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Record W4386892334 · doi:10.21769/bioprotoc.4818

Differentiation of Bone Marrow Monocytes into Alveolar Macrophages-like Cells through Co-culture with Lung Epithelial Cells and Group 2 Innate Lymphoid Cells

2023· article· en· W4386892334 on OpenAlexaff
Pauline Loos, Thomas Marichal, Bénédicte Machiels, Laurent Gillet

Bibliographic record

VenueBIO-PROTOCOL · 2023
Typearticle
Languageen
FieldImmunology and Microbiology
TopicIL-33, ST2, and ILC Pathways
Canadian institutionsCanada's Michael Smith Genome Sciences Centre
FundersFonds Léon FredericqUniversité de LiègeFonds Wetenschappelijk OnderzoekVlaamse regeringFonds De La Recherche Scientifique - FNRS
KeywordsBone marrowImmunologyBiologyInnate lymphoid cellInflammationLungEmbryonic stem cellCell biologyPopulationCellular differentiationInnate immune systemImmune systemMedicineInternal medicine

Abstract

fetched live from OpenAlex

During life, the embryonic alveolar macrophage (AM) population undergoes successive waves of depletion and replenishment in response to infectious and inflammatory episodes. While resident AMs are traditionally described as from embryonic origin, their ontogeny following inflammation or infection is much more complex. Indeed, it appears that the contribution of monocytes (MOs) to the AM pool is variable and depends on the type of inflammation, its severity, and the signals released in the microenvironment of the pulmonary niche (peripheral imprinting) and/or in the bone marrow (central imprinting). Deciphering the cellular and molecular mechanisms regulating the differentiation of MOs into AMs remains an area of intense investigation, as this could potentially explain part of the inter-individual susceptibility to respiratory immunopathologies. Here, we detail a relevant ex vivo co-culture model to investigate how lung epithelial cells (ECs) and group 2 lung innate lymphoid cells (ILC2s) contribute to the differentiation of recruited MOs into AMs. Interestingly, the presence of lung ILC2s and ECs provides the necessary niche signals to ensure the differentiation of bone marrow MOs into AMs, thus establishing an accessible model to study the underlying mechanisms following different infection or inflammation processes. Key features • Ex vivo co-culture model of the alveolar niche. • Deciphering the particular niche signals underlying the differentiation of MO into AMs and their functional polarization.

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 score0.130
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.010
GPT teacher head0.252
Teacher spread0.242 · 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

Citations3
Published2023
Admission routes1
Has abstractyes

Explore more

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