needs further research.

Keywords:  Boltzmann-enhanced discrimination of receiver operating characteristics; conformational transition path; enrichment factor; ensemble docking; molecular dynamics; normal mode; replica-exchange simulation; simulated annealing cycling

Mesh:

Substances:

Year:  2015        PMID: 26313123     DOI: 10.1517/17460441.2015.1078308

Source DB:  PubMed          Journal:  Expert Opin Drug Discov        ISSN: 1746-0441            Impact factor:   6.098


  19 in total

1.  Ligand-Binding-Site Structure Refinement Using Molecular Dynamics with Restraints Derived from Predicted Binding Site Templates.

Authors:  Hugo Guterres; Hui Sun Lee; Wonpil Im
Journal:  J Chem Theory Comput       Date:  2019-10-14       Impact factor: 6.006

2.  POVME 3.0: Software for Mapping Binding Pocket Flexibility.

Authors:  Jeffrey R Wagner; Jesper Sørensen; Nathan Hensley; Celia Wong; Clare Zhu; Taylor Perison; Rommie E Amaro
Journal:  J Chem Theory Comput       Date:  2017-08-30       Impact factor: 6.006

3.  A cross docking pipeline for improving pose prediction and virtual screening performance.

Authors:  Ashutosh Kumar; Kam Y J Zhang
Journal:  J Comput Aided Mol Des       Date:  2017-08-23       Impact factor: 3.686

4.  Assessing and improving the performance of consensus docking strategies using the DockBox package.

Authors:  Jordane Preto; Francesco Gentile
Journal:  J Comput Aided Mol Des       Date:  2019-10-01       Impact factor: 3.686

5.  Using machine learning to improve ensemble docking for drug discovery.

Authors:  Tanay Chandak; John P Mayginnes; Howard Mayes; Chung F Wong
Journal:  Proteins       Date:  2020-05-25

6.  Ligand-Binding-Site Refinement to Generate Reliable Holo Protein Structure Conformations from Apo Structures.

Authors:  Hugo Guterres; Sang-Jun Park; Wei Jiang; Wonpil Im
Journal:  J Chem Inf Model       Date:  2020-12-18       Impact factor: 4.956

7.  Improving Protein-Ligand Docking Results with High-Throughput Molecular Dynamics Simulations.

Authors:  Hugo Guterres; Wonpil Im
Journal:  J Chem Inf Model       Date:  2020-04-10       Impact factor: 4.956

8.  EDock-ML: A web server for using ensemble docking with machine learning to aid drug discovery.

Authors:  Tanay Chandak; Chung F Wong
Journal:  Protein Sci       Date:  2021-03-25       Impact factor: 6.725

9.  Dasatinib-SIK2 Binding Elucidated by Homology Modeling, Molecular Docking, and Dynamics Simulations.

Authors:  Mingsong Shi; Lun Wang; Penghui Li; Jiang Liu; Lijuan Chen; Dingguo Xu
Journal:  ACS Omega       Date:  2021-04-15

10.  Retrospective ensemble docking of allosteric modulators in an adenosine G-protein-coupled receptor.

Authors:  Apurba Bhattarai; Jinan Wang; Yinglong Miao
Journal:  Biochim Biophys Acta Gen Subj       Date:  2020-04-13       Impact factor: 3.770

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