GDNF family receptor alpha-like (GFRAL) expression is restricted to the caudal brainstem
Bibliographic record
Abstract
Abstract The TGF-β cytokine, growth differentiation factor 15 (GDF15) is a critical mediator of the physiologic response to a range of cellular stresses. While circulating levels of GDF15 are normally very low, these levels increase substantially under a number of acute and chronic pathogenic states including mycotoxin exposure, infection and cancer. GDF15 controls a range of physiologic outputs including reduced appetite, gastric motility, hyperalgesia, emesis, energy expenditure and immune cell function via the GDNF family receptor alpha-like (GFRAL). While the area postrema and nucleus of the solitary tract (AP/NTS) within the caudal brainstem are the only known sites of Gfral -expressing cells, Gfral may also be expressed in other cell types. We therefore utilized single molecule in-situ hybridizations and genetic mouse models to label Gfral -expressing cells from development to adult mouse. With both approaches, we found Gfral -labelled cells in the brainstem and extremely rare Gfral -labelled cells in peripheral tissues in the mouse under normal physiological conditions. Confirming these findings, single nucleus RNA-sequencing of human tissues demonstrated nearly undetectable levels of Gfral mRNA in sites outside the AP/NTS. Our findings confirm AP/NTS neurons are the major site of Gfral expression.
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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 | 0.001 |
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".