Predicting the Immunogenicity of T cell epitopes: From HIV to SARS-CoV-2.


Journal

bioRxiv : the preprint server for biology
Titre abrégé: bioRxiv
Pays: United States
ID NLM: 101680187

Informations de publication

Date de publication:
15 May 2020
Historique:
entrez: 9 6 2020
pubmed: 9 6 2020
medline: 9 6 2020
Statut: epublish

Résumé

We describe a physics-based learning model for predicting the immunogenicity of Cytotoxic T Lymphocyte (CTL) epitopes derived from diverse pathogens, given a Human Leukocyte Antigen (HLA) genotype. The model was trained and tested on experimental data on the relative immunodominance of CTL epitopes in Human Immunodeficiency Virus infection. The method is more accurate than publicly available models. Our model predicts that only a fraction of SARS-CoV-2 epitopes that have been predicted to bind to HLA molecules is immunogenic. The immunogenic CTL epitopes across all SARS-CoV-2 proteins are predicted to provide broad population coverage, but the immunogenic epitopes in the SARS-CoV-2 spike protein alone are unlikely to do so. Our model predicts that several immunogenic SARS-CoV-2 CTL epitopes are identical to those contained in low-pathogenicity coronaviruses circulating in the population. Thus, we suggest that some level of CTL immunity against COVID-19 may be present in some individuals prior to SARS-CoV-2 infection.

Identifiants

pubmed: 32511339
doi: 10.1101/2020.05.14.095885
pmc: PMC7241102
pii:
doi:

Types de publication

Preprint

Langues

eng

Commentaires et corrections

Type : UpdateIn

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Auteurs

Ang Gao (A)

Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Department of Chemical Engineering, Massachusetts Institute of Technology Cambridge, MA 02139, USA.

Zhilin Chen (Z)

Ragon Insitute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard, Cambridge, MA 02139, USA.

Florencia Pereyra Segal (FP)

Brigham and Women's Hospital, Boston, MA 02115, USA.

Mary Carrington (M)

Ragon Insitute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard, Cambridge, MA 02139, USA.
Basic Science Program, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA.

Hendrik Streeck (H)

Institut für Virologie, Universitätsklinikum Bonn, 53127 Bonn, Germany.

Arup K Chakraborty (AK)

Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Ragon Insitute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard, Cambridge, MA 02139, USA.
Department of Chemical Engineering, Massachusetts Institute of Technology Cambridge, MA 02139, USA.
Department of Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.

Boris Julg (B)

Ragon Insitute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard, Cambridge, MA 02139, USA.

Classifications MeSH