Contrasting Effects of SARS-CoV-2 Vaccination vs. Infection on Antibody and TCR Repertoires
Braun, J.; Hill, E. D.; Contreras, E.; Yasuda, M.; Morgan, A.; Ditelberg, S.; Winter, E.; Callahan, C.; Mazzoni, G.; Kirmaier, A.; Mirebrahim, H.; Asgharian, H.; Telman, D.; Collier, A.-R. Y.; Barouch, D. H.; Riedel, S.; Dutta, S.; Rubelt, F.; Arnaout, R.
Show abstract
Antibodies and helper T cells play important roles in SARS-CoV-2 infection and vaccination. We sequenced B- and T-cell receptor repertoires (BCR/TCR) from the blood of 251 infectees, vaccinees, and controls to investigate whether features of these repertoires could predict subjects SARS-CoV-2 neutralizing antibody titer (NAbs), as measured by enzyme-linked immunosorbent assay (ELISA). We sequenced recombined immunoglobulin heavy-chain (IGH), TCR{beta} (TRB), and TCR{delta} (TRD) genes in parallel from all subjects, including select B- and T-cell subsets in most cases, with a focus on their hypervariable CDR3 regions, and correlated this AIRRseq data with demographics and clinical findings from subjects electronic health records. We found that age affected NAb levels in vaccinees but not infectees. Intriguingly, we found that vaccination and infection have an effect on non-productively recombined IGHs, suggesting an effect that precedes clonal selection. We found that repertoires binding capacity to known SARS-CoV-2-specific CD4+ TRBs performs as well as the best hand-tuned approximate or "fuzzy" matching at predicting a protective level of NAbs, while also being more robust to repertoire sample size and not requiring hand-tuning. The overall conclusion from this large, unbiased, clinically well annotated dataset is that B- and T-cell adaptive responses to SARS-CoV-2 infection and vaccination are surprising, subtle, and diffuse. We discuss methodological and statistical challenges faced in attempting to define and quantify such strong-but-diffuse repertoire signatures and present tools and strategies for addressing these challenges.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Pandemic, epidemic, endemic: B cell repertoire analysis reveals unique anti-viral responses to SARS-CoV-2, Ebola and Respiratory Syncytial Virus 96%
- Deep sequencing of B cell receptor repertoires from COVID-19 patients reveals strong convergent immune signatures 96%
- A framework to identify antigen-expanded T Cell Receptor (TCR) clusters within complex repertoires 96%
Similar papers in this journal
Similar papers in this journal
- The Observed T cell receptor Space database enables paired-chain repertoire mining, coherence analysis and language modelling 96%
- COVID-19 vaccination recruits and matures cross-reactive antibodies to conserved epitopes in endemic coronavirus Spike proteins 96%
- Evolution of SARS-CoV-2 T cell responses as a function of multiple COVID-19 boosters 95%
Similar papers in this journal
- Characterizing adjuvants' effects at the murine immunoglobulin repertoire level 96%
- T cell epitope mapping reveals immunodominance of evolutionarily conserved regions within SARS-CoV-2 proteome. 96%
- Ancestral SARS-CoV-2 immune imprinting persists on RBD but not NTD after sequential Omicron infections 95%
Similar papers in this journal
- Comprehensive characterization of the antibody responses to SARS-CoV-2 Spike protein after infection and/or vaccination 96%
- Human B cell lineages engaged by germinal centers following influenza vaccination are measurably evolving 96%
- Human thymopoiesis produces polyspecific CD8+ alfa/beta T cells responding to multiple viral antigens 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.