Defective Ribosome Recycling: A Bridge Between Translation Fidelity, Organelle Dysfunction, and Diseases
Bibliographic record
Abstract
Ribosome recycling is a fundamental biological process crucial for cellular health. Defective recycling disrupts ribosome biogenesis and organelle function, particularly in mitochondria, contributing to ribosomopathies, neurodegenerative diseases, and cancer. While not directly linked to human diseases via known genetic mutations, emerging evidence suggests a critical interplay between ribosome recycling and organelle quality control. Impaired ribosome recycling leads to aberrant ribosome production, compromised translational quality control, protein misfolding, and subsequent organelle dysfunction and cellular stress. These cascading defects underscore the critical need for effective ribosome reutilization, especially under stress, as disruptions can cause translational arrest and heightened stress signaling, perturbing cellular homeostasis. Our analyses establish an indirect but significant link between ribosome recycling and human disease, offering new perspectives on how translational fidelity and organelle maintenance converge to support cellular well-being.
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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) | 0.001 | 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 | 0.001 | 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".