Exploring the Mechanism of Binding of UDP-Galactopyranose to UDP-Galactopyranose Mutase by STD-NMR Spectroscopy and Molecular Modeling
Bibliographic record
Abstract
UDP-galactopyranose mutase (UGM) is the key enzyme involved in the biosynthesis of Galf. In this study, reliable structural binding modes of the natural substrate, UDP-Galp, and inhibitor, UDP, in the UGM active site were provided with the combined use of STD-NMR spectroscopy, molecular modeling, and CORCEMA-ST calculations. UDP-Galp and UDP exhibited similar binding epitopes recognized by UGM. However, the relative binding affinities of the ligands changed dramatically upon reduction of UGM, as explored by competitive STD-NMR experiments. UDP-Galp competes with UDP for binding to UGM, especially when UGM is in its reduced state. Docking studies for predicting the binding mode within the active site of the two monomers in UGM explored the possibility that the mobile loop might act as a gateway for substrate binding, and the structure of the binding cleft in monomer A might be a closer approximation of the substrate-bound active site than monomer B. Important information regarding the critical interactions of UGM with UDP-Galp has been obtained.
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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".