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PDGFRα-positive fibroblasts display a proinflammatory phenotype in infection-driven exacerbation of experimental lung fibrosis

2024· article· en· W4404096476 on OpenAlexaff
Lara-Kristin Steinmetz, Tina Röpke, Franziska Aschenbrenner, David S. DeLuca, Tobias Welte, Martin Kolb, Ulrich A. Maus

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicInterstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
Canadian institutionsMcMaster UniversityMcMaster University Medical Centre
Fundersnot available
KeywordsProinflammatory cytokinePhenotypeExacerbationLungFibrosisLung fibrosisPlatelet-derived growth factor receptorMedicineCancer researchPulmonary fibrosisPathologyImmunologyBiologyInflammationReceptorGrowth factorInternal medicineGene

Abstract

fetched live from OpenAlex

Idiopathic pulmonary fibrosis (IPF) is a severe diffuse parenchymal lung disease characterized by high mortality rates and poor prognosis. Patients with IPF can develop an acute worsening of the disease, named acute exacerbation (AE-IPF), which can be triggered by bacterial infections. Here we examined the proinflammatory contribution of PDGFRα-positive fibroblasts to S. pneumoniae (Spn) induced exacerbation of AdTGF-β1 induced lung fibrosis in mice. We found that numbers of PDGFRα- positive lung fibroblasts did not change substantially upon Spn driven worsening of established fibrosis. However, transcriptomic profiling along with single-cell RNA sequencing and proteomic profiling of flow-sorted fibroblasts showed a strong plasticity of fibroblast subsets developing a proinflammatory phenotype within 24 h after bacterial challenge. Remarkably, defined fibroblast subsets from AdTGF-β1+Spn treated mice exhibited strongly increased mRNA and protein levels of leukocyte-subset recruiting chemokines including CCL2, CXCL2, CXCL10, CXCL12 and CXCL13, but also other inflammation-related genes like Serum Amyloid A, Lipocalin 2, Haptoglobin, Tetherin, Mucin 16, Mesothelin, Osteopontin and Gremlin 1. At the same time, we found strongly increased TLR2 but not TLR4 mRNA levels in sorted fibroblasts of mice with Spn-driven fibrosis exacerbation. Collectively, the data suggest that in addition to their prominent role as ECM producing cells, subsets of fibroblasts appear to directly contribute to progression of lung fibrosis through the development of proinflammatory secretory phenotype.

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)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.267
Teacher spread0.261 · 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 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

Citations0
Published2024
Admission routes1
Has abstractyes

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