Length-dependent Intramolecular Coil-to-Globule Transition in Poly(ADP-ribose) Induced by Cations
Bibliographic record
Abstract
ABSTRACT Poly(ADP-ribose) (PAR), as part of a post-translational modification, serves as a flexible scaffold for noncovalent protein binding. Such binding is influenced by PAR chain length through a mechanism yet to be elucidated. Structural insights have been elusive, partly due to the difficulties associated with synthesizing PAR chains of defined lengths. Here, we employ an integrated approach combining molecular dynamics (MD) simulations with small-angle X-ray scattering (SAXS) experiments, enabling us to identify highly heterogeneous ensembles of PAR conformers at two different, physiologically relevant lengths: PAR 15 and PAR 22 . Our findings reveal that numerous factors including backbone conformation, base stacking, and chain length contribute to determining the structural ensembles. We also observe length-dependent compaction of PAR upon the addition of small amounts of Mg 2+ ions, with the 22-mer exhibiting ADP-ribose bundles formed through local intramolecular coil-to-globule transitions. This study illuminates how such bundling could be instrumental in deciphering the length-dependent action of PAR. GRAPHICAL ABSTRACT
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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) | 0.003 | 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".