Evidence map›Paper›PMID 34171305›Full record

ArticleCell2021

Profiling SARS-CoV-2 HLA-I peptidome reveals T cell epitopes from out-of-frame ORFs.

Shira Weingarten-Gabbay, Susan Klaeger, Siranush Sarkizova, Leah R Pearlman, Da-Yuan Chen, Kathleen M E Gallagher, Matthew R Bauer, Hannah B Taylor, W Augustine Dunn, Christina Tarr and 31 more

Open access · greenAbstract read
In one paragraph

Article in Cell, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 99 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
99citing papers in PubMed, 2 pooled it
11.3field-weighted citation impact, top 1% 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

99 citing papers in PubMed, 2 syntheses or guidelines pooled it, 165 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. HLA-E-restricted SARS-CoV-2 epitopes drive CD8Journal of translational medicine · 2026
    Article
  6. Review
  7. Article
  8. Article
  9. Review
  10. Specific Instability of HLA-A*03:01 Expression in HEK-293 Cells.International journal of molecular sciences · 2025
    Article
  11. Article
  12. Article
  13. A pan-cancer atlas of therapeutic T cell targets.bioRxiv : the preprint server for biology · 2025
    Article
  14. Article
  15. Article
  16. Review
  17. Article
  18. Review
  19. Article
  20. Article

39 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

41 authors at 11 institutions in 2 countries.

Shira Weingarten-GabbayBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA. Electronic address: shirawg@broadinstitute.org.
Susan KlaegerBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA. Electronic address: sklaeger@broadinstitute.org.
Siranush SarkizovaBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Leah R PearlmanBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Da-Yuan ChenDepartment of Biochemistry, Boston University School of Medicine, Boston, MA, USA; National Emerging Infectious Diseases Laboratories, Boston University, Boston, MA, USA.
Kathleen M E GallagherCellular Immunotherapy Program and Cancer Center, Massachusetts General Hospital, Charlestown, MA 02129, USA; Harvard Medical School, Boston, MA 02115, USA.
Matthew R BauerBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Harvard Program in Biological and Biomedical Sciences, Harvard Medical School, Boston, MA 02115, USA.
Hannah B TaylorBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
W Augustine DunnRepertoire Immune Medicines, Cambridge, MA 02139, USA.
Christina TarrRepertoire Immune Medicines, Cambridge, MA 02139, USA.
John SidneyCenter for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA 92037, USA.
Suzanna RachimiBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Hasahn L ConwayDepartment of Biochemistry, Boston University School of Medicine, Boston, MA, USA; National Emerging Infectious Diseases Laboratories, Boston University, Boston, MA, USA.
Katelin KatsisCellular Immunotherapy Program and Cancer Center, Massachusetts General Hospital, Charlestown, MA 02129, USA.
Yuntong WangRepertoire Immune Medicines, Cambridge, MA 02139, USA.
Del Leistritz-EdwardsRepertoire Immune Medicines, Cambridge, MA 02139, USA.
Melissa R DurkinRepertoire Immune Medicines, Cambridge, MA 02139, USA.
Christopher H Tomkins-TinchBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA.
Yaara FinkelDepartment of Molecular Genetics, Weizmann Institute of Science, Rehovot 76100, Israel.
Aharon NachshonDepartment of Molecular Genetics, Weizmann Institute of Science, Rehovot 76100, Israel.
Matteo GentiliBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Keith D RiveraBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Isabel P CarulliTranslational Immunogenomics Laboratory, Dana-Farber Cancer Institute, Boston, MA, USA.
Vipheaviny A CheaTranslational Immunogenomics Laboratory, Dana-Farber Cancer Institute, Boston, MA, USA.
Abishek ChandrashekarCenter for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA, USA.
Cansu Cimen BozkusDepartment of Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, NY, USA.
Mary CarringtonRagon Institute of MGH, MIT and Harvard, Cambridge, MA, USA; Basic Science Program, Frederick National Laboratory for Cancer Research in the Laboratory of Integrative Cancer Immunology, National Cancer Institute, Bethesda, MD, USA.
MGH COVID-19 Collection & Processing TeamMassachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA.
Nina BhardwajDepartment of Hematology and Medical Oncology, Icahn School of Medicine at Mount Sinai Hospital, New York, NY, USA.
Dan H BarouchHarvard Medical School, Boston, MA 02115, USA; Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA, USA; Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA; Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA.
Alessandro SetteCenter for Infectious Disease and Vaccine Research, La Jolla Institute for Immunology (LJI), La Jolla, CA 92037, USA; Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California, San Diego (UCSD), La Jolla, CA 92037, USA.
Marcela V MausCellular Immunotherapy Program and Cancer Center, Massachusetts General Hospital, Charlestown, MA 02129, USA; Harvard Medical School, Boston, MA 02115, USA; Klarman Cell Observatory, Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA.
Charles M RiceLaboratory of Virology and Infectious Disease, The Rockefeller University, New York, NY 10065, USA.
Karl R ClauserBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Derin B KeskinBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Translational Immunogenomics Laboratory, Dana-Farber Cancer Institute, Boston, MA, USA; Health Informatics Lab, Metropolitan College, Boston University, Boston, MA, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Daniel C PregibonRepertoire Immune Medicines, Cambridge, MA 02139, USA.
Nir HacohenBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Medicine, Massachusetts General Hospital, Boston, MA 02114, USA; Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
Steven A CarrBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Jennifer G AbelinBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
Mohsan SaeedDepartment of Biochemistry, Boston University School of Medicine, Boston, MA, USA; National Emerging Infectious Diseases Laboratories, Boston University, Boston, MA, USA. Electronic address: msaeed1@bu.edu.
Pardis C SabetiBroad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA; Massachusetts Consortium on Pathogen Readiness, Boston, MA, USA; Department of Immunology and Infectious Disease, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Howard Hughes Medical Institute, Chevy Chase, MD 20815, USA.
Broad Institute · USBoston University · USBeth Israel Deaconess Medical Center · USDana-Farber Cancer Institute · USLa Jolla Institute for Immunology · USMount Sinai Hospital · USRockefeller University · USWeizmann Institute of Science · ILHarvard University · USMassachusetts General Hospital · USRagon Institute of MGH, MIT and Harvard · US

Funding

Viral Genomics: evolution, spread, and host interactionsU19AI110818 · NIAID · BROAD INSTITUTE, INC. · PI CUOMO, CHRISTINA A · 2014 to 2024
$66.5M
Virology CoreU19AI082630 · NIAID · MASSACHUSETTS GENERAL HOSPITAL · PI RAYMOND T CHUNG · 2009 to 2026
$48.1M
Training Program in Bioinformatics and Integrative GenomicsT32HG002295 · NHGRI · MASSACHUSETTS INSTITUTE OF TECHNOLOGY · PI Peter J Park · 2001 to 2026
$15.8M
MICROSCALED PROTEOGENOMICS FOR CANCER CLINICAL TRIALSU01CA214125 · NCI · BAYLOR COLLEGE OF MEDICINE · PI ANURAG, MEENAKSHI, CARR, STEVEN A · 2017 to 2021
$7.0M
Center of Excellence for High Throughput Proteogenomic CharacterizationU24CA210986 · NCI · BROAD INSTITUTE, INC. · PI CARR, STEVEN A, GILLETTE, MICHAEL A · 2016 to 2020
$6.4M
Type I interferon-stimulated genes and the antiviral immune responseR01AI091707 · NIAID · ROCKEFELLER UNIVERSITY · PI RICE, CHARLES M · 2011 to 2020
$5.5M
Integrated high throughput proteogenomic data analysis center for CPTACU24CA210979 · NCI · BROAD INSTITUTE, INC. · PI BIRGER, CHET, GETZ, GAD A · 2016 to 2020
$4.4M
Merkel cell polyomavirus HLA class I epitopes for generating therapeutic T cell-based cancer immunotherapyR01CA279391 · NCI · DANA-FARBER CANCER INST · PI Derin B Keskin · 2024 to 2026
$2.2M
Host genetic resistance to COVID-19ZIABC011949 · NCI · DIVISION OF BASIC SCIENCES - NCI · PI CARRINGTON, MARY N. · 2020 to 2025
$997k
Physical detection of HLA-C binding peptides to identify and predict immunogenic personal neoepitopes for improving cancer vaccinesR21CA216772 · NCI · DANA-FARBER CANCER INST · PI KESKIN, DERIN B · 2018 to 2019
$420k
CCR NIH HHS HHSN261200800001CNCI NIH HHS HHSN261200800001ENCI NIH HHS R01 CA279391NCI NIH HHS R21 CA216772NCI NIH HHS U01 CA214125NCI NIH HHS U24 CA210979NCI NIH HHS U24 CA210986NHGRI NIH HHS T32 HG002295NIAID NIH HHS R01 AI091707NIAID NIH HHS U19 AI082630NIAID NIH HHS U19 AI110818
6 · The paper itself

Abstract

T cell-mediated immunity plays an important role in controlling SARS-CoV-2 infection, but the repertoire of naturally processed and presented viral epitopes on class I human leukocyte antigen (HLA-I) remains uncharacterized. Here, we report the first HLA-I immunopeptidome of SARS-CoV-2 in two cell lines at different times post infection using mass spectrometry. We found HLA-I peptides derived not only from canonical open reading frames (ORFs) but also from internal out-of-frame ORFs in spike and nucleocapsid not captured by current vaccines. Some peptides from out-of-frame ORFs elicited T cell responses in a humanized mouse model and individuals with COVID-19 that exceeded responses to canonical peptides, including some of the strongest epitopes reported to date. Whole-proteome analysis of infected cells revealed that early expressed viral proteins contribute more to HLA-I presentation and immunogenicity. These biological insights, as well as the discovery of out-of-frame ORF epitopes, will facilitate selection of peptides for immune monitoring and vaccine development.

Indexed as

A549 CellsAllelesAmino Acid SequenceAnimalsAntigen PresentationCOVID-19Epitopes, T-LymphocyteFemaleHEK293 CellsHistocompatibility Antigens Class IHumansKineticsMaleMiceOpen Reading FramesPeptidesEpitopes, T-LymphocyteHistocompatibility Antigens Class IPeptidesProteomecoronavirusHLA Class Iimmunogenicityout-of-frame ORF immunopeptidomicsSARS-CoV-2T Cell responseviral infection

Identifiers

PMID34171305
PMCPMC8173604
OpenAlexW3172192134

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.