Bibliographic record
Abstract
Background: Human aldose reductase (hAR) converts glucose to sorbitol under hyperglycemic conditions. Aldose reductase is first and rate limiting enzyme of polyol pathway. Under hyperglycemia, increased flux of glucose through this pathway has been implicated in development of secondary complication in diabetes. Due to this clinical implication, aldose reductase attracted considerable attention from drug discovery perspective. In spite of extensive characterization of the biochemical and structural context, little is known about the unfolding behavior of aldose reductase. This study reports equilibrium unfolding studies of human aldose reductase. Methods: We carried out thermal and chemical induced equilibrium unfolding studies of human aldose reductase monitored by circular dichroism and tryptophan and ANS fluorescence spectroscopy. Results: Thermal unfolding studies present a classical picture of two state unfolding from native to unfolded state. The data was used to derive thermodynamic parameters and study thermostability of aldose reductase. Urea and GuHCl induced equilibrium unfolding studies led us to discover an intermediate state, which gets populated at 3.5-4.0 M and 0.7-2 M of urea and GuHCl, respectively. Thermodynamic parameters from chemical induced unfolding are in agreement with those obtained from thermal unfolding. Conclusion: This study revealed that aldose reductase unfolds from native to unfolded state via an intermediate. Assessment of thermodynamic stability of native, intermediate and unfolded state shows that three states are separated by significant energy barriers that ensure cooperativity of unfolding. As hAR functions in cells which are under osmotic and oxidative stress, these in vitro findings may have implications for its native conformation under physiological state.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Bench or experimental | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Bench or experimental | high |
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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, unvalidatedLabeled directly by 2 models reading the full record.
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".