Is it possible to increase hit rates in structure-based virtual screening by pharmacophore filtering?: An investigation of the advantages and pitfalls of post-filtering

被引:54
作者
Muthas, Daniel [1 ]
Sabnis, Yogesh A. [1 ]
Lundborg, Magnus [1 ]
Karlen, Anders [1 ]
机构
[1] Uppsala Univ, Dept Med Chem, Div Organ Pharmaceut Chem, BMC, SE-75123 Uppsala, Sweden
关键词
Flo(+); surflex; FRED; enrichment factor; docking performance; structure-based virtual screening; pharmacophore filtering;
D O I
10.1016/j.jmgm.2007.11.005
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We have investigated the influence of post-filtering virtual screening results, with pharmacophorie features generated from an X-ray structure, on enrichment rates. This was performed using three docking softwares, zdock+, Surflex and FRED,as virtual screening tools and pharmacophores generated in UNITY from co-crystallized complexes. Sets of known actives along with 9997 pharmaceutically relevant decoy compounds were docked against six chemically diverse protein tat-gets namely CDK2, COX2, ER alpha, fX alpha, MMP3, and NA. To try to overcome the inherent limitations of the well-known docking problem, we generated multiple poses for each compound. The compounds were first ranked according to their scores alone and enrichment rates were calculated using only the top scoring pose of each compound. Subsequently, all poses for each compound were passed through the different pharmacoph ores generated from co-crystallized complexes and the enrichment factors were re-calculated based on the top-scoring passing pose of each Compound. Post-filtering with a pharmacophore generated from only one X-ray complex was shown to increase enrichment rates in all investigated targets compared to docking alone. This indicates that this is a general method, which works for diverse targets and different docking softwares. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:1237 / 1251
页数:15
相关论文
共 62 条
  • [1] Cyclin-dependent kinase 4 inhibitors as a treatment for cancer. Part 1: Identification and optimisation of substituted 4,6-bis anilino pyrimidines
    Beattie, JF
    Breault, GA
    Ellston, RPA
    Green, S
    Jewsbury, PJ
    Midgley, CJ
    Naven, RT
    Minshull, CA
    Pauptit, RA
    Tucker, JA
    Pease, JE
    [J]. BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2003, 13 (18) : 2955 - 2960
  • [2] The Protein Data Bank
    Berman, HM
    Westbrook, J
    Feng, Z
    Gilliland, G
    Bhat, TN
    Weissig, H
    Shindyalov, IN
    Bourne, PE
    [J]. NUCLEIC ACIDS RESEARCH, 2000, 28 (01) : 235 - 242
  • [3] Pharmacophore identification and virtual screening for methionyl-tRNA synthetase inhibitors
    Bharatham, Nagakumar
    BlIaratham, Kavitha
    Lee, Keun Woo
    [J]. JOURNAL OF MOLECULAR GRAPHICS & MODELLING, 2007, 25 (06) : 813 - 823
  • [4] Protein-based virtual screening of chemical databases. 1. Evaluation of different docking/scoring combinations
    Bissantz, C
    Folkers, G
    Rognan, D
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 2000, 43 (25) : 4759 - 4767
  • [5] Assessing the performance of OMEGA with respect to retrieving bioactive conformations
    Boström, J
    Greenwood, JR
    Gottfries, J
    [J]. JOURNAL OF MOLECULAR GRAPHICS & MODELLING, 2003, 21 (05) : 449 - 462
  • [6] Consensus scoring: A method for obtaining improved hit rates from docking databases of three-dimensional structures into proteins
    Charifson, PS
    Corkery, JJ
    Murcko, MA
    Walters, WP
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 1999, 42 (25) : 5100 - 5109
  • [7] Boosted leave-many-out cross-validation: the effect of training and test set diversity on PLS statistics
    Clark, RD
    [J]. JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 2003, 17 (02) : 265 - 275
  • [8] Claussen Holger, 2004, Curr Drug Discov Technol, V1, P49, DOI 10.2174/1570163043484815
  • [9] The price of innovation: new estimates of drug development costs
    DiMasi, JA
    Hansen, RW
    Grabowski, HG
    [J]. JOURNAL OF HEALTH ECONOMICS, 2003, 22 (02) : 151 - 185
  • [10] Empirical scoring functions .1. The development of a fast empirical scoring function to estimate the binding affinity of ligands in receptor complexes
    Eldridge, MD
    Murray, CW
    Auton, TR
    Paolini, GV
    Mee, RP
    [J]. JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 1997, 11 (05) : 425 - 445