Evidence That TDP-43 is Not the Major Ubiquitinated Target Within the Pathological Inclusions of Amyotrophic Lateral Sclerosis
Bibliographic record
Abstract
Amyotrophic lateral sclerosis (ALS) is an adult-onset neurodegenerative disease characterized by the presence of various types of ubiquitinated inclusions in the cytoplasm of affected motor neurons. The identification of the ubiquitinated targets within these inclusions has represented a major challenge, as this may provide new gene candidates and/or clues to understanding the neurodegenerative mechanism(s) underlying the disease. As such, the nuclear factor TAR DNA-binding protein (TDP-43) was recently identified as a component of ubiquitinated skein-like inclusions and round inclusions in ALS. This identification combined with biochemical evidence led to the suggestion that TDP-43 is the key ubiquitinated target and major disease protein in ALS. Here, using 3-dimensional deconvolution imaging, we have obtained remarkable resolution of skein-like inclusions and round inclusions in ALS. Surprisingly we have found that in contrast to current thinking, TDP-43 is not the major ubiquitinated target within these types of inclusions. These findings raise the possibility that TDP-43 may not necessarily be the key disease protein in ALS and indicate that the major target(s) of ubiquitination remain to be identified.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".