Dynamic Structure-Based Pharmacophore Model Development: A New and Effective Addition in the Histone Deacetylase 8 (HDAC8) Inhibitor Discovery

Histone deacetylase 8 (HDAC8) is an enzyme involved in deacetylating the amino groups of terminal lysine residues, thereby repressing the transcription of various genes including tumor suppressor gene. The over expression of HDAC8 was observed in many cancers and thus inhibition of this enzyme has emerged as an efficient cancer therapeutic strategy. In an effort to facilitate the future discovery of HDAC8 inhibitors, we developed two pharmacophore models containing six and five pharmacophoric features, respectively, using the representative structures from two molecular dynamic (MD) simulations performed in Gromacs 4.0.5 package. Various analyses of trajectories obtained from MD simulations have displayed the changes upon inhibitor binding. Thus utilization of the dynamically-responded protein structures in pharmacophore development has the added advantage of considering the conformational flexibility of protein. The MD trajectories were clustered based on single-linkage method and representative structures were taken to be used in the pharmacophore model development. Active site complimenting structure-based pharmacophore models were developed using Discovery Studio 2.5 program and validated using a dataset of known HDAC8 inhibitors. Virtual screening of chemical database coupled with drug-like filter has identified drug-like hit compounds that match the pharmacophore models. Molecular docking of these hits reduced the false positives and identified two potential compounds to be used in future HDAC8 inhibitor design.

[1]  The role of adenylate cyclase in the D-2 modulation of the release of dopamine: a microdialysis study in the striatum of the rat M. Santiago and B.H.C. Westerink. Centre for Pharmacy, University of Groningen, Groningen, The Netherlands , 1989, Journal of Neuroscience Methods.

[2]  T. Darden,et al.  A smooth particle mesh Ewald method , 1995 .

[3]  S. Schreiber,et al.  Nuclear histone acetylases and deacetylases and transcriptional regulation: HATs off to HDACs. , 1997, Current opinion in chemical biology.

[4]  P. Marks,et al.  Structures of a histone deacetylase homologue bound to the TSA and SAHA inhibitors , 1999, Nature.

[5]  J. Clark,et al.  Cloning and characterization of a novel human histone deacetylase, HDAC8. , 2000, The Biochemical journal.

[6]  上野 京子,et al.  プロダクト・レビュー SciFinder Scholar , 2001 .

[7]  S. Schreiber,et al.  Synthesis of 7200 small molecules based on a substructural analysis of the histone deacetylase inhibitors trichostatin and trapoxin. , 2001, Organic letters.

[8]  C. Allis,et al.  Translating the Histone Code , 2001, Science.

[9]  F. Lombardo,et al.  Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings. , 2001, Advanced drug delivery reviews.

[10]  P. Becker,et al.  Histone acetylation: a switch between repressive and permissive chromatin , 2002, EMBO reports.

[11]  Y. Hofmann,et al.  Valproic acid increases the SMN2 protein level: a well-known drug as a potential therapy for spinal muscular atrophy. , 2003, Human molecular genetics.

[12]  Leslie M Thompson,et al.  Suberoylanilide hydroxamic acid, a histone deacetylase inhibitor, ameliorates motor deficits in a mouse model of Huntington's disease , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[13]  Michael Grunstein,et al.  Histone acetylation and deacetylation in yeast , 2003, Nature Reviews Molecular Cell Biology.

[14]  Richard D. Taylor,et al.  Improved protein–ligand docking using GOLD , 2003, Proteins.

[15]  R. De Francesco,et al.  Crystal structure of a eukaryotic zinc-dependent histone deacetylase, human HDAC8, complexed with a hydroxamic acid inhibitor. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[16]  Sang Gyun Kim,et al.  Class I Histone Deacetylase-Selective Novel Synthetic Inhibitors Potently Inhibit Human Tumor Proliferation , 2004, Clinical Cancer Research.

[17]  J. R. Somoza,et al.  Structural snapshots of human HDAC8 provide insights into the class I histone deacetylases. , 2004, Structure.

[18]  T. Langer,et al.  Pharmacophore definition and 3D searches. , 2004, Drug discovery today. Technologies.

[19]  A. W. Schüttelkopf,et al.  PRODRG: a tool for high-throughput crystallography of protein-ligand complexes. , 2004, Acta crystallographica. Section D, Biological crystallography.

[20]  P. Schultz,et al.  Design, synthesis, and activity of HDAC inhibitors with a N-formyl hydroxylamine head group. , 2004, Bioorganic & medicinal chemistry letters.

[21]  J. Briggs,et al.  Dynamic receptor-based pharmacophore model development and its application in designing novel HIV-1 integrase inhibitors. , 2005, Journal of medicinal chemistry.

[22]  M. Dokmanovic,et al.  Prospects: Histone deacetylase inhibitors , 2005, Journal of cellular biochemistry.

[23]  R. Ficner,et al.  Crystal structure of a bacterial class 2 histone deacetylase homologue. , 2005, Journal of molecular biology.

[24]  P. Marks,et al.  Histone deacetylase inhibitors: discovery and development as anticancer agents , 2005, Expert opinion on investigational drugs.

[25]  K. Bhalla Epigenetic and chromatin modifiers as targeted therapy of hematologic malignancies. , 2005, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[26]  P. Geerlings,et al.  Theoretical study revealing the functioning of a novel combination of catalytic motifs in histone deacetylase. , 2005, Bioorganic & medicinal chemistry.

[27]  G. Jiang,et al.  The molecular mechanism of HDAC inhibitors in anticancer effects. , 2006, Cellular & molecular immunology.

[28]  C. Horvath,et al.  Carbonyl- and sulfur-containing analogs of suberoylanilide hydroxamic acid: Potent inhibition of histone deacetylases. , 2006, Bioorganic & medicinal chemistry.

[29]  A. Ben Wagner,et al.  SciFinder Scholar 2006: An Empirical Analysis of Research Topic Query Processing , 2006, J. Chem. Inf. Model..

[30]  Y. Bang,et al.  Histone Deacetylase Inhibitors for Cancer Therapy , 2006, Epigenetics.

[31]  M. Parrinello,et al.  Canonical sampling through velocity rescaling. , 2007, The Journal of chemical physics.

[32]  B. Morrison,et al.  Histone deacetylases: Focus on the nervous system , 2007, Cellular and Molecular Life Sciences.

[33]  R. De Francesco,et al.  Substrate binding to histone deacetylases as shown by the crystal structure of the HDAC8–substrate complex , 2007, EMBO reports.

[34]  Michele Pallaoro,et al.  HDACs, histone deacetylation and gene transcription: from molecular biology to cancer therapeutics , 2007, Cell Research.

[35]  Eric Verdin,et al.  Design and evaluation of 'Linkerless' hydroxamic acids as selective HDAC8 inhibitors. , 2007, Bioorganic & medicinal chemistry letters.

[36]  D. Mottet,et al.  Histone deacetylases: target enzymes for cancer therapy , 2007, Clinical & Experimental Metastasis.

[37]  Jun Lu,et al.  HDAC inhibitors: a potential new category of anti-tumor agents. , 2007, Cellular & molecular immunology.

[38]  I. Adcock HDAC inhibitors as anti‐inflammatory agents , 2007, British journal of pharmacology.

[39]  J. Buggy,et al.  Interferon-α is able to maintain complete molecular remission induced by imatinib after its discontinuation , 2008, Leukemia.

[40]  Jianpeng Ma,et al.  Molecular docking study of the interactions between the thioesterase domain of human fatty acid synthase and its ligands , 2008, Proteins.

[41]  Carsten Kutzner,et al.  GROMACS 4:  Algorithms for Highly Efficient, Load-Balanced, and Scalable Molecular Simulation. , 2008, Journal of chemical theory and computation.

[42]  B. Wirth,et al.  Histone deacetylase inhibitors: possible implications for neurodegenerative disorders , 2008, Expert opinion on investigational drugs.

[43]  C. Fierke,et al.  Structural studies of human histone deacetylase 8 and its site-specific variants complexed with substrate and inhibitors. , 2008, Biochemistry.

[44]  Christopher B. Harrison,et al.  Structural origin of selectivity in class II-selective histone deacetylase inhibitors. , 2008, Journal of medicinal chemistry.

[45]  Keun Woo Lee,et al.  Molecular dynamics simulation study of PTP1B with allosteric inhibitor and its application in receptor based pharmacophore modeling , 2008, J. Comput. Aided Mol. Des..

[46]  Adriano Martinelli,et al.  Docking of Hydroxamic Acids into HDAC1 and HDAC8: A Rationalization of Activity Trends and Selectivities , 2009, J. Chem. Inf. Model..

[47]  Zhihai Liu,et al.  Evaluation of the performance of four molecular docking programs on a diverse set of protein‐ligand complexes , 2010, J. Comput. Chem..

[48]  Sugunadevi Sakkiah,et al.  Docking-enabled pharmacophore model for histone deacetylase 8 inhibitors and its application in anti-cancer drug discovery. , 2010, Journal of molecular graphics & modelling.

[49]  C. Fierke,et al.  Structures of metal-substituted human histone deacetylase 8 provide mechanistic inferences on biological function . , 2010, Biochemistry.

[50]  J. Bradner,et al.  On the inhibition of histone deacetylase 8. , 2010, Bioorganic & medicinal chemistry.

[51]  Evan Bolton,et al.  An overview of the PubChem BioAssay resource , 2009, Nucleic Acids Res..

[52]  Thangapandian Sundarapandian,et al.  Docking-enabled pharmacophore model for histone deacetylase 8 inhibitors and its application in anti-cancer drug discovery , 2010 .

[53]  Ruibo Wu,et al.  A proton-shuttle reaction mechanism for histone deacetylase 8 and the catalytic role of metal ions. , 2010, Journal of the American Chemical Society.

[54]  S. Sakkiah,et al.  Ligand and structure based pharmacophore modeling to facilitate novel histone deacetylase 8 inhibitor design. , 2010, European journal of medicinal chemistry.

[55]  Yonghua Wang,et al.  Structural Determination of Three Different Series of Compounds as Hsp90 Inhibitors Using 3D-QSAR Modeling, Molecular Docking and Molecular Dynamics Methods , 2011, International journal of molecular sciences.

[56]  Dariusz Plewczynski,et al.  Can we trust docking results? Evaluation of seven commonly used programs on PDBbind database , 2011, J. Comput. Chem..

[57]  T. McKinsey,et al.  Isoform-selective HDAC inhibitors: closing in on translational medicine for the heart. , 2011, Journal of molecular and cellular cardiology.

[58]  Ruixin Zhu,et al.  Novel Natural Inhibitors of CYP1A2 Identified by in Silico and in Vitro Screening , 2011, International journal of molecular sciences.

[59]  Hsuan-Cheng Huang,et al.  Reviewing Ligand-Based Rational Drug Design: The Search for an ATP Synthase Inhibitor , 2011, International journal of molecular sciences.