Towards improving compound selection in structure-based virtual screening

被引:76
作者
Waszkowycz, Bohdan [1 ]
机构
[1] Argenta Discovery Ltd, Harlow CM19 5TR, Essex, England
关键词
D O I
10.1016/j.drudis.2007.12.002
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Structure-based virtual screening is now an established technology for supporting hit finding and lead optimisation in drug discovery. Recent validation studies have highlighted the poor performance of currently used scoring functions in estimating binding affinity and hence in ranking large datasets of docked ligands. Progress in the analysis of large datasets can be made through the use of appropriate data mining techniques and the derivation of a broader range of descriptors relevant to receptor-ligand binding. In addition, simple scoring functions can be supplemented by simulation-based scoring protocols. Developments in workflow design allow the automation of repetitive tasks, and also encourage the routine use of simulation-based methods and the rapid prototyping of novel modelling and analysis procedures.
引用
收藏
页码:219 / 226
页数:8
相关论文
共 69 条
[61]   Supervised consensus scoring for docking and virtual screening [J].
Teramoto, Reiji ;
Fukunishi, Hiroaki .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2007, 47 (02) :526-534
[62]   Protein structures in virtual screening: A case study with CDK2 [J].
Thomas, MP ;
McInnes, C ;
Fischer, PM .
JOURNAL OF MEDICINAL CHEMISTRY, 2006, 49 (01) :92-104
[63]   Contribution of conformer focusing to the uncertainty in predicting free energies for protein-ligand binding [J].
Tirado-Rives, Julian ;
Jorgensen, William L. .
JOURNAL OF MEDICINAL CHEMISTRY, 2006, 49 (20) :5880-5884
[64]   DrugScoreCSD-knowledge-based scoring function derived from small molecule crystal data with superior recognition rate of near-native ligand poses and better affinity prediction [J].
Velec, HFG ;
Gohlke, H ;
Klebe, G .
JOURNAL OF MEDICINAL CHEMISTRY, 2005, 48 (20) :6296-6303
[65]   Modeling water molecules in protein-ligand docking using GOLD [J].
Verdonk, ML ;
Chessari, G ;
Cole, JC ;
Hartshorn, MJ ;
Murray, CW ;
Nissink, JWM ;
Taylor, RD ;
Taylor-, R .
JOURNAL OF MEDICINAL CHEMISTRY, 2005, 48 (20) :6504-6515
[66]   A critical assessment of docking programs and scoring functions [J].
Warren, Gregory L. ;
Andrews, C. Webster ;
Capelli, Anna-Maria ;
Clarke, Brian ;
LaLonde, Judith ;
Lambert, Millard H. ;
Lindvall, Mika ;
Nevins, Neysa ;
Semus, Simon F. ;
Senger, Stefan ;
Tedesco, Giovanna ;
Wall, Ian D. ;
Woolven, James M. ;
Peishoff, Catherine E. ;
Head, Martha S. .
JOURNAL OF MEDICINAL CHEMISTRY, 2006, 49 (20) :5912-5931
[67]   Large-scale virtual screening for discovering leads in the postgenomic era [J].
Waszkowycz, B ;
Perkins, TDJ ;
Sykes, RA ;
Li, J .
IBM SYSTEMS JOURNAL, 2001, 40 (02) :360-376
[68]   Scaffold hopping through virtual screening using 2D and 3D similarity descriptors: Ranking, voting, and consensus scoring [J].
Zhang, Q ;
Muegge, I .
JOURNAL OF MEDICINAL CHEMISTRY, 2006, 49 (05) :1536-1548
[69]   Comparative performance of several flexible docking programs and scoring functions: Enrichment studies for a diverse set of pharmaceutically relevant targets [J].
Zhou, Zhiyong ;
Felts, Anthony K. ;
Friesner, Richard A. ;
Levy, Ronald M. .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2007, 47 (04) :1599-1608