Local Folding and Misfolding in the PBX Homeodomain from a Three-State Analysis of CPMG Relaxation Dispersion NMR Data
Bibliographic record
Abstract
NMR Carr-Purcell-Meiboom-Gill (CPMG) relaxation dispersion experiments represent a powerful approach for characterizing protein internal motions and for gaining insight into fundamental biological processes such as protein folding, catalysis, and allostery. In most cases, CPMG data are analyzed assuming that the protein exchanges between two different conformational states. Systems exchanging among more than two states are far more challenging to characterize by CPMG NMR. For example, in the case of three-state exchange in the fast time scale regime, it is difficult to uniquely connect the parameters extracted from CPMG analyses with the physical parameters of most interest, intercoversion rates, populations, and chemical shift differences for exchanging states. We have developed a grid search selection procedure that allows these physical parameters to be uniquely determined from CPMG data, based on additional information, which in this study comprises ligand-induced chemical shift perturbations. We applied this approach to the PBX homeodomain (PBX-HD), a three-helix protein with a C-terminal extension that folds into a fourth helix upon binding to DNA. We recently showed that the C-terminal extension transiently folds, even in the absence DNA, in a process that is likely tied to the cooperative binding of PBX-HD to DNA and other homeodomains. Using the grid search selection procedure, we found that PBX-HD undergoes exchange between three different conformational states, a major form in which the C-terminal extension is unfolded, the previously identified state in which the C-terminal extension forms a fourth helix, and an additional state in which the C-terminal extension is misfolded.
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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 | 0.001 | 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".