The central role of Pin1 in age-related cancer signaling pathways
Bibliographic record
Abstract
The prolyl-isomerase Pin1 is a unique enzyme that catalyzes cis-trans isomerization of phosphorylated Ser/Thr-Pro motifs. These motifs are present in many proteins, where isomerization of the typically rigid prolyl-peptide bond can lead to conformational changes, and subsequently regulate activity, stability, or localization. The specificity of Pin1 for phosphorylated motifs allows it to serve as a master regulator of proteins after phosphorylation, adding an additional layer of regulation to intricately control cellular signaling. As such, Pin1 plays an expansive role in numerous cancer and age-related signaling pathways, and is recognized as a major driver of cancer and promising therapeutic target. In this review, we discuss the role of Pin1 in regulation of age-related cancer signaling pathways, and we highlight the early development and current landscape of Pin1 inhibitors, and the prospect of Pin1 inhibition for cancer therapy.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".