Elevation of transcription factor Islet-1 levels in vivo increases β-cell function but not β-cell mass
Bibliographic record
Abstract
A decrease in the expression of Islet-1 (Isl-1), an islet transcription factor, has been reported in several physiological settings of reduced β-cell function. Here, we investigate whether an increased level of Isl-1 in islet cells can enhance β-cell function and/or mass. We demonstrate that transgenic mice with Isl-1 overexpression display improved glucose tolerance and enhanced insulin secretion without significant changes in β cell mass. From our microarray study, we identify approximately 135 differentially expressed genes in the islets of Isl-1 overexpressing mice that have been implicated to function in numerous biological processes including protein trafficking, metabolism and differentiation. Using real-time PCR we have confirmed upregulation of Caps2, Sec14l4, Slc2a10, P2rx7, Afamin, and Neurogenin 3 that may in part mediate the observed improved insulin secretion in Isl-1 overexpressing mice. These findings show for the first time that Isl-1 is a key factor in regulating adult β cell function in vivo, and suggest that Isl-1 elevation could be beneficial to improve glucose homeostasis.
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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) | 0.002 | 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".