Control of Murine Kidney Development by Sonic Hedgehog and its GLI Effectors
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
Sonic hedgehog (SHH) controls cell differentiation and morphogenesis in many tissues and species. The mammalian kidney is a paradigm for studying epithelial-mesenchymal interactions and growth factor signaling during embryogenesis. Here, we review our recent findings demonstrating that SHH is required for normal murine kidney development. During renal morphogenesis, SHH controls a hierarchy of genes including renal patterning genes, cell cycle modulators, and GLI family members. Our investigation of GLI protein processing and binding of GLI activators and repressor to SHH target genes provide insight into the molecular mechanisms by which SHH and its GLI family of effectors control renal embryogenesis. Further, we highlight the roles of BMP, WNT and FGF signaling during renal development and discuss possible interactions of these pathways with SHH signaling.
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 | 0.000 | 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 | 0.000 | 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