Characterization of an Iducible Beta-cell Specific UCP2 Deletion Mouse Model
Bibliographic record
Abstract
In order to elucidate how uncoupling protein 2 (UCP2) influences pancreatic β cells and glucose homeostasis, I have generated and characterized an inducible β cell-specific UCP2 deletion model,MIPCreER×loxUCP2 mice. Male littermates were injected with tamoxifen to induce UCP2 deletion(UCP2 iBKO) or with corn oil (CO). The phenotypes of both short-term (3-4 weeks after the last injection) and long-term (8-9 weeks after the last injection) were determined: Short-term iBKO mice displayed no differences in glucose or insulin tolerance, but enhanced in vivo and in vitro insulin secretion and suppressed islet reactive oxygen species (ROS) levels; while long-term iBKO mice displayed no difference in glucose tolerance, but impaired in vivo and in vitro insulin secretion and enhanced islet ROS levels. In conclusion, short-term UCP2 deletion in β cells promotes insulin secretion, while long-term UCP2 deletion impairs insulin secretion, possibly due to the opposite background of islet ROS.
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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 | 0.000 |
| 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".