Identification of Novel Proteasome Inhibitors from an Enaminone Library
Bibliographic record
Abstract
A library of structurally distinct enaminones was synthesized using sonication or Ru(II) catalysis to couple primary, secondary, and tertiary thioamides with α-halocarbonyls or α-diazocarbonyls. Screening the library for proteasome inhibition using a luciferase-based assay identified seven structurally diverse compounds. Two of these molecules targeted luciferase, while the remaining five exhibited varying potency and specificity for the trypsin-like, chymotrypsin-like, or caspase-like protease activities of the proteasome. Physiological relevance was confirmed by showing these molecules inhibited proteasomal degradation of the full-length protein substrate p21cip1 expressed in tissue culture cells. A cell viability analysis revealed that the proteasome inhibitors differentially affected cell survival. Results indicate a subset of enaminones and precursor molecules identified in this study are good candidates for further development into novel proteasome inhibitors with potential therapeutic value.
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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 | 0.000 | 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) | 0.000 | 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".