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

J Comput Aided Mol Des. 2018 Jan;32(1):163-173. doi: 10.1007/s10822-017-0048-z. Epub 2017 Aug 23.

Abstract

Pose prediction and virtual screening performance of a molecular docking method depend on the choice of protein structures used for docking. Multiple structures for a target protein are often used to take into account the receptor flexibility and problems associated with a single receptor structure. However, the use of multiple receptor structures is computationally expensive when docking a large library of small molecules. Here, we propose a new cross-docking pipeline suitable to dock a large library of molecules while taking advantage of multiple target protein structures. Our method involves the selection of a suitable receptor for each ligand in a screening library utilizing ligand 3D shape similarity with crystallographic ligands. We have prospectively evaluated our method in D3R Grand Challenge 2 and demonstrated that our cross-docking pipeline can achieve similar or better performance than using either single or multiple-receptor structures. Moreover, our method displayed not only decent pose prediction performance but also better virtual screening performance over several other methods.

Keywords: D3R; D3R Grand Challenge 2; Drug Design Data Resource; Molecular docking; Pose prediction; Shape similarity; Virtual screening.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Benzimidazoles / chemistry
  • Benzimidazoles / pharmacology
  • Computer-Aided Design*
  • Drug Design*
  • Drug Discovery
  • Humans
  • Inhibitory Concentration 50
  • Isoxazoles / chemistry
  • Isoxazoles / pharmacology
  • Ligands
  • Molecular Docking Simulation*
  • Protein Binding
  • Receptors, Cytoplasmic and Nuclear / antagonists & inhibitors
  • Receptors, Cytoplasmic and Nuclear / chemistry
  • Receptors, Cytoplasmic and Nuclear / metabolism*
  • Spiro Compounds / chemistry
  • Spiro Compounds / pharmacology
  • Sulfonamides / chemistry
  • Sulfonamides / pharmacology

Substances

  • Benzimidazoles
  • Isoxazoles
  • Ligands
  • Receptors, Cytoplasmic and Nuclear
  • Spiro Compounds
  • Sulfonamides
  • farnesoid X-activated receptor