Literature DB >> 33717077

A Proteome-Wide Immunoinformatics Tool to Accelerate T-Cell Epitope Discovery and Vaccine Design in the Context of Emerging Infectious Diseases: An Ethnicity-Oriented Approach.

Patricio Oyarzun1, Manju Kashyap1, Victor Fica1, Alexis Salas-Burgos2, Faviel F Gonzalez-Galarza3, Antony McCabe4, Andrew R Jones4, Derek Middleton4, Bostjan Kobe5.   

Abstract

Emerging infectious diseases (EIDs) caused by viruses are increasing in frequency, causing a high disease burden and mortality world-wide. The COVID-19 pandemic caused by the novel SARS-like coronavirus (SARS-CoV-2) underscores the need to innovate and accelerate the development of effective vaccination strategies against EIDs. Human leukocyte antigen (HLA) molecules play a central role in the immune system by determining the peptide repertoire displayed to the T-cell compartment. Genetic polymorphisms of the HLA system thus confer a strong variability in vaccine-induced immune responses and may complicate the selection of vaccine candidates, because the distribution and frequencies of HLA alleles are highly variable among different ethnic groups. Herein, we build on the emerging paradigm of rational epitope-based vaccine design, by describing an immunoinformatics tool (Predivac-3.0) for proteome-wide T-cell epitope discovery that accounts for ethnic-level variations in immune responsiveness. Predivac-3.0 implements both CD8+ and CD4+ T-cell epitope predictions based on HLA allele frequencies retrieved from the Allele Frequency Net Database. The tool was thoroughly assessed, proving comparable performances (AUC ~0.9) against four state-of-the-art pan-specific immunoinformatics methods capable of population-level analysis (NetMHCPan-4.0, Pickpocket, PSSMHCPan and SMM), as well as a strong accuracy on proteome-wide T-cell epitope predictions for HIV-specific immune responses in the Japanese population. The utility of the method was investigated for the COVID-19 pandemic, by performing in silico T-cell epitope mapping of the SARS-CoV-2 spike glycoprotein according to the ethnic context of the countries where the ChAdOx1 vaccine is currently initiating phase III clinical trials. Potentially immunodominant CD8+ and CD4+ T-cell epitopes and population coverages were predicted for each population (the Epitope Discovery mode), along with optimized sets of broadly recognized (promiscuous) T-cell epitopes maximizing coverage in the target populations (the Epitope Optimization mode). Population-specific epitope-rich regions (T-cell epitope clusters) were further predicted in protein antigens based on combined criteria of epitope density and population coverage. Overall, we conclude that Predivac-3.0 holds potential to contribute in the understanding of ethnic-level variations of vaccine-induced immune responsiveness and to guide the development of epitope-based next-generation vaccines against emerging pathogens, whose geographic distributions and populations in need of vaccinations are often well-defined for regional epidemics.
Copyright © 2021 Oyarzun, Kashyap, Fica, Salas-Burgos, Gonzalez-Galarza, McCabe, Jones, Middleton and Kobe.

Entities:  

Keywords:  SARS-CoV-2; T-cell epitope; emerging-infectious disease; epitope discovery; ethnicity; immunoinformatics; vaccine design

Mesh:

Substances:

Year:  2021        PMID: 33717077      PMCID: PMC7952308          DOI: 10.3389/fimmu.2021.598778

Source DB:  PubMed          Journal:  Front Immunol        ISSN: 1664-3224            Impact factor:   7.561


  84 in total

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2.  A Demographic Analysis of Racial/Ethnic Minority Enrollment Into HVTN Preventive Early Phase HIV Vaccine Clinical Trials Conducted in the United States, 2002-2016.

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3.  HLA class I-mediated control of HIV-1 in the Japanese population, in which the protective HLA-B*57 and HLA-B*27 alleles are absent.

Authors:  Takuya Naruto; Hiroyuki Gatanaga; George Nelson; Keiko Sakai; Mary Carrington; Shinichi Oka; Masafumi Takiguchi
Journal:  J Virol       Date:  2012-07-18       Impact factor: 5.103

4.  HIV-1 Nef protein protects infected primary cells against killing by cytotoxic T lymphocytes.

Authors:  K L Collins; B K Chen; S A Kalams; B D Walker; D Baltimore
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Review 5.  The genetic basis for interindividual immune response variation to measles vaccine: new understanding and new vaccine approaches.

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Authors:  M M Addo; X G Yu; A Rathod; D Cohen; R L Eldridge; D Strick; M N Johnston; C Corcoran; A G Wurcel; C A Fitzpatrick; M E Feeney; W R Rodriguez; N Basgoz; R Draenert; David R Stone; C Brander; P J R Goulder; E S Rosenberg; M Altfeld; B D Walker
Journal:  J Virol       Date:  2003-02       Impact factor: 5.103

Review 9.  The role of the proteasome in the generation of MHC class I ligands and immune responses.

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10.  An mRNA Vaccine against SARS-CoV-2 - Preliminary Report.

Authors:  Lisa A Jackson; Evan J Anderson; Nadine G Rouphael; Paul C Roberts; Mamodikoe Makhene; Rhea N Coler; Michele P McCullough; James D Chappell; Mark R Denison; Laura J Stevens; Andrea J Pruijssers; Adrian McDermott; Britta Flach; Nicole A Doria-Rose; Kizzmekia S Corbett; Kaitlyn M Morabito; Sijy O'Dell; Stephen D Schmidt; Phillip A Swanson; Marcelino Padilla; John R Mascola; Kathleen M Neuzil; Hamilton Bennett; Wellington Sun; Etza Peters; Mat Makowski; Jim Albert; Kaitlyn Cross; Wendy Buchanan; Rhonda Pikaart-Tautges; Julie E Ledgerwood; Barney S Graham; John H Beigel
Journal:  N Engl J Med       Date:  2020-07-14       Impact factor: 91.245

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3.  In-silico analysis of recombinant protein vaccines based on the spike protein of Indonesian SARS-CoV-2 through a reverse vaccinology approach.

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4.  Mining of Marburg Virus Proteome for Designing an Epitope-Based Vaccine.

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5.  Pharmacogenomics and Vaccine Development.

Authors:  Gregory A Poland; Inna G Ovsyannikova; Richard B Kennedy
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  5 in total

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