Monocytic involvement in the neuroinflammatory response after retinal injury
Bibliographic record
Abstract
Aims/Purpose: Inflammation and disease lead to the recruitment of blood monocyte‐derived macrophages (MDM) to the central nervous system. The role of MDMs following a neuroinflammatory process after a lesion remains elusive because MDMs that enter the neural parenchyma are difficult to distinguish from microglia. The aim of this study is to elucidate the response of recruited MDMs after selective retinal ganglion cell (RGC) injury. Methods: Unilateral complete intra‐orbital optic nerve (ON) crush was performed in adult C57BL/6J LysM‐GFP mice carrying the selective marker green fluorescent protein (GFP) in myeloid MDM but not microglia, 1 week after retrograde labelling of RGCs with the neuronal tracer hydroxystilbamidine (OHSt) from the superior colliculi. This injury model allows to investigate how the retinal mononuclear phagocytic system responds to a neurodegenerative process via the phagocytic activity of its main cellular components, resident microglia and recruited MDM, both in the injured retina and its contralateral uninjured fellow retina, at 5‐, 7‐ or 10‐days post‐lesion. Results: At all‐time points after injury, microglial phagocytic activity was statistically significant in the injured retina compared to the uninjured fellow retina. In comparison to naïve retinas, the number of MDMs increases significantly after injury in both injured and uninjured retinas. In injured retinas the increase is statistically higher. However, only a subset of the recruited MDMs shows phagocytic activity in the injured retinas 10 days after the lesion but not before. In contrast, the population of MDMs in the contralateral uninjured retina shows no signs of phagocytic activity after the lesion. Conclusions: In the injured retina, recruited MDMs show an initial quiescent stage, with no phagocytic activity compatible with a neuroprotective state, followed by a delayed phase with detrimental behaviour for RGC survival. In the uninjured fellow retinas however, MDMs retain a quiescent stage. It is tempting to suggest that following ON injury, recruited MDMs adopt an initial neuroprotective stage followed by a detrimental phagocytic activity in the injured retina, whereas in the uninjured retina MDMs remain in the initial stage.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".