Identification of mood stabilizer-regulated genes by differential-display PCR
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
An increasing body of evidence demonstrates that lithium and valproate have a regulatory effect on signal transduction pathways. Alteration of signalling molecules triggers changes in gene expression which are thought to contribute to the therapeutic effects of these drugs on bipolar disorder. Differential-display PCR was used to identify genes in rat cerebral cortex that are regulated by chronic treatment with lithium and valproate. One novel lithium-regulated gene was identified and was characterized and studied further with 5'-RACE-PCR and library screening. We also found that valproate regulated the expression of the 78-kDa glucose-regulated protein (GRP78). Chronic treatment with valproate has also been found to increase gene transcription, mRNA and protein levels of GRP78. These results suggest novel targets for lithium and valproate that may be relevant to their mechanism of action. The data further our understanding of the mechanism of the action of mood stabilizers, and help identify new targets for genetic studies and therapeutic strategies in bipolar disorder.
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 | 0.001 | 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