Hedgehog modulates cell cycle regulators in stem cells to control hematopoietic regeneration
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The signals that control the regenerative ability of hematopoietic stem cells (HSCs) in response to damage are unknown. Here, we demonstrate that downstream activation of the Hedgehog (Hh) signaling pathway induces cycling and expansion of primitive bone marrow hematopoietic cells under homeostatic conditions and during acute regeneration. However, this effect is at the expense of HSC function, because continued Hh activation during regeneration represses expression of specific cell cycle regulators, leading to HSC exhaustion. In vivo treatment with an inhibitor of the Hh pathway rescues these transcriptional and functional defects in HSCs. Our study establishes Hh signaling as a regulator of the HSC cell cycle machinery that balances hematopoietic homeostasis and regeneration in vivo.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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) | 0.000 | 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 it