BCL::CONF: small molecule conformational sampling using a knowledge based rotamer library

被引:95
作者
Kothiwale, Sandeepkumar [1 ]
Mendenhall, Jeffrey L. [1 ]
Meiler, Jens [1 ,2 ]
机构
[1] Vanderbilt Univ, Dept Chem, Struct Biol Ctr, Nashville, TN 37232 USA
[2] Vanderbilt Univ, Dept Pharmacol & Biomed Informat, Nashville, TN 37212 USA
来源
JOURNAL OF CHEMINFORMATICS | 2015年 / 7卷
基金
美国国家科学基金会;
关键词
Conformation sampling; Knowledge-based; Fragment-based; Rotamer-library; CAMBRIDGE STRUCTURAL DATABASE; PROTEIN-LIGAND COMPLEXES; DISTANCE-GEOMETRY; CONFORMER GENERATION; PDBBIND DATABASE; DRUG DISCOVERY; DATA-BANK; ALGORITHM; DYNAMICS; SEARCH;
D O I
10.1186/s13321-015-0095-1
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The interaction of a small molecule with a protein target depends on its ability to adopt a three-dimensional structure that is complementary. Therefore, complete and rapid prediction of the conformational space a small molecule can sample is critical for both structure- and ligand-based drug discovery algorithms such as small molecule docking or three-dimensional quantitative structure-activity relationships. Here we have derived a database of small molecule fragments frequently sampled in experimental structures within the Cambridge Structure Database and the Protein Data Bank. Likely conformations of these fragments are stored as 'rotamers' in analogy to amino acid side chain rotamer libraries used for rapid sampling of protein conformational space. Explicit fragments take into account correlations between multiple torsion bonds and effect of substituents on torsional profiles. A conformational ensemble for small molecules can then be generated by recombining fragment rotamers with a Monte Carlo search strategy. BCL::CONF was benchmarked against other conformer generator methods including CONFGEN, MOE, OMEGA and RDKIT in its ability to recover experimentally determined protein bound conformations of small molecules, diversity of conformational ensembles, and sampling rate. BCL:: CONF recovers at least one conformation with a root mean square deviation of 2 angstrom or better to the experimental structure for 99 % of the small molecules in the VERNALIS benchmark dataset. The 'rotamer' approach will allow integration of BCL:: CONF into respective computational biology programs such as ROSETTA.
引用
收藏
页数:15
相关论文
共 44 条
[21]   Conformer Generation with OMEGA: Algorithm and Validation Using High Quality Structures from the Protein Databank and Cambridge Structural Database [J].
Hawkins, Paul C. D. ;
Skillman, A. Geoffrey ;
Warren, Gregory L. ;
Ellingson, Benjamin A. ;
Stahl, Matthew T. .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2010, 50 (04) :572-584
[22]   A genetic algorithm for flexible molecular overlay and pharmacophore elucidation [J].
Jones, G ;
Willett, P ;
Glen, RC .
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 1995, 9 (06) :532-549
[23]   Monte Carlo vs molecular dynamics for conformational sampling [J].
Jorgensen, WL ;
TiradoRives, J .
JOURNAL OF PHYSICAL CHEMISTRY, 1996, 100 (34) :14508-14513
[24]   Comparative analysis of protein-bound ligand conformations with respect to catalyst's conformational space subsampling algorithms [J].
Kirchmair, J ;
Laggner, C ;
Wolber, G ;
Langer, T .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2005, 45 (02) :422-430
[25]   A FAST AND EFFICIENT METHOD TO GENERATE BIOLOGICALLY RELEVANT CONFORMATIONS [J].
KLEBE, G ;
MIETZNER, T .
JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN, 1994, 8 (05) :583-606
[26]   Common subgraph isomorphism detection by backtracking search [J].
Krissinel, EB ;
Henrick, K .
SOFTWARE-PRACTICE & EXPERIENCE, 2004, 34 (06) :591-607
[27]   LowModeMD-Implicit Low-Mode Velocity Filtering Applied to Conformational Search of Macrocycles and Protein Loops [J].
Labute, Paul .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2010, 50 (05) :792-800
[28]  
Lagorce David, 2009, BMC Chemical Biology, V9, P6, DOI 10.1186/1472-6769-9-6
[29]   Three-Dimensional Pharmacophore Methods in Drug Discovery [J].
Leach, Andrew R. ;
Gillet, Valerie J. ;
Lewis, Richard A. ;
Taylor, Robin .
JOURNAL OF MEDICINAL CHEMISTRY, 2010, 53 (02) :539-558
[30]   CAESAR: A new conformer generation algorithm based on recursive buildup and local rotational symmetry consideration [J].
Li, Jiabo ;
Ehlers, Tedman ;
Sutter, Jon ;
Varma-O'Brien, Shikha ;
Kirchmair, Johannes .
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2007, 47 (05) :1923-1932