| Literature DB >> 20467477 |
Penelope Koraka1, Byron E E Martina, Albert D M E Osterhaus.
Abstract
Flavivirus infections are the most prevalent arthropod-borne infections world wide, often causing severe disease especially among children, the elderly, and the immunocompromised. In the absence of effective antiviral treatment, prevention through vaccination would greatly reduce morbidity and mortality associated with flavivirus infections. Despite the success of the empirically developed vaccines against yellow fever virus, Japanese encephalitis virus and tick-borne encephalitis virus, there is an increasing need for a more rational design and development of safe and effective vaccines. Several bioinformatic tools are available to support such rational vaccine design. In doing so, several parameters have to be taken into account, such as safety for the target population, overall immunogenicity of the candidate vaccine, and efficacy and longevity of the immune responses triggered. Examples of how bio-informatics is applied to assist in the rational design and improvements of vaccines, particularly flavivirus vaccines, are presented and discussed.Entities:
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Year: 2010 PMID: 20467477 PMCID: PMC2867002 DOI: 10.1155/2010/864029
Source DB: PubMed Journal: J Biomed Biotechnol ISSN: 1110-7243
Figure 1(a) Flavivirus genomic RNA encoding one long ORF cleaved co- and post-translationally into three structural and seven nonstructural proteins. The viral genome is flanked by 5′and 3′UTRs which play an important role in virus transcription and replication. (b) Three dimensional structure of the monomeric form of the E protein of DENV-2. Each monomer is divided into three discernable domains (DI, II and III). Serocomplex and group specific cross reactive epitopes are mainly located on DI and II. DIII is the receptor binding domain and contains mainly type specific epitopes. The potent neutralizing epitopes are located at the lateral site of DIII.
Figure 2Steps involved in the rational design of vaccines. A number of parameters should be taken into account from choosing the right immunogen until the selection of candidate vaccines for clinical trials. Several bioinformatics tools can be applied in this process to assist in the improvement of antigen selection, maximizing expression, determination of immunogenicity and selection of candidate vaccines.
Summary of flavivirus candidate vaccines based on different vaccine platforms.
| Type of vaccine | Virus | Antigen | Comments |
|---|---|---|---|
| Inactivated/killed | JEV | Whole virus | Licenced for human use |
| DENV-2 | Whole virus | Pre clinical studies in mice and non-human primates | |
| WNV | E, prM, whole virus | Low immunogenicity, use of adjuvant necessary | |
| Subunit | DENV-2 | D III, NS1, E protein | Immunogenicity tested only in mice |
| DENV-4 | C-M-E-NS1 | Immunogenicity tested only in mice | |
| WNV | D III, E protein, NS1 | Low immunogenicity, only tested in mice | |
| JEV | prM-E | Immunogenicity tested only in mice | |
| DNA | DENV | prM-E, NS1 | Low immunogenicity |
| JEV | E | Low immunogenicity | |
| WNV | E, prM, C | Low immunogenicity | |
| Live attenuated | YFV | Licenced for human use | |
| Mono- and tetravalent DENV | Phase I, and II clinical trials ongoing | ||
| JEV | Phase I and II clinical trials conducted | ||
| WNV | |||
| Vectored | WNV | E, prM | Vectors used: MVA, MV, AdV, pox-, alphaviruses |
Selection of servers and programs that could assist in the rational design of vaccines.
| Server | Web address | Server description | Availability |
|---|---|---|---|
| ORF-FINDER | Program identifies open reading frames in a genome. | Free online | |
| GeneMark | A set of gene prediction servers for prokaryotes, eukaryotes and viruses | Free online | |
| NERVE | In silico prediction of vaccine candidates from complete proteomes of bacterial pathogens | Free for download | |
| Gene Composer | Gene Composer is a software program for rational design or optimization of genes | Free demo for 1 year | |
| PromoterScan | Predicts Promoter regions based on scoring homologies with putative eukaryotic Pol II promoter sequences | Free online | |
| ATGpr | A program for identifying the initiation codons in cDNA sequences | Free online | |
| PolyApred | PolyApred is a SVM based method for the prediction of polyadenylation signal in human DNA sequence. | Free online | |
| NetGene2 | Predictions of splice sites in human | Free online | |
| SignalP | Signal peptide and cleavage sites in prokaryotic and eukaryotic sequences | Free online | |
| Optimizer | A web server for optimization of codon usage of a DNA sequence to increase its expression level. | Free online | |
| CodonExplorer | Online tool for analyzing GC content and codon usage frequency | Free online, registration required | |
| STAR | STAR simulates the folding pathway of RNA and is able to predict formation of pseudoknots formation | Commercially available | |
| VIENNA package | RNAfold predicts secondary structure of single stranded RNA or DNA based on minimum free energy predictions | Commercially available | |
| mFOLD | Prediction of RNA and DNA secondary structure based on thermodynamic methods | Free online | |
| DyNAVacS | An integrative tool for optimized DNA vaccine design | Free onliune | |
| AlgPred | Algpred allows prediction of allergens based on similarity of known epitope with any region of protein | Free online | |
| BIMAS | Server for prediction of MHC-I epitopes | Free online | |
| EpiPredict | Software to predict HLA-class II restricted T cell epitopes and ligands | Free online | |
| SYFPEITHI | Server for prediction of MHC-I and MHC-II epitopes | Free online | |
| RANKPEP | Server for prediction of MHC-I and MHC-II epitopes | Free online | |
| CEP | Server for prediction conformational B cell epitopes | Free online | |
| Bcipep | Bcipep is a database with a collection of immunogenic B cell peptides | Free online | |
| ABCpred | Server for prediction conformational B cell epitopes | Free online | |
| ePitope | Server for prediction linear B cell epitopes | Online, commercial | |
| TollML | A user-friendly database to retrieve sequence and structural data as well as ligands for TLRs. | Free online | |
| Virology Bioinformatics | A collection of bioinformatic tools for virology research | Free online | |
| VBRC | VBRC provides access to viral genomes and a variety of bioinformatic tools for comparative genomic analyses | Free online |
Figure 3Prediction of RNA secondary structure of the 3′UTR of DENV-3 strain H87 (DENV-2 Jamaica strain) using the GA algorithm included in the STAR software package. In the top panel is depicted the predicted structure of the naturally occurring strain (shown with arrows the predicted pseudoknot and the conserved LSH structures), bottom panel: predicted structure after in silico introduction of a 29-nt deletion in the proximal part of the UTR. The LSH is preserved but the pseudoknot is lost after deletion. LSH: long stable hairpin, ps: pseudoknot.
Figure 4(a) A basic expression plasmid showing the CMV promoter, multiple cloning sites (MCS) and a BGH polyadenylation site, (b) Predicted signal peptide sequence for the WNV E protein. The signal peptide probability is determined by the positive polarity of the n-region, the hydrophobicity of the h-region and the uncharged amino acids occupying positions −1 and −3 in the c-region. The cleavage site is located in the c-region and is determined by the physicochemical characteristics and length of the n- and h-regions.