MétaCan
Menu
← Back to cohort
Record W4417321114 · doi:10.1038/s41467-025-67577-9

Primary SARS-CoV-2 exposure by vaccination or infection shapes immune responses to omicron variants among a Spanish cohort

2025· article· en· W4417321114 on OpenAlexaff
Otávio T. Ranzani, Carla Martín Pérez, Rocío Rubio, Anna Ramírez‐Morros, Alfons Jiménez, Marta Vidal, Mar Canyelles, Cèlia Torres, Diana Barrios, Inocência Cuamba, Pere Santamaría, Pau Serra, Luís Izquierdo, Josep Vidal‐Alaball, Luis M. Molinos‐Albert, Ruth Aguilar, Anna Ruiz‐Comellas, Gemma Moncunill, Carlota Dobaño

Bibliographic record

VenueNature Communications · 2025
Typearticle
Languageen
FieldMedicine
TopicSARS-CoV-2 and COVID-19 Research
Canadian institutionsUniversity of Calgary
FundersFundació Privada Daniel Bravo AndreuEuropean Commission
KeywordsImmune systemVaccinationHumoral immunityAntibodyImmunityAntigenCohortAcquired immune system

Abstract

fetched live from OpenAlex

The comparison between vaccine-induced and infection-acquired adaptive immunity, and their co-occurrence -referred to as "hybrid immunity"- is of great interest and remains an area with significant knowledge gaps. Given that most of the population already has hybrid immunity to COVID-19, a key question is whether the order of infection-acquired and vaccine-induced immunity affects the immune response. Here, we analyze the humoral and T-cell responses in a Spanish cohort with longitudinal blood sampling spanning 2020-2023. We observe higher anti-RBD antibody levels against Omicron in individuals initially exposed to SARS-CoV-2 antigens via vaccination compared to those first exposed through natural infection. This difference diminishes with an increasing number of exposures. The dynamics of antibody levels over time correlate with clinical protection: those first-infected have higher protection early on, whereas those first-vaccinated show greater protection later, especially with the arrival of the Omicron variant. This phenomenon may reflect immune imprinting. In contrast to the humoral response, the T-cell response is higher in individuals first exposed through infection, although T-cell findings may be underpowered because of limited sample size. Our study provides valuable insights into the impact of initial antigen exposure on humoral and cellular responses to SARS-CoV-2.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.030
GPT teacher head0.374
Teacher spread0.345 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueNature Communications→Same topicSARS-CoV-2 and COVID-19 Research→French-language works237,207→