Catechol‐O‐Methyltransferase Genotype Modulates Opioid Release in Decision Circuitry
Bibliographic record
Abstract
Impulsivity, a risk factor for substance abuse disorders, is modulated by the Val158 variant of the catechol-O-methyltransferase (COMT) gene. Rodent studies have shown that opioids enhance impulsivity. Furthermore, alcohol consumption leads to endogenous opioid release in the cortex and nucleus accumbens (NAc), and this opioid release is correlated with greater positive hedonic effect. Using the selective mu opioid receptor radioligand [¹¹C] carfentanil, we find that, following alcohol consumption, individuals with the COMT Val158 allele have greater opioid release in the right NAc but less release in medial orbital frontal cortex (OFC). These data suggest that genetic regulation of dopamine levels can affect alcohol consumption in part by modulating endogenous opioid release in specific brain regions implicated in reward, which in turn promotes impulsive choice.
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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) | 0.001 | 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 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".