Leader-Independent C-Terminal Modification by a Radical <i>S</i> -Adenosyl- <scp>l</scp> -methionine Maturase Enables Macrocyclic GLP-1-Like Peptides
Why this work is in the frame
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Bibliographic record
Abstract
High Resolution Image Download MS PowerPoint Slide Ribosomally synthesized and post-translationally modified peptides (RiPPs) are a rapidly expanding family of natural products in which biosynthetic maturase enzymes tailor ribosomal precursors into bioactive products. Classical RiPP maturation relies on an N-terminal leader sequence in the precursor peptide and a complementary RiPP-recognition element in the enzyme to guide substrate binding. Herein, we interrogated PapB, a radical S -adenosyl- l -methionine RiPP maturase known to introduce thio(seleno)-ether cross-links and discovered that its catalytic reach extends well beyond this paradigm. PapB efficiently processes substrates that lack any canonical leader sequence, demonstrating bona fide leader-independent activity. To highlight the practical value of this capability, we applied PapB to three therapeutically relevant analogues of glucagon-like peptide pathway agonists to generate C-terminal cyclic structures. In every case, the enzyme achieved complete conversion of the linear to the thioether macrocyclized peptide. These results establish PapB as a versatile, plug-and-play biocatalyst for late-stage macrocyclization of structurally diverse peptides, opening a direct route to conformationally constrained therapeutic candidates without the need for leader tags.
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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 | 0.001 | 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