Bibliographic record
Abstract
Prion diseases, also known as transmissible spongiform encephalopathies, are invariably fatal neurodegenerative diseases for which there are no efficacious treatments. Thousands of compounds have been screened for anti-prion effect, and yet of those that have effect in vitro, very few show effect in vivo, especially if administered in the later stages of disease. However, with new techniques for early diagnosis being developed, and with further insight into the pathogenesis of early disease, including the role of oligomers and the contribution of accessory molecules and signalling cascades, the chance of finding a therapeutic strategy is increasing. Beyond clinical therapy, there is increasing need to find effective decontaminants for blood supplies, as variant Creutzfeldt Jakob Disease (vCJD) is transmissible by blood. Non-toxic preventative therapies are also needed, with ongoing cases of Bovine Spongiform Encephalopathy (BSE) and the spread of Chronic Wasting Disease (CWD) being a growing concern. A primary target for therapy has been the conversion of the normal form of prion protein (PrPC) to its abnormal counterpart (PrPSc). Many of the chemotherapeutic agents with antiprion effect share structural similarities, often being polyanionic or polycyclic. They may directly bind PrPC or PrPSc, or they may redistribute, sequester, or down-regulate PrPC, thus preventing its conversion. There have also been some novel approaches, including trapping PrPSc in a multimeric form such that it can no longer cause conversion, increasing clearance of PrPSc, targeting accessory molecules which play a role in conversion, targeting pathways which lead to neurodegeneration, and stem cell therapy. It may be that a combination of compounds will be necessary for maximal effect and there is evidence that synergistic responses occur with dual therapy. This updated review focuses primarily on chemicalbased treatments in light of developments in diagnostic technologies, including results from recent clinical trials, and proposes some promising new targets for prion therapy.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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".