Abstract WMP120: Radiosurgery Induces Novel Protein Changes on the Endothelium of Arteriovenous Malformations: Potential for Therapeutic Targets
Bibliographic record
Abstract
Introduction: Brain arteriovenous malformations (AVMs) are a significant cause of hemorrhagic stroke. Almost one third are untreatable using current methods. We aim to use stereotactic radiosurgery as a priming tool to elicit novel protein expression on irradiated AVM vessels and targeting with thrombotic antibody-conjugates to induce rapid thrombosis and vessel closure. Hypothesis: Radiosurgery induces novel protein changes on the AVM endothelium that are potential therapeutic targets. Methods: A model arteriovenous fistula (AVF) formed in rats was irradiated by GammaKnife (20Gy) or sham-irradiated. After 24h, animals were perfused with EZ-link Sulfo-NHS-LC Biotin to label surface-accessible proteins. Biotinylated AVFs were dissected, pooled (n=4/group) and protein extracted. Biotin-labelled proteins were enriched on streptavidin-agarose beads before LC-MS/MS using SWATH acquisition label-free mass spectrometry. Results: At 24h post-irradiation, 280 surface-associated proteins were identified in sham and irradiated extracts. Of these, 56 were up-regulated in irradiated AVMs (greater than 1.5-fold change vs sham). Radiation increased fibrinogen α/β (1.5-fold), platelet factor 4 (16-fold) and plasminogen (2-fold), suggesting enhanced adhesion of blood-borne molecules to the vessel wall. Twenty-eight mitochondrial proteins increased, including manganese superoxide dismutase (2-fold), which may reflect radiation-induced changes in subcellular localization or cell lysis causing intracellular molecule release and entrapment. Troponin I (cardiac) and tropomyosin 1α, actin-associated proteins externalized under stress, increased 14- and 4-fold. Secreted and membrane proteins were also identified (e.g. clusterin, 1.5-fold; CD93, 5-fold; Ras-related Rab18, 1.8-fold). Conclusions: Using in vivo biotin labelling, we have identified a series of novel surface-accessible proteins induced by radiosurgery that are potential therapeutic targets. Externalization of intracellular proteins may provide unique radiation-stimulated candidates for vascular targeting in AVMs.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".