Mitochondrial and Reactive Oxygen Species Signaling Coordinate Stem Cell Fate Decisions and Life Long Maintenance
Bibliographic record
Abstract
Significance: Recent discoveries in mitochondrial biology have transformed and further solidified the importance of mitochondria in development, aging, and disease. Within the realm of regenerative and stem cell research, these recent advances have brought forth new concepts that revolutionize our understanding of metabolic and redox states in the establishment of cellular identity and fate decisions. Recent Advances: Mitochondrial metabolism, morphology, and cellular redox states are dynamic characteristics that undergo shifts during stem cell differentiation. Although it was once thought that this was solely because of changing metabolic needs of differentiating cells, it is now clear that these events are driving forces in the regulation of stem cell identity and fate decisions. Critical Issues: Although recent discoveries have placed mitochondrial function and physiological reactive oxygen species (ROS) at the forefront for the regulation of stem cell self-renewal, how this may impact tissue homeostasis and regenerative capacity is poorly understood. In addition, the role of mitochondria and ROS on the maintenance of a stem cell population in many degenerative diseases and during aging is not clear, despite the fact that mitochondrial dysfunction and elevated ROS levels are commonly observed in these conditions. Future Directions: Given the newly established role for mitochondria and ROS in stem cell self-renewal capacity, special attention should now be directed in understanding how this would impact the development and progression of aging and diseases, whereby mitochondrial and ROS defects are a prominent factor. Antioxid. Redox Signal. 28, 1090–1101.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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".