Viral epitope profiling of COVID-19 patients reveals cross-reactivity and correlates of severity

Science. 2020 Nov 27;370(6520):eabd4250. doi: 10.1126/science.abd4250. Epub 2020 Sep 29.

Abstract

Understanding humoral responses to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is critical for improving diagnostics, therapeutics, and vaccines. Deep serological profiling of 232 coronavirus disease 2019 (COVID-19) patients and 190 pre-COVID-19 era controls using VirScan revealed more than 800 epitopes in the SARS-CoV-2 proteome, including 10 epitopes likely recognized by neutralizing antibodies. Preexisting antibodies in controls recognized SARS-CoV-2 ORF1, whereas only COVID-19 patient antibodies primarily recognized spike protein and nucleoprotein. A machine learning model trained on VirScan data predicted SARS-CoV-2 exposure history with 99% sensitivity and 98% specificity; a rapid Luminex-based diagnostic was developed from the most discriminatory SARS-CoV-2 peptides. Individuals with more severe COVID-19 exhibited stronger and broader SARS-CoV-2 responses, weaker antibody responses to prior infections, and higher incidence of cytomegalovirus and herpes simplex virus 1, possibly influenced by demographic covariates. Among hospitalized patients, males produce stronger SARS-CoV-2 antibody responses than females.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Antibodies, Neutralizing / blood
  • Antibodies, Neutralizing / immunology
  • Antibody Formation
  • COVID-19 / blood
  • COVID-19 / immunology*
  • COVID-19 Serological Testing
  • Cross Reactions
  • Cryoelectron Microscopy
  • Epitope Mapping*
  • Epitopes / chemistry
  • Epitopes / genetics
  • Epitopes / immunology*
  • Female
  • Humans
  • Male
  • Protein Conformation
  • SARS-CoV-2 / immunology*
  • Seroconversion
  • Severity of Illness Index*

Substances

  • Antibodies, Neutralizing
  • Epitopes