Arcuate nucleus expression of NKX2.1 and DLX and lineages expressing these transcription factors in neuropeptide Y<sup>+</sup>, proopiomelanocortin<sup>+</sup>, and tyrosine hydroxylase<sup>+</sup> neurons in neonatal and adult mice
Bibliographic record
Abstract
Despite its small size, the arcuate nucleus of the hypothalamus has a critical role in regulating energy homeostasis. We have begun to define genetic approaches to express genes in specific cell types within the developing arcuate nucleus, to allow precise molecular perturbations of these cells. Furthermore, our analysis aims to contribute to defining the transcriptional networks that regulate the development of function of the arcuate neurons. Here, we define the neuronal cells types within the arcuate that express Nkx2.1 and Dlx homeobox genes. In addition, we used mice expressing Cre recombinase from the Dlx5/6 intergenic enhancer (Dlx5/6i) and from the Nkx2.1 locus to follow the fate of embryonic cells expressing these genes within the arcuate nucleus. We demonstrate that NKX2.1(+) cells and their lineages are broadly expressed in arcuate neurons [gamma-aminobutyric acid (GABA)(+), neuropeptide Y (NPY)(+), proopiomelanocortin (POMC)(+), tyrosine hydroxylase (TH)(+)] and glia (tanycytes). On the other hand, DLX(+) cells and their lineages mark only GABA(+) and TH(+) (dopaminergic) neurons, and Dlx1(-/-) mutants have fewer TH(+) neurons. These results have implications for the genetic control of arcuate development and function and for the utility of the Nkx2.1-Cre and Dlx5/6i-Cre mouse lines to alter gene expression in the developing arcuate.
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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 | 0.001 |
| 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".