Bibliographic record
Abstract
INTRODUCTION Multiple sclerosis (MS) is an inflammatory disease that targets oligodendrocytes and myelin and is associated with widespread neuronal and axonal injury thought to account for progression of disability. While several anti-inflammatory therapies are available for MS, they are ineffective in preventing neurological decline. The lack of appropriate models hinders study of the causes of axonal injury. In MS lesions, damaged axons swell, forming spheroids, which present an early, reversible stage of axonal degeneration. This swelling can be distinguished by the accumulation of markers such as β-amyloid precursor protein (β-APP). Lysolecithin (LPC) is a detergent capable of inserting into lipid membranes, disrupting myelin sheaths, and is also a potent stimulator of microglia, which are highly activated in MS. It was hypothesized that lysolecithin will induce axonal swelling and spheroid formation in vivo , similar to that found in MS, and that extended periods of LPC exposure will result in more severe and extensive axonal degeneration. METHODS YFP/Cox8 mice received stereotactic injections of 1% LPC or saline, along with Nuclear Blue to reveal the lesion site, into the ventral white matter tracts. Animals were sacrificed 4, 8, or 24 hours after injection, at which time they were perfused first with phosphate buffered saline and then with 4% paraformaldehyde. Spinal cord tissue was then removed, cryoprotected in 30% sucrose, frozen, and then sectioned in 20μm slices using a cryostat. After tissue had been sectioned, immunohistochemistry was used to label β-APP spheroids in damaged axons. Confocal microscopy was used to image lesions at 40X magnification and ImageJ was used to quantify the density of β-APP positive spheroids. RESULTS Treatment with LPC resulted in higher levels of damage to white matter, with the formation of more β-APP positive spheroids than when mice were injected with a control saline injection. The extent of LPC induced injury increased over time with significantly more β-APP positive spheroids at 24 hours as compared to 4 hours post injection. DISCUSSION AND CONCLUSIONS This study reveals that LPC can cause axonal damage in vivo as demonstrated by the formation of prominent spheroids. Even in very early time-points, lysolecithin was capable of compromising axonal integrity and forming lesion pathology similar to that found in MS. Given that LPC also induces demyelination and microglial activation, it is a useful model to study white matter injury. Examination of myelin injury, as well as neurofilament phosphorylation and levels of microglial activation in future research could help characterize other related mechanisms of injury in LPC-induced lesions. Further understanding of the interrelationship between inflammation, axonal damage, and myelin injury after LPC-induced injury may inform potential mechanisms of MS progression and could aid in the development of new treatments to attenuate disability progression in MS.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".