MétaCan
Menu
Back to cohort
Record W4407868809 · doi:10.1101/2025.02.18.638845

GATA2 Mediates Macrophage Proliferation During Atherosclerosis

2025· preprint· en· W4407868809 on OpenAlexaff
Amena Aktar, Angela M. Vrieze, Kiera Telesnicki, Minhyuk Mun, Kasia Wodz, Charles Yin, Paisley Cox‐Duvall, David Nagpal, Bryan Heit

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2025
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMicroRNA in disease regulation
Canadian institutionsLondon Health Sciences CentreRobarts Clinical TrialsUniversity of AlbertaWestern University
Fundersnot available
KeywordsMacrophageCell biologyBusinessBiologyGenetics

Abstract

fetched live from OpenAlex

Atherosclerosis is fueled by the buildup of lipid-laden macrophages within the vascular intima. These macrophages are derived from monocytes that are recruited from the circulation into the developing lesion, where they proliferate and differentiate into macrophages, with proliferation producing most of the macrophages in the resulting lesions. However, the signals and transcriptional events driving the proliferation of atherosclerotic plaque macrophages remain poorly understood. Analysis of human plaque spanning a range of disease severity identified a subpopulation of macrophages that expressed the hematopoietic transcription factor GATA2. These GATA2-expressing macrophages had a transcriptional profile that was intermediary between monocytes and mature macrophages, and selectively upregulated genes associated with proliferation and apoptosis. The expression of GATA2 was concomitant with plaque macrophage proliferation at all stages of disease, with over 90% of proliferating macrophages expressing GATA2. GATA2 was upregulated in macrophages following exposure to oxLDL, with GATA2 expression being necessary and sufficient for the proliferation of these macrophages. In these cells, GATA2 mediates proliferation by upregulating expression of the proto-oncogene MYB, while simultaneously decreasing sensitivity to apoptosis induced by the unfolded protein response. Together, these data identify GATA2 as a transcription factor upregulated by atherogenic stimuli that functions as the primary mediator of macrophage proliferation in atherosclerotic plaque.

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 score0.002
Threshold uncertainty score0.007

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)0.0020.001

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 head0.008
GPT teacher head0.215
Teacher spread0.207 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venuebioRxiv (Cold Spring Harbor Laboratory)Same topicMicroRNA in disease regulationFrench-language works237,207