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Characterization of M1 and M2 macrophages in human lung tissue

2013· article· en· W1618761652 on OpenAlexaff
Erica Bazzan, Graziella Turato, Elena Mutti, Eleonora Farinazzo, Marco Damin, Kim Lokar-Oliani, Piero Maestrelli, Simonetta Baraldo, Marina Saetta, Manuel G. Cosío

Bibliographic record

VenueEuropean Respiratory Journal · 2013
Typearticle
Languageen
FieldImmunology and Microbiology
TopicImmune cells in cancer
Canadian institutionsMcGill UniversityRoyal Victoria Hospital
Fundersnot available
KeywordsCOPDMedicineProinflammatory cytokineLungInflammationPhenotypePathologyMacrophageAlveolar macrophageHuman lungImmunologyInternal medicineIn vitroBiologyGene

Abstract

fetched live from OpenAlex

Background. Alveolar macrophages (AM) in experimental models can express a proinflammatory M1 or an antiinflammatory M2 phenotype. The presence and function of these phenotypes in human disease have not been established. Aim. To study if the M1 and M2 phenotypes of AM are expressed in humans, in particular in lung tissue of nonsmokers and smokers with and without COPD. Methods. Alveolar macrophages were immunostained in sequential slides for M1 (iNOS) and M2 (CD206) in lungs of 11 severe COPD, 13 smokers without COPD and 11 nonsmokers. M1 and M2 AM were counted and expressed as percentage of total AM. Results. In COPD the proportion of M1 [53(16-81)%] and M2 [76(40-98)%] was higher than in nonsmokers: M1 [24(11-44)%] and M2 [44(0-88)%], p<0.05 for both. The proportion of M1 was also higher in smokers without COPD [52(31-81)%], than in nonsmokers [24(11-44)%] (p=0.009). In COPD there were more M2 than M1 AM (p=0.03). The sum of the percentage of AM expressing M1 and M2 markers exceeded 100% in most of COPD subjects [132(85-159)%] and smokers without COPD [124(87-144)%] suggesting that a high proportion of AM expressed both M1 and M2 markers. From these data we calculated that the alveolar macrophages M0 (no M1, no M2) decreased from a minimum of 32% in nonsmokers to a minimum of 15% in smokers with COPD (p=0.004). Conclusions. Alveolar macrophages can be present as M0, M1 and M2 in normal and diseased lungs. Nonsmokers have a high proportion of M0 macrophages that decreases markedly in COPD. With the development of the chronic inflammation characteristic of COPD alveolar macrophages express both M1 and M2 markers in high proportion, often simultaneously.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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 head0.011
GPT teacher head0.246
Teacher spread0.235 · 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".

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Citations0
Published2013
Admission routes1
Has abstractyes

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