CDK-4 regulates nucleolar size and metabolism at the cost of late-life fitness in <i>C. elegans</i>
Bibliographic record
Abstract
Abstract An outstanding question in biology concerns mechanisms of size control in organs, cells, and organelles. Size impacts metabolic efficiency, surface area-to-volume ratio, and environmental adaptation, which are all required for optimal function. Cyclin-dependent kinase 4 (CDK4), traditionally recognized for its role in cell cycle progression, has gained increasing support for cell cycle-independent roles. Previously, we described a mechanism of cell size control involving a CDK4 and p38 MAPK circuitry that dictates target cell size. In this study, we target the CDK4/6 ortholog CDK-4 in the nematode worm Caenorhabditis elegans to describe functional consequences of changing biological size in vivo . Our data suggest that CDK-4 regulates nucleolar size and anabolic metabolism independent from cell cycle progression. When size and metabolism are increased, we report enhanced thermotolerance early in life but accelerated aging and reduced longevity late in life, suggesting a novel function of CDK-4 in somatic maintenance and organism health.
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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) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".