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Association of blood inflammatory endotypes and asthma burden in moderate-to-severe pediatric asthma

2024· article· en· W4404090553 on OpenAlexaff
Amir Bahmani, Susanne J. H. Vijverberg, Simone Hashimoto, Christine Wolff, Catarina Almqvist, Lizan D. Bloemsma, Susanne Brandstetter, Paula Corcuera, Mario Gorenjak, Susanne Harner, Anna M. Hedman, Michael Kabesch, Leyre López‐Fernández, Aletta D. Kraneveld, Anne H. Neerincx, Maria Pino‐Yanes, Uroš Potočnik, Olaia Sardón‐Prado, Barbara Dierdorp, Tamara Dekker, Nariman K. A. Metwally, JanWillem Duitman, René Lutter, Paul Brinkman, Mahmoud I. Abdel‐Aziz, Anke H. Maitland‐van der Zee

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicAsthma and respiratory diseases
Canadian institutionsInstitute of Infection and Immunity
Fundersnot available
KeywordsAsthmaMedicineAssociation (psychology)Immunology

Abstract

fetched live from OpenAlex

Background: The complexity underlying immunological mechanisms in children with moderate to severe asthma is unclear. Aim: We aimed to investigate association of blood inflammatory parameters on asthma burden in children with moderate to severe asthma. Methods: Blood inflammatory parameters (eosinophil and neutrophil counts and inflammatory mediators) were measured in 126 children (6-17 years) with moderate-severe asthma from SysPharmPediA cohort across four European countries. Children were divided into mixed, eosinophilic, neutrophilic, and paucigranulocytic asthma based upon blood eosinophil (cut-offs: 0.3×109/L or 0.5×109/L) and neutrophil counts (cut-off: 4×109/L). Inflammatory mediators and burden of disease (asthma control, exacerbations and school days missed in past year) were compared between groups. Results: Children with neutrophilic asthma had lowest lung function (FEV1%predicted pre-salbutamol) compared to other blood inflammatory endotypes. Children with increased blood eosinophils and neutrophils (mixed group) were most often uncontrolled and had highest asthma-related school absence in past year. IL-6 and MMP-9 levels were higher in patients with mixed or neutrophilic asthma, while TIMP-2 was lower in patients with neutrophilic asthma compared to children with eosinophilic or paucigranulocytic asthma. IL-5 was increased in eosinophilic group compared to neutrophilic and paucigranulocytic groups. Conclusion: Different blood inflammatory endotypes can be identified in children with moderate to severe asthma while being on maintenance treatment. High blood neutrophil and eosinophil counts despite inhaled corticosteroid (ICS) use are associated with a higher asthma burden.

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)0.000
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.006
GPT teacher head0.236
Teacher spread0.230 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

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