Protective functions of peroxiredoxin-1 against cytokine-induced MIN6 pancreatic β-cell line death
Bibliographic record
Abstract
Pancreatic β-cells play a crucial role in glucose homeostasis, and the failure of these cells to function results in the development of type 1 diabetes (T1D). The MIN6 cell line, which closely resembles pancreatic β-cells, was used to unravel the relationship between pancreatic β-cell function and the antioxidant enzyme PRX-1. PRX-1 was knocked down in MIN6 cells using a shPRX-1 lentiviral construct, and a mixture of inflammatory cytokines was administered to challenge the MIN6 cells. Nitric oxide (NO) production and inducible NO synthase (iNOS) expression were elevated in shPRX-1 compared with the control. Also, shPRX-1 transduced cells showed higher levels of NF-κB nuclear translocation, suggesting that PRX-1 has a regulatory role in NF-κB nuclear translocation and iNOS expression. In correlation with NO levels, decreased anti-apoptotic gene Bcl-xl level and elevated pro-apoptotic gene Bim levels were observed in shPRX-1 cells compared with scramble, and cell viability decreased accordingly. A rescue experiment was performed subsequently using an iNOS inhibitor to confirm NO as the cause of cell death. Overall, the results of this study suggest possible protective roles of the antioxidant enzyme PRX-1 in the insulinoma cell line MIN6 and possibly in pancreatic β-cells under T1D conditions.
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How this classification was reachedexpand
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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".