Orphan nuclear receptor regulation of reproduction.
Bibliographic record
Abstract
Orphan nuclear receptors, those without known ligands, were discovered because of their structural similarity to the ligand-driven steroid and thyroid receptors. Since their characterization, many of the orphan receptors have been adopted, i.e., ligands, usually lipids or derived lipids, have been discovered. The orphan receptors are transcriptional regulators, functioning in the reproductive context to upregulate or suppress gene expression. By this means, the orphan receptors regulate a plethora of reproductive events. In the majority of cases, the effects are stimulatory, indeed, members of the NR2 family promote Leydig cell differentiation and testicular steroidogenesis, while those of the NR4 family regulate early gestation and placental formation. The NR5 family has two members, steroidogenic factor-1 (SF-1, NR5A1) and liver receptor homolog-1 (LRH-1, NR5A2). These receptors interact with the same DNA sequence and are believed to be constitutive transcription factors. Their effects are modulated by the repressive effects of the NR0 family of orphan receptors that comprise the short heterodimeric partner (SHP, NR0B2) and dosagesensitive sex reversal adrenal hypoplasia congenital region on the X chromosome, gene 1 (DAX1, NROB1). SHP and DAX1 inhibit the interaction of LRH-1 and SF-1 with coactivators, thereby reducing their constitutive transcriptional effects. Overall, the orphan nuclear receptors are essential regulators of reproductive function in mammals.
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How this classification was reachedexpand
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 | 0.002 |
| 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 teacher head, 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".