MétaCan
Menu
Back to cohort
Record W4417259752 · doi:10.1007/s00259-025-07691-4

Longitudinal [18F]LW223 PET imaging of macrophage-driven inflammation following myocardial infarction in a rat model: implications for left ventricular remodelling

2025· article· en· W4417259752 on OpenAlexaff
Mark G. MacAskill, Victoria J. M. Reid, Carlos J. Alcaide‐Corral, Timaeus E. F. Morgan, Lachlan J. N. Waddell, Adrian Thomson, Takeshi Fujisawa, Nicholas L. Mills, Judit Aguilar Martí, Dominic Kurian, Thomas M. Wishart, Ana Clara Juan De Albuquerque, E. Chui, Agne Knyzeliene, Viktória Balogh, Catriona Wimberley, Marc R. Dweck, David E. Newby, Christophe Lucatelli, Sally L. Pimlott, Andrew Sutherland, Adriana Tavares

Bibliographic record

VenueEuropean Journal of Nuclear Medicine and Molecular Imaging · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac Fibrosis and Remodeling
Canadian institutionsInstitute of Particle Physics
FundersBiotechnology and Biological Sciences Research CouncilEngineering and Physical Sciences Research CouncilBritish Heart FoundationChan Zuckerberg InitiativeWellcome Trust
KeywordsMyocardial infarctionInflammationPet imagingPositron emission tomographyCardiac imagingCardiac PETPET-CTVentricular remodeling

Abstract

fetched live from OpenAlex

Abstract Purpose Inflammation affects cardiac remodelling following myocardial infarction (MI), and can be imaged using Positron Emission Tomography (PET) targeting the 18 kDa translocator protein (TSPO). We utilised a rat reperfusion MI model to assess whether longitudinal [ 18 F]LW223 could accurately measure macrophage-driven inflammation using outcome measures amenable to clinical translation, in addition to assessing the prognostic potential of [ 18 F]LW223 for cardiac dysfunction. Methods Adult male Sprague–Dawley rats underwent coronary artery ligation and reperfusion to induce MI. [ 18 F]LW223 PET/Computed Tomography was performed longitudinally on day 2, 7, 14 and 28 post-MI. On day 28, cardiac function was assessed by ultrasound. Naïve and sham rat controls were compared to the MI cohort. A separate cohort of rats were produced for histological validation and proteomic analysis. Results [ 18 F]LW223 standard uptake value corrected for myocardial blood flow ( SUV MBF ) was highest within the MI cohort and localised to the infarct. This peaked at day 2 and remained elevated versus naïve and sham controls out to day 28. These patterns were validated by histology, revealing that the majority of TSPO expressing cells within the infarct at day 2 were also CD68 + (55.2%). Proteomics confirmed upregulation of several proinflammatory processes at day 2, and a commonality in upregulated inflammatory response proteins at both day 2 and day 28, indicting ongoing inflammation. Infarct [ 18 F]LW223 uptake at day 2 correlated with infarct size ( p = 0.0016, R 2 = 0.73) and cardiac dysfunction at day 28 ( p = 0.0020, R 2 = 0.82). Conclusion [ 18 F]LW223 identifies a persistent and predominantly macrophage-driven inflammatory response with early [ 18 F]LW223 infarct binding associated with later cardiac dysfunction.

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)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
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 head0.013
GPT teacher head0.277
Teacher spread0.264 · 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 venueEuropean Journal of Nuclear Medicine and Molecular ImagingSame topicCardiac Fibrosis and RemodelingFrench-language works237,207