Notch signaling regulates PD‐1 expression during CD8<sup>+</sup> T‐cell activation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Programmed cell death 1 (PD-1) is an inhibitory receptor involved in T-cell activation, tolerance and exhaustion. Little is known on how the expression of PD-1 is controlled during T-cell activation. Recent studies demonstrated that NFATc1 and IRF9 regulate Pdcd1 (PD-1) transcription and that T-bet acts as a transcriptional repressor. In this study, we have investigated the role of the Notch signaling pathway in PD-1 regulation. Using specific inhibitors of the Notch signaling pathway, we showed decreased PD-1 expression and inhibition of Pdcd1 transcription by activated CD8(+) T cells. Chromatin immunoprecipitation further showed occupancy of the Pdcd1 promoter with RBPJk and Notch1 intracellular domain at RBPJk-binding sites. Our results identify the Notch signaling pathway as an important regulator of PD-1 expression by activated CD8(+) T cells.
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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 | 0.001 | 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 it