Computational Approaches for the Discovery of Human Proteasome Inhibitors: An Overview

Proteasome emerged as an important target in recent pharmacological research due to its pivotal role in degrading proteins in the cytoplasm and nucleus of eukaryotic cells, regulating a wide variety of cellular pathways, including cell growth and proliferation, apoptosis, DNA repair, transcription, immune response, and signaling processes. The last two decades witnessed intensive efforts to discover 20S proteasome inhibitors with significant chemical diversity and efficacy. To date, the US FDA approved to market three proteasome inhibitors: bortezomib, carfilzomib, and ixazomib. However new, safer and more efficient drugs are still required. Computer-aided drug discovery has long being used in drug discovery campaigns targeting the human proteasome. The aim of this review is to illustrate selected in silico methods like homology modeling, molecular docking, pharmacophore modeling, virtual screening, and combined methods that have been used in proteasome inhibitors discovery. Applications of these methods to proteasome inhibitors discovery will also be presented and discussed to raise improvements in this particular field.

[1]  Y. Umezawa,et al.  Synthesis and Activity of Tyropeptin A Derivatives as Potent and Selective Inhibitors of Mammalian 20S Proteasome , 2005, Bioscience, biotechnology, and biochemistry.

[2]  Nathalie Lagarde,et al.  α- and β-hydrazino acid-based pseudopeptides inhibit the chymotrypsin-like activity of the eukaryotic 20S proteasome. , 2013, European journal of medicinal chemistry.

[3]  Yuan Fang,et al.  Synthesis and SAR Study of Novel Peptide Aldehydes as Inhibitors of 20S Proteasome , 2011, Molecules.

[4]  Danilo Milardi,et al.  Cationic porphyrins are reversible proteasome inhibitors. , 2012, Journal of the American Chemical Society.

[5]  Markus H. J. Seifert,et al.  ProPose: Steered Virtual Screening by Simultaneous Protein-Ligand Docking and Ligand-Ligand Alignment , 2005, J. Chem. Inf. Model..

[6]  T. Soucy,et al.  Characterization of a new series of non-covalent proteasome inhibitors with exquisite potency and selectivity for the 20S β5-subunit , 2010, The Biochemical journal.

[7]  T. Mizushima,et al.  Ordered structure of the crystallized bovine 20S proteasome. , 1995, Journal of Biochemistry (Tokyo).

[8]  C. Haass,et al.  The Drosophila proteasome undergoes changes in its subunit pattern during development. , 1989, Experimental cell research.

[9]  Po-Yuan Chen Computational Virtual Screening Towards Designing Novel Anticancer Drugs , 2012 .

[10]  M. Bogyo,et al.  Structure and function based design of Plasmodium-selective proteasome inhibitors , 2016, Nature.

[11]  E. Loizidou,et al.  Computational Inhibition Studies of the Human Proteasome by Argyrin‐Based Analogues with Subunit Specificity , 2014, Chemical biology & drug design.

[12]  S. Siva Sathya,et al.  Evolutionary algorithms for de novo drug design - A survey , 2015, Appl. Soft Comput..

[13]  Thomas Herz,et al.  ProPose: a docking engine based on a fully configurable protein–ligand interaction model , 2004, Journal of molecular modeling.

[14]  A. Kisselev,et al.  Subunit specific inhibitors of proteasomes and their potential for immunomodulation. , 2014, Current opinion in chemical biology.

[15]  A. Ciechanover Intracellular protein degradation: from a vague idea through the lysosome and the ubiquitin-proteasome system and onto human diseases and drug targeting. , 2010, Medicina.

[16]  T. Muchamuel,et al.  Beneficial effect of novel proteasome inhibitors in murine lupus via dual inhibition of type I interferon and autoantibody-secreting cells. , 2012, Arthritis and rheumatism.

[17]  Li Huang,et al.  Discovery of novel non-covalent inhibitors selective to the β5-subunit of the human 20S proteasome. , 2015, European journal of medicinal chemistry.

[18]  T. Chan,et al.  Computational modeling of the potential interactions of the proteasome beta5 subunit and catechol-O-methyltransferase-resistant EGCG analogs. , 2010, International journal of molecular medicine.

[19]  M. Groll,et al.  Covalent and non-covalent reversible proteasome inhibition , 2012, Biological chemistry.

[20]  Keiji Tanaka,et al.  Thymoproteasome: probable role in generating positively selecting peptides. , 2008, Current opinion in immunology.

[21]  Tobias Jung,et al.  Structure of the proteasome. , 2012, Progress in molecular biology and translational science.

[22]  Xin Zhao,et al.  Pharmacophore Modeling, Docking Studies, and Synthesis of Novel Dipeptide Proteasome Inhibitors Containing Boron Atoms , 2009, J. Chem. Inf. Model..

[23]  M. Shirley Sebelipase Alfa: First Global Approval , 2015, Drugs.

[24]  Yongqiang Zhu,et al.  Pharmacophore based drug design approach as a practical process in drug discovery. , 2010, Current computer-aided drug design.

[25]  Jessica Holien,et al.  Improvements, trends, and new ideas in molecular docking: 2012–2013 in review , 2015, Journal of molecular recognition : JMR.

[26]  W. Guida,et al.  Docking studies and model development of tea polyphenol proteasome inhibitors: Applications to rational drug design , 2003, Proteins.

[27]  R. Huber,et al.  Structure of 20S proteasome from yeast at 2.4Å resolution , 1997, Nature.

[28]  L. Zhang,et al.  Synthesis, in vitro and in vivo biological evaluation, docking studies, and structure--activity relationship (SAR) discussion of dipeptidyl boronic acid proteasome inhibitors composed of beta-amino acids. , 2010, Journal of medicinal chemistry.

[29]  M. Groll,et al.  Proteasome structure, function, and lessons learned from beta-lactone inhibitors. , 2011, Current topics in medicinal chemistry.

[30]  Chang-Guo Zhan,et al.  Proteasome inhibitors with pyrazole scaffolds from structure-based virtual screening. , 2015, Journal of medicinal chemistry.

[31]  Y. Murakami,et al.  Hybrid proteasomes. Induction by interferon-gamma and contribution to ATP-dependent proteolysis. , 2000, The Journal of biological chemistry.

[32]  Gabriel C. Lander,et al.  Complete subunit architecture of the proteasome regulatory particle , 2011, Nature.

[33]  Yan Niu,et al.  Synthesis, Bioactivity, Docking and Molecular Dynamics Studies of Furan‐Based Peptides as 20S Proteasome Inhibitors , 2015, ChemMedChem.

[34]  Lester A. Mitscher,et al.  Glossary of terms used in medicinal chemistry , 1998 .

[35]  B. Dahlmann,et al.  Subunit arrangement in the human 20S proteasome. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[36]  Li Huang,et al.  Design and synthesis of naphthoquinone derivatives as antiproliferative agents and 20S proteasome inhibitors. , 2012, Bioorganic & medicinal chemistry letters.

[37]  P. Sperryn,et al.  Blood. , 1989, British journal of sports medicine.

[38]  E. Novellino,et al.  Development of Novel Selective Peptidomimetics Containing a Boronic Acid Moiety, Targeting the 20S Proteasome as Anticancer Agents , 2014, ChemMedChem.

[39]  R. Deshaies,et al.  Proteotoxic crisis, the ubiquitin-proteasome system, and cancer therapy , 2014, BMC Biology.

[40]  T. Kunoh,et al.  A novel tamoxifen derivative, ridaifen-F, is a nonpeptidic small-molecule proteasome inhibitor. , 2014, European journal of medicinal chemistry.

[41]  D. Bouvier,et al.  A new series of N5 derivatives of the 1,1,5-trimethyl furo[3,4-c]pyridine-3,4-dione (cerpegin) selectively inhibits the post-acid activity of mammalian 20S proteasomes. , 2012, Bioorganic & medicinal chemistry letters.

[42]  K. Daniel,et al.  Cellular and computational studies of proteasome inhibition and apoptosis induction in human cancer cells by amino acid Schiff base-copper complexes. , 2013, Journal of inorganic biochemistry.

[43]  Thierry Langer,et al.  Development and validation of an in silico P450 profiler based on pharmacophore models. , 2006, Current drug discovery technologies.

[44]  V. Dembitsky,et al.  Boron containing compounds as protease inhibitors. , 2012, Chemical reviews.

[45]  M. Kraus,et al.  Dual inhibition of proteasomal and lysosomal proteolysis ameliorates autoimmune central nervous system inflammation , 2008, European journal of immunology.

[46]  Soumendranath Bhakat,et al.  Theory and Applications of Covalent Docking in Drug Discovery: Merits and Pitfalls , 2015, Molecules.

[47]  C. Crews,et al.  Proteasome inhibition by fellutamide B induces nerve growth factor synthesis. , 2008, Chemistry & biology.

[48]  T. Mahoney,et al.  Glossary of Terms Used , 2019, Sorrow and Distress in the Talmud.

[49]  J. T. Njardarson,et al.  Beyond C, H, O, and N! Analysis of the elemental composition of U.S. FDA approved drug architectures. , 2014, Journal of medicinal chemistry.

[50]  K. Hadeler,et al.  Cleaving proteins for the immune system. , 2004, Mathematical biosciences.

[51]  Liang Hu,et al.  A comparison of various optimization algorithms of protein–ligand docking programs by fitness accuracy , 2014, Journal of Molecular Modeling.

[52]  W. Lems,et al.  Proteasome inhibitors as experimental therapeutics of autoimmune diseases , 2015, Arthritis Research & Therapy.

[53]  Pedro A. Reche,et al.  Computational analysis and modeling of cleavage by the immunoproteasome and the constitutive proteasome , 2010, BMC Bioinformatics.

[54]  P. Kloetzel,et al.  α‐Keto Phenylamides as P1′‐Extended Proteasome Inhibitors , 2014, ChemMedChem.

[55]  M. Groll,et al.  20S Proteasome and Its Inhibitors: Crystallographic Knowledge for Drug Development , 2007 .

[56]  C. Zhan,et al.  Fundamental reaction pathway and free energy profile of proteasome inhibition by syringolin A (SylA). , 2015, Organic & biomolecular chemistry.

[57]  J. Roelofs,et al.  Assembly, structure, and function of the 26S proteasome. , 2010, Trends in cell biology.

[58]  William H. Beers,et al.  The Scripps Research Institute , 1996, Current Biology.

[59]  Yoram Louzoun,et al.  Precise score for the prediction of peptides cleaved by the proteasome , 2008, Bioinform..

[60]  A. Palumbo,et al.  Pharmacophore modeling technique applied for the discovery of proteasome inhibitors , 2014, Expert opinion on drug discovery.

[61]  David M. Smith,et al.  Ester Bond-containing Tea Polyphenols Potently Inhibit Proteasome Activity in Vitro and in Vivo * , 2001, The Journal of Biological Chemistry.

[62]  S. Demo,et al.  Antitumor activity of PR-171, a novel irreversible inhibitor of the proteasome. , 2007, Cancer research.

[63]  N. Chondrogianni,et al.  Proteasome activation: An innovative promising approach for delaying aging and retarding age-related diseases , 2015, Ageing Research Reviews.

[64]  O. Coux,et al.  Proteasome inhibitors: Dozens of molecules and still counting. , 2010, Biochimie.

[65]  Markus Sitzmann,et al.  Software and resources for computational medicinal chemistry. , 2011, Future medicinal chemistry.

[66]  H. Overkleeft,et al.  Proteasome inhibitors: an expanding army attacking a unique target. , 2012, Chemistry & biology.

[67]  Y. Kohgo,et al.  Current therapeutic strategies for multiple myeloma , 2015, International Journal of Clinical Oncology.

[68]  P. Furet,et al.  Entry into a new class of potent proteasome inhibitors having high antiproliferative activity by structure-based design. , 2004, Journal of medicinal chemistry.

[69]  Xinrong Zhu,et al.  Design, synthesis, biological evaluation, and structure-activity relationship (SAR) discussion of dipeptidyl boronate proteasome inhibitors, part I: comprehensive understanding of the SAR of alpha-amino acid boronates. , 2009, Journal of medicinal chemistry.

[70]  C. Young,et al.  Marchantin M: a novel inhibitor of proteasome induces autophagic cell death in prostate cancer cells , 2013, Cell Death and Disease.

[71]  G. Tonon Molecular pathogenesis of multiple myeloma. , 2007, Hematology/oncology clinics of North America.

[73]  Tilman Grune,et al.  The proteasomal system. , 2009, Molecular aspects of medicine.

[74]  D. Bouvier,et al.  C1 and N5 derivatives of cerpegin: synthesis of a new series based on structure-activity relationships to optimize their inhibitory effect on 20S proteasome. , 2013, Bioorganic & medicinal chemistry letters.

[75]  Hoyun Lee,et al.  VR23: A Quinoline-Sulfonyl Hybrid Proteasome Inhibitor That Selectively Kills Cancer via Cyclin E-Mediated Centrosome Amplification. , 2015, Cancer research.

[76]  J. Palmer,et al.  Optimization of subsite binding to the beta5 subunit of the human 20S proteasome using vinyl sulfones and 2-keto-1,3,4-oxadiazoles: syntheses and cellular properties of potent, selective proteasome inhibitors. , 2006, Journal of medicinal chemistry.

[77]  M. Groll,et al.  Applied techniques for mining natural proteasome inhibitors. , 2014, Biochimica et biophysica acta.

[78]  Ricarda Schwab,et al.  Immuno- and Constitutive Proteasome Crystal Structures Reveal Differences in Substrate and Inhibitor Specificity , 2012, Cell.

[79]  T. Hirokawa,et al.  Investigation of the noncovalent binding mode of covalent proteasome inhibitors around the transition state by combined use of cyclopropylic strain-based conformational restriction and computational modeling. , 2013, Journal of medicinal chemistry.

[80]  Oliver Korb,et al.  Pose prediction and virtual screening performance of GOLD scoring functions in a standardized test , 2012, Journal of Computer-Aided Molecular Design.

[81]  René Thomsen,et al.  MolDock: a new technique for high-accuracy molecular docking. , 2006, Journal of medicinal chemistry.

[82]  Fedor N. Novikov,et al.  Molecular docking: theoretical background, practical applications and perspectives , 2009 .

[83]  R. Huber,et al.  The catalytic sites of 20S proteasomes and their role in subunit maturation: a mutational and crystallographic study. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[84]  Q. Dou,et al.  Molecular modeling for the interaction between proteasome beta 5 subunit and organotin compounds , 2010 .

[85]  Luke T. Dang,et al.  Sequence or structure: using bioinformatics and homology modeling to understand functional relationships in cAMP/cGMP binding domains. , 2010, Molecular bioSystems.

[86]  M. Reboud-Ravaux Proteasome inhibitors. , 2002, Progress in molecular and subcellular biology.

[87]  D. Finley,et al.  Recognition and processing of ubiquitin-protein conjugates by the proteasome. , 2009, Annual review of biochemistry.

[88]  M. Groll,et al.  20S proteasome and its inhibitors: crystallographic knowledge for drug development. , 2007, Chemical reviews.

[89]  Y. Murakami,et al.  Hybrid Proteasomes , 2000, The Journal of Biological Chemistry.

[90]  J. Bajorath,et al.  Docking and scoring in virtual screening for drug discovery: methods and applications , 2004, Nature Reviews Drug Discovery.

[91]  Selective growth inhibition of human malignant melanoma cells by syringic acid-derived proteasome inhibitors , 2013, Cancer Cell International.

[92]  Mauro Angeletti,et al.  Homology Modeling and Docking Analysis of the Interaction between Polyphenols and Mammalian 20S Proteasomes , 2009, J. Chem. Inf. Model..

[93]  Adrian Whitty,et al.  The resurgence of covalent drugs , 2011, Nature Reviews Drug Discovery.

[94]  R. Gavioli,et al.  Synthesis and activity of isoxazoline vinyl ester pseudopeptides as proteasome inhibitors , 2014, Journal of peptide science : an official publication of the European Peptide Society.

[95]  Phillip Jeffrey,et al.  The Practice of Medicinal Chemistry , 2004 .

[96]  Hongwei Jin,et al.  Covalent complexes of proteasome model with peptide aldehyde inhibitors MG132 and MG101: docking and molecular dynamics study , 2009, Journal of molecular modeling.

[97]  Yifan Cheng,et al.  Structure characterization of the 26S proteasome. , 2011, Biochimica et biophysica acta.

[98]  P. Elliott,et al.  Proteasome inhibition: a new anti-inflammatory strategy , 2003, Journal of Molecular Medicine.

[99]  K. Landis-Piwowar,et al.  Pristimerin induces apoptosis by targeting the proteasome in prostate cancer cells , 2008, Journal of cellular biochemistry.

[100]  R. Huber,et al.  Elucidation of the α-keto-aldehyde binding mechanism: a lead structure motif for proteasome inhibition. , 2011, Angewandte Chemie.

[101]  António J. M. Ribeiro,et al.  Protein-ligand docking in the new millennium--a retrospective of 10 years in the field. , 2013, Current medicinal chemistry.

[102]  D. Lipman,et al.  National Center for Biotechnology Information , 2019, Springer Reference Medizin.

[103]  A. Goldberg,et al.  The Caspase-like Sites of Proteasomes, Their Substrate Specificity, New Inhibitors and Substrates, and Allosteric Interactions with the Trypsin-like Sites* , 2003, Journal of Biological Chemistry.

[104]  E. Morris,et al.  Molecular model of the human 26S proteasome. , 2012, Molecular cell.

[105]  W. Guida,et al.  Discovery of a novel proteasome inhibitor selective for cancer cells over non-transformed cells , 2009, Cell cycle.

[106]  Dennis M. Krüger,et al.  Comparison of Structure‐ and Ligand‐Based Virtual Screening Protocols Considering Hit List Complementarity and Enrichment Factors , 2010, ChemMedChem.

[107]  W Keilholz,et al.  Cleavage motifs of the yeast 20S proteasome beta subunits deduced from digests of enolase 1. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[108]  C. Zhan,et al.  Fundamental reaction pathway and free energy profile for inhibition of proteasome by Epoxomicin. , 2012, Journal of the American Chemical Society.

[109]  Richard D. Smith,et al.  CSAR 2014: A Benchmark Exercise Using Unpublished Data from Pharma , 2016, J. Chem. Inf. Model..

[110]  J. Gomes,et al.  "Recycling" classical drugs for malaria. , 2014, Chemical reviews.

[111]  R. Gavioli,et al.  Studies of C-terminal naphthoquinone dipeptides as 20S proteasome inhibitors , 2015, Journal of enzyme inhibition and medicinal chemistry.

[112]  Haopeng Sun,et al.  Discovery of novel covalent proteasome inhibitors through a combination of pharmacophore screening, covalent docking, and molecular dynamics simulations , 2014, Journal of Molecular Modeling.

[113]  C. Sotriffer,et al.  Docking compared to 3D-pharmacophores: the scoring function challenge , 2010 .

[114]  E. Novellino,et al.  Optimization of peptidomimetic boronates bearing a P3 bicyclic scaffold as proteasome inhibitors. , 2014, European journal of medicinal chemistry.

[115]  Paul N. Mortenson,et al.  Diverse, high-quality test set for the validation of protein-ligand docking performance. , 2007, Journal of medicinal chemistry.

[116]  Keiji Tanaka,et al.  Regulation of CD8+ T Cell Development by Thymus-Specific Proteasomes , 2007, Science.

[117]  Bruno O Villoutreix,et al.  Novel organic proteasome inhibitors identified by virtual and in vitro screening. , 2010, Journal of medicinal chemistry.

[118]  Minyong Li,et al.  Revisiting the homology modeling of G-protein coupled receptors: β1-adrenoceptor as an example. , 2012, Molecular bioSystems.

[119]  P. Elliott,et al.  Proteasome inhibition: A novel mechanism to combat asthma. , 1999, The Journal of allergy and clinical immunology.

[120]  H. Ovaa,et al.  CEP-18770: A novel, orally active proteasome inhibitor with a tumor-selective pharmacologic profile competitive with bortezomib. , 2008, Blood.

[121]  K. Williamson,et al.  The Proteasome Inhibitor Epoxomicin Has Potent Plasmodium falciparum Gametocytocidal Activity , 2009, Antimicrobial Agents and Chemotherapy.

[122]  A. Goldberg,et al.  The Sizes of Peptides Generated from Protein by Mammalian 26 and 20 S Proteasomes , 1999, The Journal of Biological Chemistry.

[123]  V. Kasam,et al.  Selective immunoproteasome inhibitors with non-peptide scaffolds identified from structure-based virtual screening. , 2014, Bioorganic & medicinal chemistry letters.

[124]  Ibis Sánchez-Serrano,et al.  Success in translational research: lessons from the development of bortezomib , 2006, Nature Reviews Drug Discovery.

[125]  K. Kelly,et al.  Clinical Use of Proteasome Inhibitors in the Treatment of Multiple Myeloma , 2014, Pharmaceuticals.

[126]  M. Everly A summary of bortezomib use in transplantation across 29 centers. , 2009, Clinical transplants.

[127]  M. Rolfe,et al.  Evaluation of the proteasome inhibitor MLN9708 in preclinical models of human cancer. , 2010, Cancer research.

[128]  J. Sacchettini,et al.  Crystal structure of the human 20S proteasome in complex with carfilzomib. , 2015, Structure.

[129]  V. Vyas,et al.  Homology Modeling a Fast Tool for Drug Discovery: Current Perspectives , 2012, Indian journal of pharmaceutical sciences.

[130]  S. Demo,et al.  Design and synthesis of an orally bioavailable and selective peptide epoxyketone proteasome inhibitor (PR-047). , 2009, Journal of medicinal chemistry.

[131]  K. Daniel,et al.  Inhibition of the proteasome activity, a novel mechanism associated with the tumor cell apoptosis-inducing ability of genistein. , 2003, Biochemical pharmacology.

[132]  Brian S. Fulton,et al.  Glossary of Terms Used in Medicinal Chemistry , 2014 .

[133]  A. Goldberg Development of proteasome inhibitors as research tools and cancer drugs , 2012, The Journal of cell biology.

[134]  R. Voll,et al.  Proteasome Inhibition with Bortezomib Depletes Plasma Cells and Autoantibodies in Experimental Autoimmune Myasthenia Gravis , 2011, The Journal of Immunology.

[135]  The ubiquitin-proteasome-system. , 2014, Biochimica et biophysica acta.

[136]  A. Glas,et al.  Comparison of MammaPrint and TargetPrint results with clinical parameters in German patients with early stage breast cancer. , 2010, International journal of molecular medicine.

[137]  M. Mozzicafreddo,et al.  Identification of an EGCG oxidation derivative with proteasome modulatory activity. , 2011, Biochimie.

[138]  P. Ehrlich Über den jetzigen Stand der Chemotherapie , 1909 .

[139]  A. Ciechanover Intracellular Protein Degradation: From a Vague Idea through the Lysosome and the Ubiquitin-Proteasome System and onto Human Diseases and Drug Targeting , 2005, Rambam Maimonides Medical Journal.

[140]  M. Shirley Ixazomib: First Global Approval , 2016, Drugs.

[141]  Sanjeev Banerjee,et al.  Curcumin inhibits the proteasome activity in human colon cancer cells in vitro and in vivo. , 2008, Cancer research.

[142]  Robert Huber,et al.  Hydroxyureas as noncovalent proteasome inhibitors. , 2012, Angewandte Chemie.

[143]  Chaok Seok,et al.  GalaxyDock: Protein-Ligand Docking with Flexible Protein Side-chains , 2012, J. Chem. Inf. Model..

[144]  Zhilan Peng,et al.  MG132, a proteasome inhibitor, induces apoptosis in tumor cells , 2013, Asia-Pacific journal of clinical oncology.

[145]  P. Gund Three-Dimensional Pharmacophoric Pattern Searching , 1977 .

[146]  J. Adams The development of proteasome inhibitors as anticancer drugs. , 2004, Cancer cell.

[147]  Ingo Muegge,et al.  Docking and Scoring , 2003 .