Clinical relevance of the pharmacokinetic characteristics of an abuse-deterrent, extended-release, injection-molded morphine tablet
Bibliographic record
Abstract
OBJECTIVE: To characterize the pharmacokinetics (PK) and in vitro alcohol dissolution characteristics of extended-release (ER), injection-molded (IM) morphine tablets with abuse-deterrent (AD) features (morphine-ADER-IMT). DESIGN: In vivo, in vitro, and in silico studies were conducted. A randomized, two-cohort study evaluated the bioequivalence of morphine-ADER-IMT (60 mg) to morphine ER (60 mg; MS Contin®; Purdue Pharma LP, Stamford, CT) and characterized the effect of food on the PK profile of morphine-ADER-IMT. A three-treatment, three-period crossover study assessed the bioequivalence of morphine-ADER-IMT (30 and 2 ȕ 15 mg) to morphine ER (30 mg). Bioequivalence studies were performed in healthy male and female subjects (18-55 y of age) in the presence of naltrexone blockade. PK modeling was performed to assess steady-state bioequivalence for morphine-ADER-IMT 60 mg compared with morphine ER 60 mg. In vitro alcohol dissolution studies were performed with morphine-ADER-IMT (15 and 60 mg). RESULTS: Fifty-nine and 56 subjects completed the 60-mg bioequivalence/food effect study and 30-mg bioequivalence study, respectively. Bioequivalence of morphine-ADER-IMT 60, 30, and 2 ȕ 15 mg and morphine ER was demonstrated to comparable doses of morphine ER. No clinically significant food effect was observed with morphine-ADER-IMT. Treatment-emergent adverse events were similar among all treatment groups. Steady-state modeling indicated bioequivalence between morphine-ADER-IMT 60 mg and morphine ER 60 mg when administered every 8 or 12 hours. No evidence of alcohol dose-dumping was observed with morphine-ADER-IMT. CONCLUSIONS: Morphine-ADER-IMT, an ER morphine formulation with robust AD features, has a clinical PK profile that is well suited for patients with chronic pain.
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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 | 0.000 |
| 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 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".