High-Throughput Virtual Screening Using Quantum Mechanical Probes: Discovery of Selective Kinase Inhibitors

被引:40
作者
Zhou, Ting [1 ]
Caflisch, Amedeo [1 ]
机构
[1] Univ Zurich, Dept Biochem, CH-8057 Zurich, Switzerland
基金
瑞士国家科学基金会;
关键词
gatekeepers; high-throughput screening; inhibitors; kinases; quantum mechanics; ORBITAL ELECTRONEGATIVITY METHOD; MODIFIED PARTIAL EQUALIZATION; AB-INITIO; HYDROGEN-BONDS; SEMIEMPIRICAL METHODS; TYROSINE KINASES; DRUG DESIGN; BINDING; ENERGY; DFT;
D O I
10.1002/cmdc.201000085
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
A procedure based on semi-empirical quantum mechanical (QM) calculations of interaction energy is proposed for the rapid screening of compound poses generated by high throughput docking. Small molecules (consisting of 2-10 atoms and termed "probes") are overlapped with polar groups in the binding site of the protein target. The interaction energy values between each compound pose and the probes, calculated by a semi empirical Hamiltonian, are used as filters. The QM probe method does not require fixed partial charges and takes into account polarization and charge-transfer effects which are not captured by conventional force fields. The procedure is applied to screen similar to 100 million poses (of 2.7 million commercially available compounds) obtained by high-throughput docking in the ATP binding site of the tyrosine kinase erythropoietin-producing human hepatocellular carcinoma receptor B4 (EphB4). Three QM probes on the hinge region and one at the entrance pocket are employed to select for binding affinity, while a QM probe on the side chain of the so-called gatekeeper residue (a hypervariable residue in the kinome) is used to enforce selectivity. The poses with favorable interactions with the five QM probes are filtered further for hydrophobic matching and low ligand strain. In this way, a single-digit micromolar inhibitor of EphB4 with a relatively good selectivity profile is identified in a multimillion-compound library upon experimental tests of only 23 molecules.
引用
收藏
页码:1007 / 1014
页数:8
相关论文
共 75 条
[41]   Energy decomposition analysis of intermolecular interactions using a block-localized wave function approach [J].
Mo, YR ;
Gao, JL ;
Peyerimhoff, SD .
JOURNAL OF CHEMICAL PHYSICS, 2000, 112 (13) :5530-5538
[42]   VALIDATION OF THE GENERAL-PURPOSE QUANTA(R)3.2/CHARMM(R) FORCE-FIELD [J].
MOMANY, FA ;
RONE, R .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 1992, 13 (07) :888-900
[43]   DETERMINATION OF NET ATOMIC CHARGES USING A MODIFIED PARTIAL EQUALIZATION OF ORBITAL ELECTRONEGATIVITY METHOD .2. APPLICATION TO IONIC AND AROMATIC-MOLECULES AS MODELS FOR POLYPEPTIDES [J].
NO, KT ;
GRANT, JA ;
JHON, MS ;
SCHERAGA, HA .
JOURNAL OF PHYSICAL CHEMISTRY, 1990, 94 (11) :4740-4746
[44]   DETERMINATION OF NET ATOMIC CHARGES USING A MODIFIED PARTIAL EQUALIZATION OF ORBITAL ELECTRONEGATIVITY METHOD .1. APPLICATION TO NEUTRAL MOLECULES AS MODELS FOR POLYPEPTIDES [J].
NO, KT ;
GRANT, JA ;
SCHERAGA, HA .
JOURNAL OF PHYSICAL CHEMISTRY, 1990, 94 (11) :4732-4739
[45]   Protein kinase inhibitors: Insights into drug design from structure [J].
Noble, MEM ;
Endicott, JA ;
Johnson, LN .
SCIENCE, 2004, 303 (5665) :1800-1805
[46]   PARTIALLY DEUTERATED WATER DIMERS - MICROWAVE-SPECTRA AND STRUCTURE [J].
ODUTOLA, JA ;
DYKE, TR .
JOURNAL OF CHEMICAL PHYSICS, 1980, 72 (09) :5062-5070
[47]  
Peters MB, 2006, CURR OPIN DRUG DISC, V9, P370
[48]   Large-scale validation of a quantum mechanics based scoring function: Predicting the binding affinity and the binding mode of a diverse set of protein-ligand complexes [J].
Raha, K ;
Merz, KM .
JOURNAL OF MEDICINAL CHEMISTRY, 2005, 48 (14) :4558-4575
[49]   RM1: A reparameterization of AM1 for H, C, N, O, P, S, F, Cl, Br, and I [J].
Rocha, Gerd B. ;
Freire, Ricardo O. ;
Simas, Alfredo M. ;
Stewart, James J. P. .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2006, 27 (10) :1101-1111
[50]  
ROCS, ROCS