<i>raf</i> RBD and Ubiquitin Proteins Share Similar Folds, Folding Rates and Mechanisms Despite Having Unrelated Amino Acid Sequences
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Bibliographic record
Abstract
Recent experimental and theoretical studies in protein folding suggest that the rates and underlying mechanisms by which proteins attain the native state are largely determined by the topological complexity of a specific fold rather than by the fine details of the amino acid sequences. However, such arguments are based upon the examination of a limited number of protein folds. To test this view, we sought to investigate whether proteins belonging to the ubiquitin superfamily display similar folding behavior. To do so, we compared the folding-unfolding transitions of mammalian ubiquitin (mUbi) with those of its close yeast homologue (yUbi), and to those of the structurally related Ras binding domain (RBD) of the serine/threonine kinase raf that displays no apparent sequence homology with the ubiquitin family members. As demonstrated for mUbi [Krantz, B. A., and Sosnick, T. R. (2000) Biochemistry 39, 11696-11701], we show that a two-state transition model with no burst phase intermediate can describe folding of both yUbi and raf RBD. We further demonstrate that (1) all three proteins refold at rates that are within 1 order of magnitude (1800, 1100, and 370 s(-1) for mUbi, raf RBD, and yUbi, respectively), (2) both mUbi and raf RBD display similar refolding heterogeneity, and (3) the folding free energy barriers of both mUbi and raf RBD display a similar temperature dependence and sensitivity to a stabilizing agent or to mutations of a structurally equivalent central core residue. These findings are consistent with the view that rates and mechanisms for protein folding depend mostly on the complexity of the native structure topology rather than on the fine details of the amino acid sequence.
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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