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Trellet M, Melquiond ASJ, Bonvin AMJJ. A unified conformational selection and induced fit approach to protein-peptide docking. PLoS One 2013; 8:e58769. [PMID: 23516555 PMCID: PMC3596317 DOI: 10.1371/journal.pone.0058769] [Citation(s) in RCA: 146] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2012] [Accepted: 02/05/2013] [Indexed: 01/01/2023] Open
Abstract
Protein-peptide interactions are vital for the cell. They mediate, inhibit or serve as structural components in nearly 40% of all macromolecular interactions, and are often associated with diseases, making them interesting leads for protein drug design. In recent years, large-scale technologies have enabled exhaustive studies on the peptide recognition preferences for a number of peptide-binding domain families. Yet, the paucity of data regarding their molecular binding mechanisms together with their inherent flexibility makes the structural prediction of protein-peptide interactions very challenging. This leaves flexible docking as one of the few amenable computational techniques to model these complexes. We present here an ensemble, flexible protein-peptide docking protocol that combines conformational selection and induced fit mechanisms. Starting from an ensemble of three peptide conformations (extended, a-helix, polyproline-II), flexible docking with HADDOCK generates 79.4% of high quality models for bound/unbound and 69.4% for unbound/unbound docking when tested against the largest protein-peptide complexes benchmark dataset available to date. Conformational selection at the rigid-body docking stage successfully recovers the most relevant conformation for a given protein-peptide complex and the subsequent flexible refinement further improves the interface by up to 4.5 Å interface RMSD. Cluster-based scoring of the models results in a selection of near-native solutions in the top three for ∼75% of the successfully predicted cases. This unified conformational selection and induced fit approach to protein-peptide docking should open the route to the modeling of challenging systems such as disorder-order transitions taking place upon binding, significantly expanding the applicability limit of biomolecular interaction modeling by docking.
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Affiliation(s)
- Mikael Trellet
- Computational Structural Biology Group, Bijvoet Center for Biomolecular Research, Faculty of Science - Chemistry, Utrecht University, Utrecht, The Netherlands
| | - Adrien S. J. Melquiond
- Computational Structural Biology Group, Bijvoet Center for Biomolecular Research, Faculty of Science - Chemistry, Utrecht University, Utrecht, The Netherlands
- * E-mail: (AM); (AB)
| | - Alexandre M. J. J. Bonvin
- Computational Structural Biology Group, Bijvoet Center for Biomolecular Research, Faculty of Science - Chemistry, Utrecht University, Utrecht, The Netherlands
- * E-mail: (AM); (AB)
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Chong H, Yao X, Qiu Z, Sun J, Zhang M, Waltersperger S, Wang M, Liu S, Cui S, He Y. Short‐peptide fusion inhibitors with high potency against wild‐type and enfuvirtide‐resistant HIV‐1. FASEB J 2012; 27:1203-13. [DOI: 10.1096/fj.12-222547] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Huihui Chong
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Xue Yao
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Zonglin Qiu
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Jianping Sun
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Meng Zhang
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | | | - Meitian Wang
- Swiss Light SourcePaul Scherrer InstituteVilligenSwitzerland
| | - Shan‐Lu Liu
- Department of Molecular Microbiology and ImmunologyUniversity of MissouriColumbiaMissouriUSA
| | - Sheng Cui
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Yuxian He
- MOH Key Laboratory of Systems Biology of Pathogens and AIDS Research CenterInstitute of Pathogen BiologyChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
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53
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Gochin M. A suite of modular fluorescence assays interrogate the human immunodeficiency virus glycoprotein-41 coiled coil and assist in determining binding mechanism of low molecular weight fusion inhibitors. Assay Drug Dev Technol 2012; 10:407-16. [PMID: 22897493 DOI: 10.1089/adt.2012.464] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Several different segments of the gp41 N-heptad repeat coiled coil have been constructed using N-terminal bipyridyl modification of composite peptides and inducing trimerization by adding ferrous ions. These metallopeptides act as receptors in fluorescence-binding assays with corresponding fluorescently labeled C-peptide probes. The Fe(II) coordination complex quenches C-peptide fluorescence upon binding, and reversal of quenching by a small molecule inhibitor can be used to obtain the inhibitor-binding constant. A total of 10 peptide pairs targeting 25-46 residue segments of the coiled coil were constructed, with C-peptide probes of different lengths and binding affinities. The result is a suite of assays for exploring binding in the mM to nM range to any desired region of the coiled coil, including the hydrophobic pocket (HP), extended regions on either side of the pocket, or a region associated with T20 resistance mutations. These assays are high-throughput ready, and could be used to discover novel compounds binding along various regions of the gp41 coiled coil groove. They were used to evaluate a sub-μM low molecular weight fusion inhibitor, resulting in the finding that the molecule bound specifically to the HP and attained its potency from a low off-rate.
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Affiliation(s)
- Miriam Gochin
- Department of Basic Science, Touro University-California, Vallejo, California, USA
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54
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Chong H, Yao X, Sun J, Qiu Z, Zhang M, Waltersperger S, Wang M, Cui S, He Y. The M-T hook structure is critical for design of HIV-1 fusion inhibitors. J Biol Chem 2012; 287:34558-68. [PMID: 22879603 DOI: 10.1074/jbc.m112.390393] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
CP621-652 is a potent HIV-1 fusion inhibitor peptide derived from the C-terminal heptad repeat of gp41. We recently identified that its N-terminal residues Met-626 and Thr-627 adopt a unique hook-like structure (termed M-T hook) thus stabilizing the interaction of the inhibitor with the deep pocket on the N-terminal heptad repeat. In this study, we further demonstrated that the M-T hook structure is a key determinant of CP621-652 in terms of its thermostability and anti-HIV activity. To directly define the structure and function of the M-T hook, we generated the peptide MT-C34 by incorporating Met-626 and Thr-627 into the N terminus of the C-terminal heptad repeat-derived peptide C34. The high resolution crystal structure (1.9 Å) of MT-C34 complexed by an N-terminal heptad repeat-derived peptide reveals that the M-T hook conformation is well preserved at the N-terminal extreme of the inhibitor. Strikingly, addition of two hook residues could dramatically enhance the binding affinity and thermostability of 6-helix bundle core. Compared with C34, MT-C34 exhibited significantly increased activity to inhibit HIV-1 envelope-mediated cell fusion (6.6-fold), virus entry (4.5-fold), and replication (6-fold). Mechanistically, MT-C34 had a 10.5-fold higher increase than C34 in blocking 6-helix bundle formation. We further showed that MT-C34 possessed higher potency against T20 (Enfuvirtide, Fuzeon)-resistant HIV-1 variants. Therefore, this study provides convincing data for our proposed concept that the M-T hook structure is critical for designing HIV-1 fusion inhibitors.
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Affiliation(s)
- Huihui Chong
- MOH Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, 9 Dong Dan San Tiao, Beijing 100730, China
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55
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Chang CH, Hinkula J, Loo M, Falkeborn T, Li R, Cardillo TM, Rossi EA, Goldenberg DM, Wahren B. A novel class of anti-HIV agents with multiple copies of enfuvirtide enhances inhibition of viral replication and cellular transmission in vitro. PLoS One 2012; 7:e41235. [PMID: 22844444 PMCID: PMC3402531 DOI: 10.1371/journal.pone.0041235] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2012] [Accepted: 06/19/2012] [Indexed: 01/08/2023] Open
Abstract
We constructed novel HIV-1 fusion inhibitors that may overcome the current limitations of enfuvirtide, the first such therapeutic in this class. The three prototypes generated by the Dock-and-Lock (DNL) technology to comprise four copies of enfuvirtide tethered site-specifically to the Fc end of different humanized monoclonal antibodies potently neutralize primary isolates (both R5-tropic and X4-tropic), as well as T-cell-adapted strains of HIV-1 in vitro. All three prototypes show EC50 values in the subnanomolar range, which are 10- to 100-fold lower than enfuvirtide and attainable whether or not the constitutive antibody targets HIV-1. The potential of such conjugates to purge latently infected cells was also demonstrated in a cell-to-cell viral inhibition assay by measuring their efficacy to inhibit the spread of HIV-1LAI from infected human peripheral blood mononuclear cells to Jurkat T cells over a period of 30 days following viral activation with 100 nM SAHA (suberoylanilide hydroxamic acid). The IgG-like half-life was not significantly different from that of the parental antibody, as shown by the mean serum concentration of one prototype in mice at 72 h. These encouraging results provide a rationale to develop further novel anti-HIV agents by coupling additional antibodies of interest with alternative HIV-inhibitors via recombinantly-produced, self-assembling, modules.
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Affiliation(s)
- Chien-Hsing Chang
- Immunomedics, Inc., Morris Plains, New Jersey, United States of America
- IBC Pharmaceuticals, Inc., Morris Plains, New Jersey, United States of America
- * E-mail: (CHC); (BW)
| | - Jorma Hinkula
- Department of Microbiology and Tumor Biology, Karolinska Institutet, Stockholm, Sweden
- Department of Molecular Virology, Linkoping University, Linkoping, Sweden
| | - Meiyu Loo
- IBC Pharmaceuticals, Inc., Morris Plains, New Jersey, United States of America
| | - Tina Falkeborn
- Department of Molecular Virology, Linkoping University, Linkoping, Sweden
| | - Rongxiu Li
- Immunomedics, Inc., Morris Plains, New Jersey, United States of America
| | | | - Edmund A. Rossi
- IBC Pharmaceuticals, Inc., Morris Plains, New Jersey, United States of America
| | - David M. Goldenberg
- Immunomedics, Inc., Morris Plains, New Jersey, United States of America
- IBC Pharmaceuticals, Inc., Morris Plains, New Jersey, United States of America
- Center for Molecular Medicine and Immunology, Garden State Cancer Center, Morris Plains, New Jersey, United States of America
| | - Britta Wahren
- Department of Microbiology and Tumor Biology, Karolinska Institutet, Stockholm, Sweden
- * E-mail: (CHC); (BW)
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56
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Cai L, Gochin M, Liu K. Biochemistry and biophysics of HIV-1 gp41 - membrane interactions and implications for HIV-1 envelope protein mediated viral-cell fusion and fusion inhibitor design. Curr Top Med Chem 2012; 11:2959-84. [PMID: 22044229 DOI: 10.2174/156802611798808497] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2010] [Revised: 03/16/2011] [Accepted: 12/01/2011] [Indexed: 11/22/2022]
Abstract
Human immunodeficiency virus type 1 (HIV-1), the pathogen of acquired immunodeficiency syndrome (AIDS), causes ~2 millions death every year and still defies an effective vaccine. HIV-1 infects host cells through envelope protein - mediated virus-cell fusion. The transmembrane subunit of envelope protein, gp41, is the molecular machinery which facilitates fusion. Its ectodomain contains several distinguishing functional domains, fusion peptide (FP), Nterminal heptad repeat (NHR), C-terminal heptad repeat (CHR) and membrane proximal extracellular region (MPER). During the fusion process, FP inserts into the host cell membrane, and an extended gp41 prehairpin conformation bridges the viral and cell membranes through MPER and FP respectively. Subsequent conformational change of the unstable prehairpin results in a coiled-coil 6-helix bundle (6HB) structure formed between NHR and CHR. The energetics of 6HB formation drives membrane apposition and fusion. Drugs targeting gp41 functional domains to prevent 6HB formation inhibit HIV-1 infection. T20 (enfuvirtide, Fuzeon) was approved by the US FDA in 2003 as the first fusion inhibitor. It is a 36-residue peptide from the gp41 CHR, and it inhibits 6HB formation by targeting NHR and lipids. Development of new fusion inhibitors, especially small molecule drugs, is encouraged to overcome the shortcomings of T20 as a peptide drug. Hydrophobic characteristics and membrane association are critical for gp41 function and mechanism of action. Research in gp41-membrane interactions, using peptides corresponding to specific functional domains, or constructs including several interactive domains, are reviewed here to get a better understanding of gp41 mediated virus-cell fusion that can inform or guide the design of new HIV-1 fusion inhibitors.
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Affiliation(s)
- Lifeng Cai
- Beijing Institute of Pharmacology & Toxicology, Haidian District, Beijing 100850, China.
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57
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Chong H, Yao X, Qiu Z, Qin B, Han R, Waltersperger S, Wang M, Cui S, He Y. Discovery of critical residues for viral entry and inhibition through structural Insight of HIV-1 fusion inhibitor CP621-652. J Biol Chem 2012; 287:20281-9. [PMID: 22511760 DOI: 10.1074/jbc.m112.354126] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
The core structure of HIV-1 gp41 is a stable six-helix bundle (6-HB) folded by its trimeric N- and C-terminal heptad repeats (NHR and CHR). We previously identified that the (621)QIWNNMT(627) motif located at the upstream region of gp41 CHR plays critical roles for the stabilization of the 6-HB core and peptide CP621-652 containing this motif is a potent HIV-1 fusion inhibitor, however, the molecular determinants underlying the stability and anti-HIV activity remained elusive. In this study, we determined the high-resolution crystal structure of CP621-652 complexed by T21. We find that the (621)QIWNNMT(627) motif does not maintain the α-helical conformation. Instead, residues Met(626) and Thr(627) form a unique hook-like structure (denoted as M-T hook), in which Thr(627) redirects the peptide chain to position Met(626) above the left side of the hydrophobic pocket on the NHR trimer. The side chain of Met(626) caps the hydrophobic pocket, stabilizing the interaction between the pocket and the pocket-binding domain. Our mutagenesis studies demonstrate that mutations of the M-T hook residues could completely abolish HIV-1 Env-mediated cell fusion and virus entry, and significantly destabilize the interaction of NHR and CHR peptides and reduce the anti-HIV activity of CP621-652. Our results identify an unusual structural feature that stabilizes the six-helix bundle, providing novel insights into the mechanisms of HIV-1 fusion and inhibition.
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Affiliation(s)
- Huihui Chong
- MOH Key Laboratory of Systems Biology of Pathogens, Institute of Pathogen Biology, Chinese Academy of Medical Sciences & Peking Union Medical College, 9 Dong Dan San Tiao, Beijing 100730, China
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58
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Fernández L, Chan WC, Egido M, Gómara MJ, Haro I. Synthetic peptides derived from an N-terminal domain of the E2 protein of GB virus C in the study of GBV-C/HIV-1 co-infection. J Pept Sci 2012; 18:326-35. [DOI: 10.1002/psc.2403] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2011] [Revised: 01/09/2012] [Accepted: 01/13/2012] [Indexed: 01/07/2023]
Affiliation(s)
- Leticia Fernández
- Unit of Synthesis and Biomedical Applications of Peptides IQAC-CSIC; Jordi Girona 18-26; 08034; Barcelona; Spain
| | - Weng C. Chan
- School of Pharmacy, Centre for Biomolecular Sciences; University of Nottingham; University Park; Nottingham; NG7 2RD; UK
| | - Meritxell Egido
- Unit of Synthesis and Biomedical Applications of Peptides IQAC-CSIC; Jordi Girona 18-26; 08034; Barcelona; Spain
| | - María J. Gómara
- Unit of Synthesis and Biomedical Applications of Peptides IQAC-CSIC; Jordi Girona 18-26; 08034; Barcelona; Spain
| | - Isabel Haro
- Unit of Synthesis and Biomedical Applications of Peptides IQAC-CSIC; Jordi Girona 18-26; 08034; Barcelona; Spain
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59
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Chong H, Yao X, Zhang C, Cai L, Cui S, Wang Y, He Y. Biophysical property and broad anti-HIV activity of albuvirtide, a 3-maleimimidopropionic acid-modified peptide fusion inhibitor. PLoS One 2012; 7:e32599. [PMID: 22403678 PMCID: PMC3293837 DOI: 10.1371/journal.pone.0032599] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2011] [Accepted: 01/27/2012] [Indexed: 12/31/2022] Open
Abstract
Albuvirtide (ABT) is a 3-maleimimidopropionic acid (MPA)-modified peptide HIV fusion inhibitor that can irreversibly conjugate to serum albumin. Previous studies demonstrated its in vivo long half-life and potent anti-HIV activity. Here, we focused to characterize its biophysical properties and evaluate its antiviral spectrum. In contrast to T20 (Enfuvirtide, Fuzeon), ABT was able to form a stable α-helical conformation with the target sequence and block the fusion-active six-helix bundle (6-HB) formation in a dominant-negative manner. It efficiently inhibited HIV-1 Env-mediated cell membrane fusion and virus entry. A large panel of 42 HIV-1 pseudoviruses with different genotypes were constructed and used for the antiviral evaluation. The results showed that ABT had potent inhibitory activity against the subtypes A, B and C that predominate the worldwide AIDS epidemics, and subtype B', CRF07_BC and CRF01_AE recombinants that are currently circulating in China. Furthermore, ABT was also highly effective against HIV-1 variants resistant to T20. Taken together, our data indicate that the chemically modified peptide ABT can serve as an ideal HIV-1 fusion inhibitor.
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Affiliation(s)
- Huihui Chong
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xue Yao
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chao Zhang
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lifeng Cai
- Beijing Institute of Pharmacology and Toxicology, Beijing, China
| | - Sheng Cui
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Youchun Wang
- National Institute for the Control of Pharmaceutical and Biological Products, Beijing, China
| | - Yuxian He
- Institute of Pathogen Biology, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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60
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Cerasoli E, Ravi J, Gregor C, Hussain R, Siligardi G, Martyna G, Crain J, Ryadnov MG. Membrane mediated regulation in free peptides of HIV-1 gp41: minimal modulation of the hemifusion phase. Phys Chem Chem Phys 2012; 14:1277-85. [DOI: 10.1039/c1cp23155c] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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61
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Gochin M, Zhou G. Amphipathic properties of HIV-1 gp41 fusion inhibitors. Curr Top Med Chem 2011; 11:3022-32. [PMID: 22044226 PMCID: PMC3219813 DOI: 10.2174/156802611798808488] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2010] [Revised: 02/26/2011] [Accepted: 12/01/2011] [Indexed: 12/11/2022]
Abstract
Small molecule inhibition of HIV fusion has been an elusive goal, despite years of effort by both pharmaceutical and academic laboratories. In this review, we will discuss the amphipathic properties of both peptide and small molecule inhibitors of gp41-mediated fusion. Many of the peptides and small molecules that have been developed target a large hydrophobic pocket situated within the grooves of the coiled coil, a potential hotspot for inhibiting the trimer of hairpin formation that accompanies fusion. Peptide studies reveal molecular properties required for effective inhibition, including elongated structure and lipophilic or amphiphilic nature. The characteristics of peptides that bind in this pocket provide features that should be considered in small molecule development. Additionally, a novel site for small molecule inhibition of fusion has recently been suggested, involving residues of the loop and fusion peptide. We will review the small molecule structures that have been developed, evidence pointing to their mechanism of action and strategies towards improving their affinity. The data points to the need for a strongly amphiphilic character of the inhibitors, possibly as a means to mediate the membrane - protein interaction that occurs in gp41 in addition to the protein - protein interaction that accompanies the fusion-activating conformational transition.
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Affiliation(s)
- Miriam Gochin
- Department of Basic Sciences, Touro University – California, Vallejo, CA 94592, USA.
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62
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Donsky E, Wolfson HJ. PepCrawler: a fast RRT-based algorithm for high-resolution refinement and binding affinity estimation of peptide inhibitors. Bioinformatics 2011; 27:2836-42. [PMID: 21880702 DOI: 10.1093/bioinformatics/btr498] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
MOTIVATION Design of protein-protein interaction (PPI) inhibitors is a key challenge in structural bioinformatics and computer-aided drug design. Peptides, which partially mimic the interface area of one of the interacting proteins, are natural candidates to form protein-peptide complexes competing with the original PPI. The prediction of such complexes is especially challenging due to the high flexibility of peptide conformations. RESULTS In this article, we present PepCrawler, a new tool for deriving binding peptides from protein-protein complexes and prediction of peptide-protein complexes, by performing high-resolution docking refinement and estimation of binding affinity. By using a fast path planning approach, PepCrawler rapidly generates large amounts of flexible peptide conformations, allowing backbone and side chain flexibility. A newly introduced binding energy funnel 'steepness score' was applied for the evaluation of the protein-peptide complexes binding affinity. PepCrawler simulations predicted high binding affinity for native protein-peptide complexes benchmark and low affinity for low-energy decoy complexes. In three cases, where wet lab data are available, the PepCrawler predictions were consistent with the data. Comparing to other state of the art flexible peptide-protein structure prediction algorithms, our algorithm is very fast, and takes only minutes to run on a single PC. AVAILABILITY http://bioinfo3d.cs.tau.ac.il/PepCrawler/ CONTACT eladdons@tau.ac.il; wolfson@tau.ac.il.
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Affiliation(s)
- Elad Donsky
- Blavatnik School of Computer Science, Tel Aviv University, Tel Aviv 69978, Israel.
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63
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Vanhee P, van der Sloot AM, Verschueren E, Serrano L, Rousseau F, Schymkowitz J. Computational design of peptide ligands. Trends Biotechnol 2011; 29:231-9. [PMID: 21316780 DOI: 10.1016/j.tibtech.2011.01.004] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2010] [Revised: 01/11/2011] [Accepted: 01/12/2011] [Indexed: 12/19/2022]
Abstract
Peptides possess several attractive features when compared to small molecule and protein therapeutics, such as high structural compatibility with target proteins, the ability to disrupt protein-protein interfaces, and small size. Efficient design of high-affinity peptide ligands via rational methods has been a major obstacle to the development of this potential drug class. However, structural insights into the architecture of protein-peptide interfaces have recently culminated in several computational approaches for the rational design of peptides that target proteins. These methods provide a valuable alternative to experimental high-resolution structures of target protein-peptide complexes, bringing closer the dream of in silico designed peptides for therapeutic applications.
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Affiliation(s)
- Peter Vanhee
- VIB SWITCH Laboratory, Flanders Institute of Biotechnology (VIB), Pleinlaan 2, 1050 Brussels, Belgium
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64
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Sabin C, Corti D, Buzon V, Seaman MS, Lutje Hulsik D, Hinz A, Vanzetta F, Agatic G, Silacci C, Mainetti L, Scarlatti G, Sallusto F, Weiss R, Lanzavecchia A, Weissenhorn W. Crystal structure and size-dependent neutralization properties of HK20, a human monoclonal antibody binding to the highly conserved heptad repeat 1 of gp41. PLoS Pathog 2010; 6:e1001195. [PMID: 21124990 PMCID: PMC2987821 DOI: 10.1371/journal.ppat.1001195] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2010] [Accepted: 10/14/2010] [Indexed: 11/19/2022] Open
Abstract
The human monoclonal antibody (mAb) HK20 neutralizes a broad spectrum of primary HIV-1 isolates by targeting the highly conserved heptad repeat 1 (HR1) of gp41, which is transiently exposed during HIV-1 entry. Here we present the crystal structure of the HK20 Fab in complex with a gp41 mimetic 5-Helix at 2.3 Å resolution. HK20 employs its heavy chain CDR H2 and H3 loops to bind into a conserved hydrophobic HR1 pocket that is occupied by HR2 residues in the gp41 post fusion conformation. Compared to the previously described HR1-specific mAb D5, HK20 approaches its epitope with a different angle which might favor epitope access and thus contribute to its higher neutralization breadth and potency. Comparison of the neutralization activities of HK20 IgG, Fab and scFv employing both single cycle and multiple cycle neutralization assays revealed much higher potencies for the smaller Fab and scFv over IgG, implying that the target site is difficult to access for complete antibodies. Nevertheless, two thirds of sera from HIV-1 infected individuals contain significant titers of HK20-inhibiting antibodies. The breadth of neutralization of primary isolates across all clades, the higher potencies for C-clade viruses and the targeting of a distinct site as compared to the fusion inhibitor T-20 demonstrate the potential of HK20 scFv as a therapeutic tool.
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Affiliation(s)
- Charles Sabin
- Unit of Virus Host Cell Interactions (UVHCI) UMI 3265, Université Joseph Fourier-EMBL-CNRS, Grenoble, France
| | - Davide Corti
- Institute for Research in Biomedicine, Bellinzona, Switzerland
| | - Victor Buzon
- Unit of Virus Host Cell Interactions (UVHCI) UMI 3265, Université Joseph Fourier-EMBL-CNRS, Grenoble, France
| | - Mike S. Seaman
- Division of Viral Pathogenesis, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - David Lutje Hulsik
- Unit of Virus Host Cell Interactions (UVHCI) UMI 3265, Université Joseph Fourier-EMBL-CNRS, Grenoble, France
| | - Andreas Hinz
- Unit of Virus Host Cell Interactions (UVHCI) UMI 3265, Université Joseph Fourier-EMBL-CNRS, Grenoble, France
| | | | | | - Chiara Silacci
- Institute for Research in Biomedicine, Bellinzona, Switzerland
| | - Lara Mainetti
- Viral Evolution and Transmission Unit, Division of Immunology, Transplant and Infectious Diseases, San Raffaele Scientific Institute, Milan, Italy
| | - Gabriella Scarlatti
- Viral Evolution and Transmission Unit, Division of Immunology, Transplant and Infectious Diseases, San Raffaele Scientific Institute, Milan, Italy
| | | | - Robin Weiss
- Division of Infection and Immunity, University College London, London, United Kingdom
| | - Antonio Lanzavecchia
- Institute for Research in Biomedicine, Bellinzona, Switzerland
- Institute of Microbiology, Swiss Federal Institute of Technology, Zurich, Switzerland
| | - Winfried Weissenhorn
- Unit of Virus Host Cell Interactions (UVHCI) UMI 3265, Université Joseph Fourier-EMBL-CNRS, Grenoble, France
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Raveh B, London N, Schueler-Furman O. Sub-angstrom modeling of complexes between flexible peptides and globular proteins. Proteins 2010; 78:2029-40. [PMID: 20455260 DOI: 10.1002/prot.22716] [Citation(s) in RCA: 321] [Impact Index Per Article: 22.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
A wide range of regulatory processes in the cell are mediated by flexible peptides that fold upon binding to globular proteins. Computational efforts to model these interactions are hindered by the large number of rotatable bonds in flexible peptides relative to typical ligand molecules, and the fact that different peptides assume different backbone conformations within the same binding site. In this study, we present Rosetta FlexPepDock, a novel tool for refining coarse peptide-protein models that allows significant changes in both peptide backbone and side chains. We obtain high resolution models, often of sub-angstrom backbone quality, over an extensive and general benchmark that is based on a large nonredundant dataset of 89 peptide-protein interactions. Importantly, side chains of known binding motifs are modeled particularly well, typically with atomic accuracy. In addition, our protocol has improved modeling quality for the important application of cross docking to PDZ domains. We anticipate that the ability to create high resolution models for a wide range of peptide-protein complexes will have significant impact on structure-based functional characterization, controlled manipulation of peptide interactions, and on peptide-based drug design.
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Affiliation(s)
- Barak Raveh
- Department of Microbiology and Molecular Genetics, Insitute for Medical Research Israel-Canada, Hadassah Medical School, The Hebrew University, Jerusalem, 91120 Israel
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66
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Herrera E, Tenckhoff S, Gómara MJ, Galatola R, Bleda MJ, Gil C, Ercilla G, Gatell JM, Tillmann HL, Haro I. Effect of Synthetic Peptides Belonging to E2 Envelope Protein of GB Virus C on Human Immunodeficiency Virus Type 1 Infection. J Med Chem 2010; 53:6054-63. [DOI: 10.1021/jm100452c] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Elena Herrera
- Unit of Synthesis and Biomedical Applications of Peptides (IQAC-CSIC), Barcelona, Spain
| | | | - María J. Gómara
- Unit of Synthesis and Biomedical Applications of Peptides (IQAC-CSIC), Barcelona, Spain
| | - Ramona Galatola
- Unit of Synthesis and Biomedical Applications of Peptides (IQAC-CSIC), Barcelona, Spain
| | - María J. Bleda
- Unit of Synthesis and Biomedical Applications of Peptides (IQAC-CSIC), Barcelona, Spain
| | | | - Guadalupe Ercilla
- Services of Infectious Diseases and Immunology, Hospital Clinic Barcelona, University of Barcelona, Spain
| | - José M. Gatell
- AIDS-Research Group, IDIBAPS, Barcelona, Spain
- Services of Infectious Diseases and Immunology, Hospital Clinic Barcelona, University of Barcelona, Spain
| | - Hans L. Tillmann
- Faculty of Medicine, University of Leipzig, Leipzig, Germany
- GI/Hepatology Research Program, Division of Gastroenterology, Duke Clinical Research Institute, Duke University, Durham, North Carolina
| | - Isabel Haro
- Unit of Synthesis and Biomedical Applications of Peptides (IQAC-CSIC), Barcelona, Spain
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67
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Vaccination with peptide mimetics of the gp41 prehairpin fusion intermediate yields neutralizing antisera against HIV-1 isolates. Proc Natl Acad Sci U S A 2010; 107:10655-60. [PMID: 20483992 DOI: 10.1073/pnas.1004261107] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Eliciting a broadly neutralizing polyclonal antibody response against HIV-1 remains a major challenge. One approach to vaccine development is prevention of HIV-1 entry into cells by blocking the fusion of viral and cell membranes. More specifically, our goal is to elicit neutralizing antibodies that target a transient viral entry intermediate (the prehairpin intermediate) formed by the HIV-1 gp41 protein. Because this intermediate is transient, a stable mimetic is required to elicit an immune response. Previously, a series of engineered peptides was used to select a mAb (denoted D5) that binds to the surface of the gp41 prehairpin intermediate, as demonstrated by x-ray crystallographic studies. D5 inhibits the replication of HIV-1 clinical isolates, providing proof-of-principle for this vaccine approach. Here, we describe a series of peptide mimetics of the gp41 prehairpin intermediate designed to permit a systematic analysis of the immune response generated in animals. To improve the chances of detecting weak neutralizing polyclonal responses, two strategies were employed in the initial screening: use of a neutralization-hypersensitive virus and concentration of the IgG fraction from immunized animal sera. This allowed incremental improvements through iterative cycles of design, which led to vaccine candidates capable of generating a polyclonal antibody response, detectable in unfractionated sera, that neutralize tier 1 HIV-1 and simian HIV primary isolates in vitro. Our findings serve as a starting point for the design of more potent immunogens to elicit a broadly neutralizing response against the gp41 prehairpin intermediate.
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68
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Matos PM, Castanho MARB, Santos NC. HIV-1 fusion inhibitor peptides enfuvirtide and T-1249 interact with erythrocyte and lymphocyte membranes. PLoS One 2010; 5:e9830. [PMID: 20352107 PMCID: PMC2843717 DOI: 10.1371/journal.pone.0009830] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2009] [Accepted: 03/02/2010] [Indexed: 11/18/2022] Open
Abstract
Enfuvirtide and T-1249 are two HIV-1 fusion inhibitor peptides that bind to gp41 and prevent its fusogenic conformation, inhibiting viral entry into host cells. Previous studies established the relative preferences of these peptides for membrane model systems of defined lipid compositions. We aimed to understand the interaction of these peptides with the membranes of erythrocytes and peripheral blood mononuclear cells. The peptide behavior toward cell membranes was followed by di-8-ANEPPS fluorescence, a lipophilic probe sensitive to the changes in membrane dipole potential. We observed a fusion inhibitor concentration-dependent decrease on the membrane dipole potential. Quantitative analysis showed that T-1249 has an approximately eight-fold higher affinity towards cells, when compared with enfuvirtide. We also compared the binding towards di-8-ANEPPS labeled lipid vesicles that model cell membranes and obtained concordant results. We demonstrated the distinct enfuvirtide and T-1249 membranotropism for circulating blood cells, which can be translated to a feasible in vivo scenario. The enhanced interaction of T-1249 with cell membranes correlates with its higher efficacy, as it can increase and accelerate the drug binding to gp41 in its pre-fusion state.
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Affiliation(s)
- Pedro M. Matos
- Instituto de Medicina Molecular, Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
| | - Miguel A. R. B. Castanho
- Instituto de Medicina Molecular, Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
| | - Nuno C. Santos
- Instituto de Medicina Molecular, Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
- * E-mail:
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69
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Zhou G, Wu D, Hermel E, Balogh E, Gochin M. Design, synthesis, and evaluation of indole compounds as novel inhibitors targeting Gp41. Bioorg Med Chem Lett 2010; 20:1500-3. [PMID: 20153190 PMCID: PMC2833348 DOI: 10.1016/j.bmcl.2010.01.111] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2009] [Revised: 01/15/2010] [Accepted: 01/20/2010] [Indexed: 11/18/2022]
Abstract
A series of indole ring containing compounds were designed based on the structure of the gp41 complex in the region of the hydrophobic pocket. These compounds were synthesized using a Suzuki Coupling reaction, and evaluated using a fluorescence binding assay and cell-cell fusion assay. The observed inhibition constant of compound 7 was 2.1microM, and the IC(50) for cell-cell fusion inhibition was 1.1microM. Assay data indicated that 7 is a promising lead compound for optimization into an effective low molecular weight fusion inhibitor.
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Affiliation(s)
- Guangyan Zhou
- Department of Basic Science, Touro University-California, Vallejo, CA 94592
| | - Dong Wu
- Department of Basic Science, Touro University-California, Vallejo, CA 94592
| | - Evan Hermel
- Department of Basic Science, Touro University-California, Vallejo, CA 94592
| | - Edina Balogh
- Department of Basic Science, Touro University-California, Vallejo, CA 94592
| | - Miriam Gochin
- Department of Basic Science, Touro University-California, Vallejo, CA 94592
- Department of Pharmaceutical Chemistry, University of California San Francisco, CA 94143
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70
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Thaa B, Hofmann KP, Veit M. Viruses as vesicular carriers of the viral genome: a functional module perspective. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2010; 1803:507-19. [PMID: 20100522 PMCID: PMC7114299 DOI: 10.1016/j.bbamcr.2010.01.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2009] [Revised: 01/11/2010] [Accepted: 01/13/2010] [Indexed: 12/30/2022]
Abstract
Enveloped viruses and cellular transport vesicles share obvious morphological and functional properties. Both are composed of a closed membrane, which is lined with coat proteins and encases cargo. Transmembrane proteins inserted into the membrane define the target membrane area with which the vesicle or virus is destined to fuse. Here we discuss recent insight into the functioning of enveloped viruses in the framework of the “functional module” concept. Vesicular transport is an exemplary case of a functional module, as defined as a part of the proteome that assembles to perform a specific autonomous function in a living cell. Cellular vesicles serve to transport cargo between membranous organelles inside the cell, while enveloped viruses can be seen as carriers of the viral genome delivering their cargo from an infected to an uninfected cell. The turnover of both vesicles and viruses involves an analogous series of submodular events. This comprises assembly of elements, budding from the donor compartment, uncoating and/or maturation, docking to and finally fusion with the target membrane to release the cargo. This modular perception enables us to define submodular building blocks so that mechanisms and elements can be directly compared. It will be analyzed where viruses have developed their own specific strategy, where they share functional schemes with vesicles, and also where they even have “hijacked” complete submodular schemes from the cell. Such a perspective may also include new and more specific approaches to pharmacological interference with virus function, which could avoid some of the most severe side effects.
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Affiliation(s)
- Bastian Thaa
- Department of Immunology and Molecular Biology, Veterinary Faculty, Free University Berlin, Philippstr. 13, 10115 Berlin, Germany
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Hu Z, Chen D, Dong L, Southerland WM. Prediction of the interaction of HIV-1 integrase and its dicaffeoylquinic acid inhibitor through molecular modeling approach. Ethn Dis 2010; 20:S1-49. [PMID: 20521384 PMCID: PMC3089943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2023] Open
Abstract
An essential step in the life cycle of human immunodeficiency virus type 1 (HIV-1) is integration of the double-stranded retroviral DNA into the genome of the host cell. HIV-1 integrase, the enzyme that inserts the vital DNA into the host chromosome, is an attractive and rational target for anti-AIDS drug design because it is essential for HIV replication and there are no known counterparts in the host cell. Inhibitors of this enzyme have a great potential to complement the therapeutic use of HIV protease and reverse transcriptase inhibitors. Natural products have provided a source of new drug candidates for anti-AIDS therapy. Dicaffeoylquinic acids, isolated from traditional medicinal plants, are a novel class of integrase inhibitors. These compounds are potent inhibitors of HIV-1 replication in cultured cell lines and catalytic activities of integrase in vitro. They are therefore promising compounds for developing new anti-AIDS drugs. To understand how the inhibitors work and therefore design more potent and specific inhibitors, we have used molecular modeling techniques to investigate the binding modes of 3,4-dicaffeoylquinic acid. Our computational modeling study demonstrated that the inhibitor of this compound on HIV integrase is likely to proceed by two different but equivalent mechanisms with one bound to the active site region of the enzyme and another docked into the binding pocket located on the other side of the catalytic site. Our study will be of help to design new pharmaceuticals for the treatment of AIDS.
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Affiliation(s)
- Zengjian Hu
- Department of Biochemistry and Molecular Biology, Howard University College of Medicine, Washington, DC 20059, USA.
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