Biolistic-Mediated Interleukin 4 Gene Transfer Prevents the Onset of Type 1 Diabetes
Why this work is in the frame
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Bibliographic record
Abstract
We tested the efficacy of biolistic-mediated gene transfer as a noninvasive therapy for type 1 diabetes (T1D) in nonobese diabetic (NOD) mice by expression of murine interleukin 4 (mIL-4) cDNA. Epidermal delivery of 2 microg of DNA yielded transient detection of serum mIL-4, using a conventional cDNA expression vector. A vector stabilized by incorporation of the Epstein-Barr virus (EBV) EBNA1/oriP episomal maintenance replicon produced higher levels of serum mIL-4 that persisted for 12 days after inoculation. Although biolistic inoculation of either vector reduced insulitis and prevented diabetes, the protracted mIL-4 expression afforded by the EBV vector resulted in Th2-type responses in the periphery and pancreas and more significant protection from the onset of diabetes. Our studies demonstrate the efficacy of biolistic gene delivery of stabilized cytokine expression as a viable therapeutic approach to prevent the onset of T1D.
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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) | 0.001 | 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 it