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Single-Domain Antibodies Represent Novel Alternatives to Monoclonal Antibodies as Targeting Agents against the Human Papillomavirus 16 E6 Protein. Int J Mol Sci 2019; 20:ijms20092088. [PMID: 31035322 PMCID: PMC6539864 DOI: 10.3390/ijms20092088] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Revised: 04/23/2019] [Accepted: 04/26/2019] [Indexed: 01/18/2023] Open
Abstract
Approximately one fifth of all malignancies worldwide are etiologically associated with a persistent viral or bacterial infection. Thus, there is a particular interest in therapeutic molecules which use components of a natural immune response to specifically inhibit oncogenic microbial proteins, as it is anticipated they will elicit fewer off-target effects than conventional treatments. This concept has been explored in the context of human papillomavirus 16 (HPV16)-related cancers, through the development of monoclonal antibodies and fragments thereof against the viral E6 oncoprotein. Challenges related to the biology of E6 as well as the functional properties of the antibodies themselves appear to have precluded their clinical translation. Here, we addressed these issues by exploring the utility of the variable domains of camelid heavy-chain-only antibodies (denoted as VHHs). Through construction and panning of two llama, immune VHH phage display libraries, a pool of potential VHHs was isolated. The interactions of these with recombinant E6 were further characterized using an enzyme-linked immunosorbent assay (ELISA), Western blotting under denaturing and native conditions, and surface plasmon resonance. Three VHHs were identified that bound recombinant E6 with nanomolar affinities. Our results lead the way for subsequent studies into the ability of these novel molecules to inhibit HPV16-infected cells in vitro and in vivo.
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Liu Y, Yuan X, Wang W, Wu Y, Wu L. High-affinity binding with specific peptides endows EuW10a good luminescence probe for HPV E6 detection. NEW J CHEM 2018. [DOI: 10.1039/c8nj03981j] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
EuW10is applied as a sensitive biological probe, which is the first fluorescence detector of HPV E6in vitro.
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Affiliation(s)
- Yuxue Liu
- State Key Laboratory of Supramolecular Structure and Materials
- Institute of Theoretical Chemistry
- Jilin University
- Changchun 130012
- China
| | - Xinxin Yuan
- State Key Laboratory of Supramolecular Structure and Materials
- Institute of Theoretical Chemistry
- Jilin University
- Changchun 130012
- China
| | - Weixian Wang
- State Key Laboratory of Supramolecular Structure and Materials
- Institute of Theoretical Chemistry
- Jilin University
- Changchun 130012
- China
| | - Yuqing Wu
- State Key Laboratory of Supramolecular Structure and Materials
- Institute of Theoretical Chemistry
- Jilin University
- Changchun 130012
- China
| | - Lixin Wu
- State Key Laboratory of Supramolecular Structure and Materials
- Institute of Theoretical Chemistry
- Jilin University
- Changchun 130012
- China
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3
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Antibody Binding Selectivity: Alternative Sets of Antigen Residues Entail High-Affinity Recognition. PLoS One 2015; 10:e0143374. [PMID: 26629896 PMCID: PMC4667898 DOI: 10.1371/journal.pone.0143374] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2015] [Accepted: 11/04/2015] [Indexed: 11/19/2022] Open
Abstract
Understanding the relationship between protein sequence and molecular recognition selectivity remains a major challenge. The antibody fragment scFv1F4 recognizes with sub nM affinity a decapeptide (sequence 6TAMFQDPQER15) derived from the N-terminal end of human papilloma virus E6 oncoprotein. Using this decapeptide as antigen, we had previously shown that only the wild type amino-acid or conservative replacements were allowed at positions 9 to 12 and 15 of the peptide, indicating a strong binding selectivity. Nevertheless phenylalanine (F) was equally well tolerated as the wild type glutamine (Q) at position 13, while all other amino acids led to weaker scFv binding. The interfaces of complexes involving either Q or F are expected to diverge, due to the different physico-chemistry of these residues. This would imply that high-affinity binding can be achieved through distinct interfacial geometries. In order to investigate this point, we disrupted the scFv-peptide interface by modifying one or several peptide positions. We then analyzed the effect on binding of amino acid changes at the remaining positions, an altered susceptibility being indicative of an altered role in complex formation. The 23 starting variants analyzed contained replacements whose effects on scFv1F4 binding ranged from minor to drastic. A permutation analysis (effect of replacing each peptide position by all other amino acids except cysteine) was carried out on the 23 variants using the PEPperCHIP® Platform technology. A comparison of their permutation patterns with that of the wild type peptide indicated that starting replacements at position 11, 12 or 13 modified the tolerance to amino-acid changes at the other two positions. The interdependence between the three positions was confirmed by SPR (Biacore® technology). Our data demonstrate that binding selectivity does not preclude the existence of alternative high-affinity recognition modes.
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Vernet T, Choulier L, Nominé Y, Bellard L, Baltzinger M, Travé G, Altschuh D. Spot peptide arrays and SPR measurements: throughput and quantification in antibody selectivity studies. J Mol Recognit 2015; 28:635-44. [PMID: 25960426 DOI: 10.1002/jmr.2477] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2014] [Revised: 03/31/2015] [Accepted: 03/31/2015] [Indexed: 11/07/2022]
Abstract
Antibody selectivity represents a major issue in the development of efficient immuno-therapeutics and detection assays. Its description requires a comparison of the affinities of the antibody for a significant number of antigen variants. In the case of peptide antigens, this task can now be addressed to a significant level of details owing to improvements in spot peptide array technologies. They allow the high-throughput mutational analysis of peptides with, depending on assay design, an evaluation of binding stabilities. Here, we examine the cross-reactive capacity of an antibody fragment using the PEPperCHIP(®) technology platform (PEPperPRINT GmbH, Heidelberg, Germany; >8800 peptides per microarray) combined with the surface plasmon resonance characterization (Biacore(®) technology; GE-Healthcare Biacore, Uppsala, Sweden) of a subset of interactions. ScFv1F4 recognizes the N-terminal end of oncoprotein E6 of human papilloma virus 16. The spot permutation analysis (i.e. each position substituted by all amino acids except cysteine) of the wild type decapeptide (sequence (6)TAMFQDPQER(15)) and of 15 variants thereof defined the optimal epitope and provided a ranking for variant recognition. The SPR affinity measurements mostly validated the ranking of complex stabilities deduced from array data and defined the sensitivity of spot fluorescence intensities, bringing further insight into the conditions for cross-reactivity. Our data demonstrate the importance of throughput and quantification in the assessment of antibody selectivity.
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Affiliation(s)
- Thierry Vernet
- IBS, Université Grenoble Alpes, F-38044, Grenoble, France.,IBS, CNRS, F-38044, Grenoble, France.,IBS, CEA, F-38044, Grenoble, France
| | - Laurence Choulier
- Biotechnologie et signalisation cellulaire, Université de Strasbourg, CNRS, ESBS, Boulevard Sébastien Brant BP10413, 67412, Illkirch, France.,Faculté de Pharmacie, CNRS UMR 7213, Université de Strasbourg, 74 route du Rhin, 67401, Illkirch, France
| | - Yves Nominé
- Biotechnologie et signalisation cellulaire, Université de Strasbourg, CNRS, ESBS, Boulevard Sébastien Brant BP10413, 67412, Illkirch, France
| | - Laure Bellard
- IBS, Université Grenoble Alpes, F-38044, Grenoble, France.,IBS, CNRS, F-38044, Grenoble, France.,IBS, CEA, F-38044, Grenoble, France
| | - Mireille Baltzinger
- Biotechnologie et signalisation cellulaire, Université de Strasbourg, CNRS, ESBS, Boulevard Sébastien Brant BP10413, 67412, Illkirch, France.,IBMC, CNRS UPR 9002 - ARN, Université de Strasbourg, 15 rue René Descartes, 67084, Strasbourg Cedex, France
| | - Gilles Travé
- Biotechnologie et signalisation cellulaire, Université de Strasbourg, CNRS, ESBS, Boulevard Sébastien Brant BP10413, 67412, Illkirch, France
| | - Danièle Altschuh
- Biotechnologie et signalisation cellulaire, Université de Strasbourg, CNRS, ESBS, Boulevard Sébastien Brant BP10413, 67412, Illkirch, France
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5
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Jackson R, Togtema M, Zehbe I. Subcellular localization and quantitation of the human papillomavirus type 16 E6 oncoprotein through immunocytochemistry detection. Virology 2013; 435:425-32. [DOI: 10.1016/j.virol.2012.09.032] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2012] [Revised: 09/11/2012] [Accepted: 09/26/2012] [Indexed: 11/28/2022]
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6
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Olsson N, Wingren C, Mattsson M, James P, O'Connell D, Nilsson F, Cahill DJ, Borrebaeck CAK. Proteomic analysis and discovery using affinity proteomics and mass spectrometry. Mol Cell Proteomics 2011; 10:M110.003962. [PMID: 21673276 PMCID: PMC3205851 DOI: 10.1074/mcp.m110.003962] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
Antibody-based microarrays are a rapidly evolving affinity-proteomic methodology that recently has shown great promise in clinical applications. The resolution of these proteomic analyses is, however, directly related to the number of data-points, i.e. antibodies, included on the array. Currently, this is a key bottleneck because of limited availability of numerous highly characterized antibodies. Here, we present a conceptually new method, denoted global proteome survey, opening up the possibility to probe any proteome in a species-independent manner while still using a limited set of antibodies. We use context-independent-motif-specific antibodies directed against short amino acid motifs, where each motif is present in up to a few hundred different proteins. First, the digested proteome is exposed to these antibodies, whereby motif-containing peptides are enriched, which then are detected and identified by mass spectrometry. In this study, we profiled extracts from human colon tissue, yeast cells lysate, and mouse liver tissue to demonstrate proof-of-concept.
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Affiliation(s)
- Niclas Olsson
- Department of Immunotechnology, Lund University, Lund, Sweden, and CREATE Health, BMC D13, Lund, Sweden
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7
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A peptide-based fluorescent ratiometric sensor for quantitative detection of proteins. Anal Biochem 2010; 401:188-95. [PMID: 20188691 DOI: 10.1016/j.ab.2010.02.029] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2009] [Revised: 02/22/2010] [Accepted: 02/23/2010] [Indexed: 11/21/2022]
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8
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Sibler AP, Baltzinger M, Choulier L, Desplancq D, Altschuh D. SPR identification of mild elution conditions for affinity purification of E6 oncoprotein, using a multivariate experimental design. J Mol Recognit 2008; 21:46-54. [DOI: 10.1002/jmr.865] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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9
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Courtête J, Sibler AP, Zeder-Lutz G, Dalkara D, Oulad-Abdelghani M, Zuber G, Weiss E. Suppression of cervical carcinoma cell growth by intracytoplasmic codelivery of anti-oncoprotein E6 antibody and small interfering RNA. Mol Cancer Ther 2007; 6:1728-35. [PMID: 17575104 DOI: 10.1158/1535-7163.mct-06-0808] [Citation(s) in RCA: 53] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Cervical cancer is caused by high-risk types of human papillomaviruses (HPV) that encode the E6 and E7 oncogenes. Silencing of E6 gene expression in HPV-positive cell lines by transfection of small interfering RNA (siRNA) with cationic lipids restores the dormant p53 tumor suppressor pathway. Because cationic lipids can also be used for intracytoplasmic delivery of proteins, we tested whether the delivery of monoclonal antibodies that bind to HPV16 E6 and neutralize its biological activity in vitro could restore p53 function in tumor cells. Here, we show that the 4C6 antibody is efficiently delivered into the cell cytoplasm using a lipidic reagent used for siRNA transfection. The delivery of 4C6 resulted in the nuclear accumulation of p53 protein in CaSki and SiHa cells but not in HeLa cells. Furthermore, the antibody-mediated p53 response was dramatically increased when a peptide corresponding to the 4C6 epitope and bearing a COOH-terminal cysteine residue was added to the transduction mixture. We found that a fraction of the added peptides were dimers that allowed the formation of antibody polymers adsorbed onto the lipidic matrix. With this system, the proliferation of CaSki and SiHa cells was strongly diminished, but no apoptosis was detectable. Remarkably, cell growth was almost totally suppressed by the addition of E6-specific siRNA to the transduction complex. The results indicate that the activity of E6 oncoprotein can be down-regulated in vivo by lipid-mediated antibody delivery and that antibodies and siRNA act synergistically when codelivered. This novel targeting strategy is simple to implement and may find therapeutic applications.
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Affiliation(s)
- Jérôme Courtête
- Institut Gilbert-Laustriat, UMR 7175, ESBS, Illkirch Cedex, France
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10
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Hilpert K, Winkler DFH, Hancock REW. Cellulose-bound Peptide Arrays: Preparation and Applications. Biotechnol Genet Eng Rev 2007; 24:31-106. [DOI: 10.1080/02648725.2007.10648093] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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11
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Lagrange M, Charbonnier S, Orfanoudakis G, Robinson P, Zanier K, Masson M, Lutz Y, Trave G, Weiss E, Deryckere F. Binding of human papillomavirus 16 E6 to p53 and E6AP is impaired by monoclonal antibodies directed against the second zinc-binding domain of E6. J Gen Virol 2005; 86:1001-1007. [PMID: 15784893 DOI: 10.1099/vir.0.80607-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The E6 protein of cancer-associated human papillomavirus type 16 (16E6) binds to p53 and, in association with E6AP, promotes its degradation through the ubiquitin-proteasome pathway. The aim of this work was to develop monoclonal antibodies against 16E6 and to test their effect on the binding of 16E6 to p53 and E6AP, and on the degradation of p53. It was shown that an antibody directed against the N terminus of 16E6 inhibited E6AP-dependent binding to p53 and degradation of p53, whereas two different antibodies directed to the second zinc-binding domain of 16E6 reduced 16E6 E6AP-independent binding to p53 and binding to E6AP but not degradation of p53.
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Affiliation(s)
- Magali Lagrange
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Sebastian Charbonnier
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Georges Orfanoudakis
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Philip Robinson
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Katia Zanier
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Murielle Masson
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Yves Lutz
- IGBMC, CNRS/INSERM/ULP, 1 rue Laurent Fries, BP 10142, 67404 Illkirch Cedex, France
| | - Gilles Trave
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - Etienne Weiss
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
| | - François Deryckere
- UMR7100, Ecole Supérieure de Biotechnologie de Strasbourg, Pole API, boulevard Sébastien Brant, 67412 Illkirch Cedex, France
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12
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Rich RL, Myszka DG. A survey of the year 2002 commercial optical biosensor literature. J Mol Recognit 2004; 16:351-82. [PMID: 14732928 DOI: 10.1002/jmr.649] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
We have compiled 819 articles published in the year 2002 that involved commercial optical biosensor technology. The literature demonstrates that the technology's application continues to increase as biosensors are contributing to diverse scientific fields and are used to examine interactions ranging in size from small molecules to whole cells. Also, the variety of available commercial biosensor platforms is increasing and the expertise of users is improving. In this review, we use the literature to focus on the basic types of biosensor experiments, including kinetics, equilibrium analysis, solution competition, active concentration determination and screening. In addition, using examples of particularly well-performed analyses, we illustrate the high information content available in the primary response data and emphasize the impact of including figures in publications to support the results of biosensor analyses.
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Affiliation(s)
- Rebecca L Rich
- Center for Biomolecular Interaction Analysis, University of Utah, Salt Lake City, UT 84132, USA
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13
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Grose C, Tyler S, Peters G, Hiebert J, Stephens GM, Ruyechan WT, Jackson W, Storlie J, Tipples GA. Complete DNA sequence analyses of the first two varicella-zoster virus glycoprotein E (D150N) mutant viruses found in North America: evolution of genotypes with an accelerated cell spread phenotype. J Virol 2004; 78:6799-807. [PMID: 15194755 PMCID: PMC421634 DOI: 10.1128/jvi.78.13.6799-6807.2004] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Varicella-zoster virus (VZV) is considered to be one of the most genetically stable of all the herpesviruses. Yet two VZV strains with a D150N missense mutation within the gE glycoprotein were isolated in North America in 1998 and 2002. The mutant strains have an accelerated cell spread phenotype, which distinguishes them from all wild-type and laboratory viruses. Since the VZV genome contains 70 additional open reading frames (ORFs), the possibility existed that the phenotypic change was actually due to an as-yet-undiscovered mutation or deletion elsewhere in the genome. To exclude this hypothesis, the entire genomes of the two mutant viruses were sequenced and found to contain 124,883 (VZV-MSP) and 125,459 (VZV-BC) nucleotides. Coding single-nucleotide polymorphisms (SNPs) were identified in 14 ORFs. One missense mutation was discovered in gH, but none was found in gB, gI, gL, or gK. There were no coding SNPs in the major regulatory protein ORF 62. One polymorphism was discovered which could never have been anticipated based on current knowledge of herpesvirus genomics, namely, the origins of replication differed from those in the prototype strain but not in a manner expected to affect cell spread. When the two complete mutant VZV sequences were surveyed in their entirety, the most reasonable conclusion was that the increased cell spread phenotype was dependent substantially or solely on the single D150N polymorphism in glycoprotein gE. The genomic results also expanded the evolutionary database by identifying which VZV ORFs were more likely to mutate over time.
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Affiliation(s)
- Charles Grose
- Department of Pediatrics, University of Iowa, Iowa City, 52242, USA.
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Masson M, Hindelang C, Sibler AP, Schwalbach G, Travé G, Weiss E. Preferential nuclear localization of the human papillomavirus type 16 E6 oncoprotein in cervical carcinoma cells. J Gen Virol 2003; 84:2099-2104. [PMID: 12867640 DOI: 10.1099/vir.0.18961-0] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The E6 protein of the high-risk human papillomavirus type 16 (HPV-16) is involved in the tumorigenesis of human cervical cells by targeting numerous cellular proteins. We characterized new anti-E6 monoclonal antibodies and used them for precise localization of the E6 oncoprotein within carcinoma cells. Overexpressed E6 protein was predominantly detected in the nucleus of transiently transfected HaCaT cells. While mostly localized at the periphery of condensed chromatin, E6 was also associated with nuclear ribonucleoproteic ultrastructures and with some ribosomal areas in the cytoplasm of SiHa and CaSki cells. The chimeric beta-galactosidase-E6 protein expressed in transfected HeLa cells was essentially localized in the nuclear compartment. Together, these data indicate that the E6 sequence of HPV-16 may encode a nuclear localization signal. The preferential nuclear distribution of this viral oncoprotein in HPV-transformed cells correlates with its activities at the transcriptional level.
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Affiliation(s)
- Murielle Masson
- UMR 7100, Ecole Supérieure de Biotechnologie de Strasbourg, Boulevard Sébastien Brant, BP 10413, 67412 Illkirch cedex, France
| | - Colette Hindelang
- Institut de Génétique et de Biologie Moléculaire et Cellulaire, Service de Microscopie Electronique, 1 rue Laurent Fries, 67400 Illkirch cedex, France
| | - Annie-Paule Sibler
- UMR 7100, Ecole Supérieure de Biotechnologie de Strasbourg, Boulevard Sébastien Brant, BP 10413, 67412 Illkirch cedex, France
| | - Georges Schwalbach
- UMR 7100, Ecole Supérieure de Biotechnologie de Strasbourg, Boulevard Sébastien Brant, BP 10413, 67412 Illkirch cedex, France
| | - Gilles Travé
- UMR 7100, Ecole Supérieure de Biotechnologie de Strasbourg, Boulevard Sébastien Brant, BP 10413, 67412 Illkirch cedex, France
| | - Etienne Weiss
- UMR 7100, Ecole Supérieure de Biotechnologie de Strasbourg, Boulevard Sébastien Brant, BP 10413, 67412 Illkirch cedex, France
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Abstract
The field of combinatorial peptide chemistry has emerged as a powerful tool in the study of many biological systems. This review focuses on combinatorial peptide library methodology, which includes biological library methods, spatially addressable parallel library methods, library methods requiring deconvolution, the "one-bead one-compound" library method, and affinity chromatography selection method. These peptide libraries have successfully been employed to study a vast array of cell surface receptors, as well as have been useful in identifying protein kinase substrates and inhibitors. In recent immunobiological applications, peptide libraries have proven monumental in the definition of MHC anchor residues, in lymphocyte epitope mapping, and in the development of peptide vaccines. Peptides identified from such libraries, when presented in a chemical microarray format, may prove useful in immunodiagnostics. Combinatorial peptide libraries offer a high-throughput approach to study limitless biological targets. Peptides discovered from such studies may be therapeutically and diagnostically useful agents.
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Affiliation(s)
- Ruiwu Liu
- UC Davis Cancer Center, Division of Hematology/Oncology, and Department of Internal Medicine, University of California Davis, Sacramento, CA, USA
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16
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Choulier L, Andersson K, Hämäläinen MD, van Regenmortel MHV, Malmqvist M, Altschuh D. QSAR studies applied to the prediction of antigen-antibody interaction kinetics as measured by BIACORE. Protein Eng Des Sel 2002; 15:373-82. [PMID: 12034857 DOI: 10.1093/protein/15.5.373] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective of this work was to investigate the potential of the quantitative structure-activity relationships (QSAR) approach for predictive modulation of molecular interaction kinetics. A multivariate QSAR approach involving modifications in peptide sequence and buffer composition was recently used in an attempt to predict the kinetics of peptide-antibody interactions as measured by BIACORE. Quantitative buffer-kinetics relationships (QBKR) and quantitative sequence-kinetics relationships (QSKR) models were developed. Their predictive capacity was investigated in this study by comparing predicted and observed kinetic dissociation parameters (k(d)) for new antigenic peptides, or in new buffers. The range of experimentally measured k(d) variations was small (300-fold), limiting the practical value of the approach for this particular interaction. However, the models were validated from a statistical point of view. In QSKR, the leave-one-out cross validation gave Q(2) = 0.71 for 24 peptides (all but one outlier), compared to 0.81 for 17 training peptides. A more precise model (Q(2) = 0.92) could be developed when removing sets of peptides sharing distinctive structural features, suggesting that different peptides use slightly different binding modes. All models share the most important factor and are informative for structure-kinetics relationships. In QBKR, the measured effect on k(d) of individual additives in the buffers was consistent with the effect predicted from multivariate buffers. Our results open new perspectives for the predictive optimization of interaction kinetics, with important implications in pharmacology and biotechnology.
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Affiliation(s)
- Laurence Choulier
- UMR7100-CNRS, ESBS, Bld Sébastien Brandt, 67400 Illkirch Cedex, France and Biacore AB, Rapsgatan 7, SE754 50 Uppsala, Sweden
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