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Abstract
Identification and characterization of B-cell epitopes in target antigens is one of the key steps in epitope-driven vaccine design, immunodiagnostic tests, and antibody production. For localizing epitopes by experimental methods is time consuming and cost expensive, researchers have been developing in silico or computational models for the prediction of B-cell epitopes, enabling immunologists and clinicians to identify the most promising epitopes for characterization in the laboratory. A sufficient number of available B-cell epitopes are indispensable for establishing the prediction models. To our knowledge, some popular databases associated with the B-cell epitopes are proposed and widely used in the immunoinformatics. In this chapter, we present an overview of the important databases and introduce how to compile datasets for the development of B-cell epitope prediction tools.
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Affiliation(s)
- Juan Liu
- School of Computer, Wuhan University, No. 37, Luoyu Road, Wuchang, Wuhan, 430072, China,
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2
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Magnetic Nanoparticles Enhance Adenovirus Transduction In Vitro and In Vivo. Pharm Res 2011; 29:1203-18. [DOI: 10.1007/s11095-011-0629-9] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2011] [Accepted: 11/16/2011] [Indexed: 10/14/2022]
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3
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Epitope prediction based on random peptide library screening: benchmark dataset and prediction tools evaluation. Molecules 2011; 16:4971-93. [PMID: 21681149 PMCID: PMC6264216 DOI: 10.3390/molecules16064971] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2011] [Revised: 06/01/2011] [Accepted: 06/10/2011] [Indexed: 11/16/2022] Open
Abstract
Epitope prediction based on random peptide library screening has become a focus as a promising method in immunoinformatics research. Some novel software and web-based servers have been proposed in recent years and have succeeded in given test cases. However, since the number of available mimotopes with the relevant structure of template-target complex is limited, a systematic evaluation of these methods is still absent. In this study, a new benchmark dataset was defined. Using this benchmark dataset and a representative dataset, five examples of the most popular epitope prediction software products which are based on random peptide library screening have been evaluated. Using the benchmark dataset, in no method did performance exceed a 0.42 precision and 0.37 sensitivity, and the MCC scores suggest that the epitope prediction results of these software programs are greater than random prediction about 0.09–0.13; while using the representative dataset, most of the values of these performance measures are slightly improved, but the overall performance is still not satisfactory. Many test cases in the benchmark dataset cannot be applied to these pieces of software due to software limitations. Moreover chances are that these software products are overfitted to the small dataset and will fail in other cases. Therefore finding the correlation between mimotopes and genuine epitope residues is still far from resolved and much larger dataset for mimotope-based epitope prediction is desirable.
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Lord R, Parsons M, Kirby I, Beavil A, Hunt J, Sutton B, Santis G. Analysis of the interaction between RGD-expressing adenovirus type 5 fiber knob domains and alphavbeta3 integrin reveals distinct binding profiles and intracellular trafficking. J Gen Virol 2006; 87:2497-2505. [PMID: 16894187 DOI: 10.1099/vir.0.81620-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
Abstract
Adenovirus (Ad) vectors are used widely for experimental and therapeutic gene transfer. Ad-mediated gene delivery is often inefficient and, thus, there is considerable interest in developing Ad vectors that overcome biological barriers to efficient virus uptake. For this strategy to succeed, it is imperative that the interaction between such Ad vectors and their novel receptors is well understood. In this study, three surface-exposed loops (HI, CD and IJ loops) on the Ad5 fiber knob domain were selected as sites for insertion of an alphavbeta3 integrin-binding RGD sequence. Three RGD-containing Ad5 fiber knob-domain mutants were produced as recombinant proteins and all were shown to interact with soluble alphavbeta3 integrin by using biomolecular cell-free assays. Cell adsorption and subsequent internalization and intracellular trafficking of each of these proteins were assessed by confocal microscopy. Whilst the Ad5 fiber knob domain expressing the RGD sequence in the HI and CD loops bound with similar association and dissociation profiles, the fiber knob domain expressing the RGD sequence in the IJ loop bound with slower association and faster dissociation rates. By using molecular modelling, it was shown that the Ad5 fiber knob domain in which the RGD peptide was expressed in the IJ loop was only capable of binding to one alphavbeta3 integrin molecule per trimer. In contrast, fiber knob domains in which the RGD peptide was expressed in the HI and CD loops were capable of binding to one integrin molecule per monomer. These differences in the interactions between each mutant and alphavbeta3 may explain our observation that the three RGD-bearing Ad5 fiber knob domains demonstrated similar internalization rates, but distinct patterns of endosomal transport and escape.
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Affiliation(s)
- Rosie Lord
- Division of Asthma Allergy and Lung Biology, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - Maddy Parsons
- The Randall Division of Cell and Molecular Biophysics, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - Ian Kirby
- Division of Asthma Allergy and Lung Biology, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - Andrew Beavil
- The Randall Division of Cell and Molecular Biophysics, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - James Hunt
- The Randall Division of Cell and Molecular Biophysics, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - Brian Sutton
- The Randall Division of Cell and Molecular Biophysics, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
| | - George Santis
- Division of Asthma Allergy and Lung Biology, King's College London School of Medicine at Guy's Kings and St Thomas' Hospitals, Fifth Floor Thomas Guy House, Guy's Hospital, St Thomas Street, London SE1 9RT, UK
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Campbell M, Qu S, Wells S, Sugandha H, Jensen RA. An adenoviral vector containing an arg-gly-asp (RGD) motif in the fiber knob enhances protein product levels from transgenes refractory to expression. Cancer Gene Ther 2003; 10:559-70. [PMID: 12833136 DOI: 10.1038/sj.cgt.7700599] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Genetic manipulation of the adenovirus type 5 represents one strategy to modify viral transduction properties in vitro and in vivo. In the majority of studies to date, reporter gene activity has been monitored to assess transduction efficiency. BRCA1 is a gene whose protein product is clinically important, biologically toxic, difficult to overexpress, and difficult to detect as an untagged protein species. Thus, it represents an attractive candidate from which to evaluate the efficacy of a gene delivery system. In the present study, transgene expression was assessed employing otherwise isogenic viruses, which differed only in the presence or absence of an RGD integrin-binding motif in the HI loop of the Ad fiber knob. We utilized a combination of BRCA1 expression level comparisons among several human BRCA1/mutant BRCA1/murine Brca1 constructs and reporter gene activity following transduction of a panel of human breast and ovarian tumor cell lines representative of both sporadic and hereditary cases. A general overall concordance in efficiency was observed, whether the biological readout measured was reporter gene activity or steady-state level of ectopic BRCA1 protein produced. Importantly, the expression of full-length wild-type BRCA1 protein, clinically relevant mutant BRCA1 proteins or murine Brca1 was superior when the gene was delivered via the RGD-modified Ad. The ectopic BRCA1 stabilized endogenous BARD1 and this functional effect was evident at lower input viral doses when BRCA1 was delivered via the RGD-modified Ad. Quantitative, noninvasive, real-time image analysis of reporter gene function in nude mice harboring human ovarian tumor xenographs demonstrated a similar enhancement of expression in vivo by the RGD fiber modification, with low levels of transduction of normal mouse mesothelium. These results provide additional evidence supporting the concept that rational modification of viral vectors can result in the delivery of functionally active therapeutic proteins such as BRCA1 that present with technical difficulties with regard to their expression.
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Affiliation(s)
- Mel Campbell
- Department of Pathology, Vanderbilt-Ingram Comprehensive Cancer Center, Nashville, Tennessee 37232, USA.
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Spear MA, Schuback D, Miyata K, Grandi P, Sun F, Yoo L, Nguyen A, Brandt CR, Breakefield XO. HSV-1 amplicon peptide display vector. J Virol Methods 2003; 107:71-9. [PMID: 12445940 DOI: 10.1016/s0166-0934(02)00193-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
There are significant uses for expressing foreign peptide epitopes in viral surface attachment proteins in terms of investigating viral targeting, biology, and immunology. HSV-1 attachment, followed by fusion and entry, is mediated in large part by the binding of viral surface glycoproteins to cell surface receptors, primarily through heparan sulfate (HS) glycosaminoglycan residues. We constructed a HSV-1 amplicon plasmid (pCONGA) carrying the gC primary attachment protein gene with unique restriction sites flanking the HS binding domain (HSBD) (residues 33-176) to allow rapid, high efficiency substitution with foreign peptide domains. To test this system, a His tag with an additional unique restriction site (for selection and assay digests) was recombined into the pCONGA HSBD site to create pCONGAH. Infection of pCONGAH transfected Vero cells with HSV-1 helper virus (gCdelta2-3 or hrR3) produced His-modified gC as demonstrated by western blot analysis with co-localization of anti-gC and anti-His tag antibodies to a protein of appropriate molecular weight (50 kd). As CONGA and CONGAH amplicons carry a GFP transgene and the gCdelta2-3 and hrR3 viruses carry a lacZ transgene, vector stocks produced from 1 x 10(5) Vero cells could be titered for competent vector on cell monolayers and were demonstrated to contain 2 x 10(5) amplicon vector transducing units (t.u.)/ml and 1 x 10(7) virus t.u./ml. As the amplicon plasmids also contain the neomycin resistance gene (neo(r)), long term vector producer cell lines were created using G418 selection. This amplicon system provides means to rapidly and efficiently generate HSV-1 amplicon and viral vector expressing surface attachment proteins modified with different peptide epitopes for investigational and therapeutic uses, with the advantages of an amplicon plasmid that can be used with interchangeable helper virus vectors, is designed specifically for easy manipulation, and carries GFP and neo(r) transgenes for marker and selection functions.
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Affiliation(s)
- Matthew A Spear
- Gene Therapy Program, Radiation Oncology, UCSD Cancer Center, UCSD Medical Center, University of California San Diego, MC 8757, 200 West Arbor Drive, La Jolla, CA, USA.
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Dmitriev IP, Kashentseva EA, Curiel DT. Engineering of adenovirus vectors containing heterologous peptide sequences in the C terminus of capsid protein IX. J Virol 2002; 76:6893-9. [PMID: 12072490 PMCID: PMC136342 DOI: 10.1128/jvi.76.14.6893-6899.2002] [Citation(s) in RCA: 125] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The utility of the present generation of adenovirus (Ad) vectors for gene therapy applications could be improved by restricting native viral tropism to selected cell types. In order to achieve modification of Ad tropism, we proposed to exploit a minor component of viral capsid, protein IX (pIX), for genetic incorporation of targeting ligands. Based on the proposed structure of pIX, we hypothesized that its C terminus could be used as a site for incorporation of heterologous peptide sequences. We engineered recombinant Ad vectors containing modified pIX carrying a carboxy-terminal Flag epitope along with a heparan sulfate binding motif consisting of either eight consecutive lysines or a polylysine sequence. Using an anti-Flag antibody, we have shown that modified pIXs are incorporated into virions and display Flag-containing C-terminal sequences on the capsid surface. In addition, both lysine octapeptide and polylysine ligands were accessible for binding to heparin-coated beads. In contrast to virus bearing lysine octapeptide, Ad vector displaying a polylysine was capable of recognizing cellular heparan sulfate receptors. We have demonstrated that incorporation of a polylysine motif into the pIX ectodomain results in a significant augmentation of Ad fiber knob-independent infection of CAR-deficient cell types. Our data suggest that the pIX ectodomain can serve as an alternative to the fiber knob, penton base, and hexon proteins for incorporation of targeting ligands for the purpose of Ad tropism modification.
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Affiliation(s)
- Igor P Dmitriev
- Division of Human Gene Therapy, Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama 35294-3300, USA
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