Cardiolipin-Based Nanoparticles Inhibit α-Synuclein Fibrilization
Bibliographic record
Abstract
Synucleinopathies are a group of neurodegenerative disorders characterized by structural aberrations in the protein alpha-synuclein (α-syn). In these disorders, α-syn accumulates and misfolds, contributing to the formation of intracellular inclusion bodies believed to precede cellular death. We investigated the capacity of cardiolipin (CL)-based nanoparticles to reverse α-syn fibrillization, and rescue loss of dopamine neurons. Using circular dichroism (CD) and transmission electron microscopy (TEM), we assessed conformational changes in α-syn upon interaction with CL-nanoparticles. Combined with functional assessment of CL-nanoparticles in rodent models of synucleinopathy, we demonstrate that CL nanoparticles induced structural refolding of fibrillar α-syn toward a monomeric α-helical form, dissolving α-syn aggregates and rescuing from cell death. Thus, CL-based nanoparticles may represent a therapeutic tool to mitigate synucleinopathy.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| 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".