Evidence map›Paper›PMID 34127050›Full record

ArticleGenome medicine2021

Landscape and selection of vaccine epitopes in SARS-CoV-2.

Christof C Smith, Kelly S Olsen, Kaylee M Gentry, Maria Sambade, Wolfgang Beck, Jason Garness, Sarah Entwistle, Caryn Willis, Steven Vensko, Allison Woods and 18 more

Open access · goldAbstract read
In one paragraph

Article in Genome medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.

0numbers the graph read from it
0cells of the map it votes in
41citing papers in PubMed
2.8field-weighted citation impact, top 8% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

41 citing papers in PubMed, 59 citations in OpenAlex.

  1. Trial
  2. Article
  3. Article
  4. Article
  5. Pan-Variant SARS-CoV-2 Vaccines Induce Protective Immunity by Targeting Conserved Epitopes.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Article
  6. Review
  7. Antibody-dependent enhancement of coronaviruses.International journal of biological sciences · 2025
    Review
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Review
  14. Article
  15. Identification of mouse CD4Frontiers in immunology · 2024
    Article
  16. Article
  17. Article
  18. Review
  19. Review
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

28 authors at 5 institutions in 1 country.

Christof C Smith *Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA.
Kelly S Olsen *Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA.
Kaylee M GentryLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Maria SambadeLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Wolfgang BeckDepartment of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA.
Jason GarnessLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Sarah EntwistleLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Caryn WillisLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Steven VenskoLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Allison WoodsDepartment of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA.
Misha FiniDepartment of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA.
Brandon CarpenterLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Eric RouthLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Julia KodyshDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Timothy O'DonnellDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Carsten HaberPEPperPRINT GmbH, Heidelberg, Germany.
Kirsten HeissPEPperPRINT GmbH, Heidelberg, Germany.
Volker StadlerPEPperPRINT GmbH, Heidelberg, Germany.
Erik GarrisonGenomics Institute, University of California, Santa Cruz, CA, USA.
Adam M SandorLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Jenny P Y TingLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Jared WeissLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Krzysztof KrajewskiDepartment of Biochemistry and Biophysics, UNC School of Medicine, Chapel Hill, NC, USA.
Oliver C GrantComplex Carbohydrate Research Center, University of Georgia, Athens, GA, USA.
Robert J WoodsComplex Carbohydrate Research Center, University of Georgia, Athens, GA, USA.
Mark HeiseLineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA.
Benjamin G Vincent *Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, NC, USA. benjamin_vincent@med.unc.edu.
Alex Rubinsteyn *Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, CB# 7295, Chapel Hill, NC, 27599-7295, USA. alex.rubinsteyn@unc.edu.ORCID 0000-0003-2839-2870
University of North Carolina at Chapel Hill · USUniversity of North Carolina Health Care · USIcahn School of Medicine at Mount Sinai · USUniversity of Georgia · USUniversity of California, Santa Cruz · US

Funding

Virology Research Program (Program 4)P30CA016086 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI David Darr · 1985 to 2026
$201.5M
Micro-Particle Delivery of a Potent Intracellular Adjuvant for a Universal Flu VaccineR01AI141333 · NIAID · UNIV OF NORTH CAROLINA CHAPEL HILL · PI BACHELDER, ERIC, TING, JENNY P · 2019 to 2023
$5.9M
CAROLINA CANCER NANOTECHNOLOGY TRAINING PROGRAM (C-CNTP)T32CA196589 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI Gaorav P. Gupta, ALEXANDER V KABANOV · 2015 to 2026
$4.5M
UNC Integrated Translational Oncology Program (UNC-iTOP)T32CA244125 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI WILLIAM Y. KIM, Jen Jen Yeh · 2019 to 2026
$3.9M
Gvl mHA Specific T Cell Responses Prevent AML Relapse Following Allogeneic Stem Cell Transplantation.R37CA247676 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI VINCENT, BENJAMIN G · 2020 to 2025
$3.6M
Design and Delivery of Neoantigen-based Tumor VaccinesF30CA225136 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI SMITH, CHRISTOF CHIU · 2018 to 2021
$142k
NCI NIH HHS 1F30CA225136NCI NIH HHS F30 CA225136NCI NIH HHS P30 CA016086NCI NIH HHS R37 CA247676NCI NIH HHS T32 CA196589NCI NIH HHS T32 CA244125NIAID NIH HHS R01 AI141333
6 · The paper itself

Abstract

backgroundEarly in the pandemic, we designed a SARS-CoV-2 peptide vaccine containing epitope regions optimized for concurrent B cell, CD4

methodsWe explored the set of computationally predicted SARS-CoV-2 HLA-I and HLA-II ligands, examining protein source, concurrent human/murine coverage, and population coverage. Beyond MHC affinity, T cell vaccine candidates were further refined by predicted immunogenicity, sequence conservation, source protein abundance, and coverage of high frequency HLA alleles. B cell epitope regions were chosen from linear epitope mapping studies of convalescent patient serum, followed by filtering for surface accessibility, sequence conservation, spatial localization near functional domains of the spike glycoprotein, and avoidance of glycosylation sites.

resultsFrom 58 initial candidates, three B cell epitope regions were identified. From 3730 (MHC-I) and 5045 (MHC-II) candidate ligands, 292 CD8

conclusionsOverall, we find our selection process and vaccine formulation to be appropriate for identifying T cell epitopes and eliciting T cell responses against those epitopes. Further studies are needed to optimize prediction and induction of B cell responses, as well as study the protective capacity of predicted T and B cell epitopes.

Indexed as

Amino Acid SequenceAnimalsComputational BiologyCOVID-19COVID-19 VaccinesEpitopes, B-LymphocyteEpitopes, T-LymphocyteFemaleHistocompatibility Antigens Class IHistocompatibility Antigens Class IIHumansMaleMiceMice, Inbred BALB CPeptidesSARS-CoV-2COVID-19 VaccinesEpitopes, B-LymphocyteEpitopes, T-LymphocyteHistocompatibility Antigens Class IHistocompatibility Antigens Class IIPeptidesSpike Glycoprotein, Coronavirusspike protein, SARS-CoV-2B cellCOVID-19SARS-CoV-2T cellvaccine

Identifiers

PMID34127050
PMCPMC8201469
OpenAlexW3167398245

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.