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Record W4417151410 · doi:10.1080/22221751.2025.2602317

Predictive markers of SARS-CoV-2 spike-specific cytotoxic T cell activity following Omicron breakthrough infection

2025· article· en· W4417151410 on OpenAlexafffund
Kayla A. Holder, Danielle P. Ings, Keeley M. Hatfield, Kathleen E. Fifield, David A. Barnes, Keeley A. Barnable, Debbie O. A. Harnum, Michael D. Grant

Bibliographic record

VenueEmerging Microbes & Infections · 2025
Typearticle
Languageen
FieldMedicine
TopicSARS-CoV-2 and COVID-19 Research
Canadian institutionsNewfoundland and Labrador Centre for Applied Health ResearchMemorial University of Newfoundland
FundersInstitut canadien d'information sur la santéNational Institute of Allergy and Infectious DiseasesCanadian Institutes of Health ResearchPublic Health Agency of CanadaNational Institutes of HealthPublic Health Agency
KeywordsCTL*Cytotoxic T cellAntibody-dependent cell-mediated cytotoxicityImmune systemCytotoxicityVaccinationCellular immunityImmunity

Abstract

fetched live from OpenAlex

At a population level, evaluation of vaccine efficacy and of immunity in general focuses on measuring humoral immunity, especially antibody-mediated neutralization. However, antibody-dependent cell-mediated cytotoxicity (ADCC) and cellular immunity are key processes for pathogen clearance and often provide broader protection against emerging variants. More information on vaccine and infection-related determinants or markers of cell-mediated cytotoxicity is needed to inform design of standardized, high throughput tests assessing these processes. We previously showed that persons infected with SARS-CoV-2 prior to vaccination (hybrid immunity) had polyfunctional CD8+ T cells and robust ADCC against SARS-CoV-2 spike (S), while persons infected with Omicron after vaccination (breakthrough infection) had weak ADCC. In the current study, we investigated the impact of Omicron breakthrough infection on S-specific cellular immunity, including polyfunctional CD8+ T cell and cytotoxic T lymphocyte (CTL) levels of 28 previously uninfected individuals vaccinated either two or three times against SARS-CoV-2. In the group with three vaccinations, Omicron breakthrough infection significantly increased the frequency of circulating SARS-CoV-2 S-specific T cells, polyfunctional interferon-gamma and interleukin-2-producing SARS-CoV-2 S-specific CD8+ T cells and CTL after in vitro stimulation. Matrix testing with overlapping S peptides indicated recognition of one to two CTL epitopes per individual and revealed two previously unreported epitopes. Circulating S-specific cellular immune response magnitude neither correlated with, nor predicted CTL activity against SARS-CoV-2 S, but polyfunctional S-specific CD8+ T cell frequency seven days after stimulation and antibody reactivity against determinants indicating robust ADCC were both associated with day 10 CTL activity.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.127
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.024
GPT teacher head0.333
Teacher spread0.308 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

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