p24 family type 1 transmembrane proteins are required for insulin biosynthesis and secretion in pancreatic β‐cells
Bibliographic record
Abstract
The p24 protein family have multiple functions in protein transport in the early secretory pathway. In this study we examined the role of p24 proteins in insulin transport. Several members were detected in insulinoma cell lines and rat islets and expression levels positively correlated with insulin abundance, particularly for p24delta1 and p24beta1. Knocking down p24delta1 in insulinoma cell lines, which also resulted in the concomitant knock-down of other family members, impaired glucose-stimulated insulin secretion, decreased total cellular insulin content and reduced proinsulin biosynthesis. There was no effect on overall protein biosynthesis or ER stress. These results suggest that p24delta1 and possibly other p24 family proteins are required for normal insulin biosynthesis and subsequent secretion in pancreatic beta-cells.
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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".