Structure-based ensemble-QSAR model: a novel approach to the study of the EGFR tyrosine kinase and its inhibitors

Acta Pharmacologica Sinica - Tập 35 Số 2 - Trang 301-310 - 2014
Xianqiang Sun1, Lei Chen1, Yao-zong Li1, Weihua Li1, Guixia Liu1, Yaoquan Tu2, Yun Tang1
1Shanghai Key Laboratory of New Drug Design, School of Pharmacy, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, China
2Division of Theoretical Chemistry and Biology, School of Biotechnology, KTH Royal Institute of Technology, Stockholm, S-106 91, Sweden

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Ciardiello F, Tortora G . EGFR antagonists in cancer treatment. N Engl J Med 2008; 358: 1160–74.

Citri A, Yarden Y . EGF-ERBB signalling: towards the systems level. Nat Rev Mol Cell Biol 2006; 7: 505–16.

Downward J, Parker P, Waterfield MD . Autophosphorylation sites on the epidermal growth factor receptor. Nature 1984; 311: 483–5.

Oda K, Matsuoka Y, Funahashi A, Kitano H . A comprehensive pathway map of epidermal growth factor receptor signaling. Mol Syst Biol 2005; 1: E11–E17.

Zhang H, Berezov A, Wang Q, Zhang G, Drebin J, Murali R, et al. ErbB receptors: from oncogenes to targeted cancer therapies. J Clin Invest 2007; 117: 2051–8.

Pao W, Chmielecki J . Rational, biologically based treatment of EGFR-mutant non-small-cell lung cancer. Nat Rev Cancer 2010; 10: 760–74.

Moyer JD, Barbacci EG, Iwata KK, Arnold L, Boman B, Cunningham A, et al. Induction of apoptosis and cell cycle arrest by CP-358,774, an inhibitor of epidermal growth factor receptor tyrosine kinase. Cancer Res 1997; 57: 4838–48.

Barker AJ, Gibson KH, Grundy W, Godfrey AA, Barlow JJ, Healy MP, et al. Studies leading to the identification of ZD1839 (IRESSA): an orally active, selective epidermal growth factor receptor tyrosine kinase inhibitor targeted to the treatment of cancer. Bioorg Med Chem Lett 2001; 11: 1911–4.

Sorscher SM . EGFR mutations and sensitivity to gefitinib. N Engl J Med 2004; 351: 1260–1; author reply 60–1.

Liu T, Lin Y, Wen X, Jorissen RN, Gilson MK . BindingDB: a web-accessible database of experimentally determined protein–ligand binding affinities. Nucleic Acids Res 2007; 35: D198–201.

Aparna V, Rambabu G, Panigrahi SK, Sarma JARP, Desiraju GR . Virtual screening of 4-anilinoquinazoline analogues as EGFR kinase inhibitors: Importance of hydrogen bonds in the evaluation of poses and scoring functions. J Chem Inf Model 2005; 45: 725–38.

Gundla R, Kazemi R, Sanam R, Muttineni R, Sarma JA, Dayam R, et al. Discovery of novel small-molecule inhibitors of human epidermal growth factor receptor-2: combined ligand and target-based approach. J Med Chem 2008; 51: 3367–77.

Li S, Sun X, Zhao H, Tang Y, Lan M . Discovery of novel EGFR tyrosine kinase inhibitors by structure-based virtual screening. Bioorg Med Chem Lett 2012; 22: 4004–9.

Chen Z, Li HL, Zhang QJ, Bao XG, Yu KQ, Luo XM, et al. Pharmacophore-based virtual screening versus docking-based virtual screening: a benchmark comparison against eight targets. Acta Pharmacol Sin 2009; 30: 1694–708.

Li J, Du Y, Liu X, Shen QC, Huang Al, Zheng MY, et al. Binding sensitivity of adefovir to the polymerase from different genotypes of HBV: molecular modeling, docking and dynamics simulation studies. Acta Pharmacol Sin 2013; 34: 319–28.

Pasha FA, Muddassar M, Srivastava AK, Cho SJ . In silico QSAR studies of anilinoquinolines as EGFR inhibitors. J Mol Model 2010; 16: 263–77.

La Motta C, Sartini S, Tuccinardi T, Nerini E, Da Settimo F, Martinelli A . Computational studies of epidermal growth factor receptor: docking reliability, three-dimensional quantitative structure-activity relationship analysis, and virtual screening studies. J Med Chem 2009; 52: 964–75.

Peng T, Pei J, Zhou J . 3D-QSAR and receptor modeling of tyrosine kinase inhibitors with flexible atom receptor model (FLARM). J Chem Inf Comput Sci 2003; 43: 298–303.

Cox R, Green DS, Luscombe C, Malcolm N, Pickett S . QSAR workbench: automating QSAR modeling to drive compound design. J Comput Aid Mol Des 2013; 27: 321–36.

Tuccinardi T, Ortore G, Santos MA, Marques SM, Nuti E, Rossello A, et al. Multitemplate alignment method for the development of a reliable 3D-QSAR model for the analysis of MMP3 inhibitors. J Chem Inf Model 2009; 49: 1715–24.

Huang SY, Grinter SZ, Zou XQ . Scoring functions and their evaluation methods for protein-ligand docking: recent advances and future directions. Phys Chem Chem Phys 2010; 12: 12899–908.

Osguthorpe DJ, Sherman W, Hagler AT . Exploring protein flexibility: incorporating structural ensembles from crystal structures and simulation into virtual screening protocols. J Phys Chem B 2012; 116: 6952–9.

Osguthorpe DJ, Sherman W, Hagler AT . Generation of receptor structural ensembles for virtual screening using binding site shape analysis and clustering. Chem Biol Drug Des 2012; 80: 182–93.

Lan P, Xie MQ, Yao YM, Chen WN, Chen WM . 3D-QSAR studies and molecular docking on [5-(4-amino-1H-benzoimidazol-2-yl)-furan-2-yl]-phosphonic acid derivatives as fructose-1,6-biphophatase inhibitors. J Comput Aid Mol Des 2010; 24: 993–1008.

Mouchlis VD, Mavromoustakos TM, Kokotos G . Molecular docking and 3D-QSAR CoMFA studies on indole inhibitors of GIIA secreted phospholipase A2. J Chem Inf Model 2010; 50: 1589–601.

Berman HM, Westbrook J, Feng Z, Gilliland G, Bhat TN, Weissig H, et al. The Protein Data Bank. Nucleic Acids Res 2000; 28: 235–42.

Maestro. Schordinger, LLC,New York, NY 2008.

Impact. Schrödinger, LLC, New York, NY, 2005.

Jorgensen WL, Maxwell DS, Tirado-Rives J . Development and testing of the OPLS all-atom force field on conformational energetics and properties of organic liquids. J Am Chem Soc 1996; 118: 11225–36.

Huang N, Shoichet BK, Irwin JJ . Benchmarking sets for molecular docking. J Med Chem 2006; 49: 6789–801.

Ligprep. Schordinger, LLC,New York, NY 2008.

Friesner RA, Banks JL, Murphy RB, Halgren TA, Klicic JJ, Mainz DT, et al. Glide: a new approach for rapid, accurate docking and scoring. 1. Method and assessment of docking accuracy. J Med Chem 2004; 47: 1739–49.

Fawcett T . An introduction to ROC analysis. Pattern Recogn Lett 2006; 27: 861–74.

Dixon SL, Smondyrev AM, Knoll EH, Rao SN, Shaw DE, Friesner RA . PHASE: a new engine for pharmacophore perception, 3D QSAR model development, and 3D database screening: 1. Methodology and preliminary results. J Comput Aided Mol Des 2006; 20: 647–71.

Dixon SL, Smondyrev AM, Rao SN . PHASE: a novel approach to pharmacophore modeling and 3D database searching. Chem Biol Drug Des 2006; 67: 370–2.

Li X, Li Y, Cheng T, Liu Z, Wang R . Evaluation of the performance of four molecular docking programs on a diverse set of protein-ligand complexes. J Comput Chem 2010; 31: 2109–25.

Li Y, Shen J, Sun X, Li W, Liu G, Tang Y . Accuracy assessment of protein-based docking programs against RNA targets. J Chem Inf Model 2010; 50: 1134–46.

Sun X, Li Y, Li W, Xu Z, Tang Y . Computational investigation of interactions between human H2 receptor and its agonists. J Mol Graph Model 2011; 29: 693–701.

Cheng T, Li X, Li Y, Liu Z, Wang R . Comparative assessment of scoring functions on a diverse test set. J Chem Inf Model 2009; 49: 1079–93.

Yun CH, Boggon TJ, Li Y, Woo MS, Greulich H, Meyerson M, et al. Structures of lung cancer-derived EGFR mutants and inhibitor complexes: mechanism of activation and insights into differential inhibitor sensitivity. Cancer Cell 2007; 11: 217–27.

McInnes C . Virtual screening strategies in drug discovery. Curr Opin Chem Biol 2007; 11: 494–502.

Huang N, Shoichet BK . Exploiting ordered waters in molecular docking. J Med Chem 2008; 51: 4862–5.

B-Rao C, Subramanian J, Sharma SD . Managing protein flexibility in docking and its applications. Drug Discov Today 2009; 14: 394–400.

Tropsha A . Best practices for QSAR model development, Validation, and exploitation. Mol Inf 2010; 29: 476–88.

Wissner A, Overbeek E, Reich MF, Floyd MB, Johnson BD, Mamuya N, et al. Synthesis and structure-activity relationships of 6,7-disubstituted 4-anilinoquinoline-3-carbonitriles. The design of an orally active, irreversible inhibitor of the tyrosine kinase activity of the epidermal growth factor receptor (EGFR) and the human epidermal growth factor receptor-2 (HER-2). J Med Chem 2003; 46: 49–63.

Verdonk ML, Mortenson PN, Hall RJ, Hartshorn MJ, Murray CW . Protein-ligand docking against non-native protein conformers. J Chem Inf Model 2008; 48: 2214–25.

Tuccinardi T, Botta M, Giordano A, Martinelli A . Protein kinases: docking and homology modeling reliability. J Chem Inf Model 2010; 50: 1432–41.