Antibody targeting TDP-43 mitigates pathogenic pathways induced by the cerebrospinal fluid of ALS
Bibliographic record
Abstract
. Either intrathecal (i.t.) or i.c.v. injection of E6 antibody conferred protective effects in this model of disease. Thus, the CSF-inoculated E6 antibody reduced motor and cognitive impairments, mitigated TDP-43 proteinopathy and prevented neurofilament (Nf) disorganization in cortical and spinal neurons. Administration of E6 antibody reduced the loss of motor neurons in the spinal cord and the denervation of neuromuscular junctions. Moreover, E6 antibody promoted a switch toward features associated with a protective phenotype of microglial activation characterized by enhanced phagocytic function and reduced secretion of pro-inflammatory cytokines. The results suggest that an immunotherapy targeting the RRM1 domain of TDP-43 may confer protection against pathogenic pathways triggered by the CSF of ALS patients.
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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) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".