Friedreich cardiomyopathy is a secondary desminopathy
Bibliographic record
Abstract
Heart disease is an integral part of Friedreich ataxia (FA) and the most common cause of death in this autosomal recessive disease. The result of the mutation is lack of frataxin, a small mitochondrial protein. The clinical and pathological phenotypes of FA are complex, involving brain, spinal cord, dorsal root ganglia, sensory nerves, heart, and endocrine pancreas. The hypothesis is that frataxin deficiency causes downstream changes in the proteome of the affected tissues, including the heart. A proteomic analysis of heart proteins in FA cardiomyopathy by antibody microarray, Western blots, immunohistochemistry, and double-label laser scanning confocal immunofluorescence microscopy revealed upregulation of desmin and its chaperone protein, αB-crystallin. In normal hearts, these two proteins are co-localized at intercalated discs and Z discs. In FA, desmin and αB-crystallin aggregate, causing chaotic modification of intercalated discs, clustering of mitochondria, and destruction of the contractile apparatus of cardiomyocytes. Western blots of tissue lysates in FA cardiomyopathy reveal a truncated desmin isoprotein that migrates at a lower molecular weight range than wild type desmin. While desmin and αB-crystallin are not mutated in FA, the accumulation of these proteins in FA hearts allows the conclusion that FA cardiomyopathy is a desminopathy akin to desmin myopathy of skeletal muscle.
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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 | 0.001 | 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) | 0.003 | 0.001 |
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".