Chemical and biosynthetic evolution of the antimycin-type depsipeptides
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
Evolution of natural products, and particularly those resulting from microbial assembly line-like enzymes, such as polyketide (PK) and nonribosomal peptides (NRP), has resulted in a variety of pharmaceutically important and chemically diverse families of molecules. The antimycin-type depsipeptides are one such grouping, with a significant level of diversity and members that have noted activities against key targets governing human cellular apoptosis (e.g. Bcl-xL and GRP78). Chemical variance originates from ring size, with 9-, 12-, 15-, and 18-membered classes, and we show that such distinctions influence their molecular targeting. Further, we present here a systematic interrogation of the chemistry and assembly line evolution of antimycin-type analogues by conducting metabolomic profiling and biosynthetic gene cluster comparative analysis of the depsipeptide assembly lines for each member of the antimycin-group. Natural molecular evolution principles of such studies should assist in artificial re-combinatorializing of PK and NRP assembly lines.
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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 it