Pleiotropic Roles of Runx Transcription Factors in the Differentiation and Function of T Lymphocytes
Bibliographic record
Abstract
The proteins of the Runx gene family are among the most important transcription factors for regulating the differentiation and function of T lymphocytes. Runx1 and Runx3 are each involved in multiple and distinct steps throughout the process of T-cell differentiation. Targeted disruption or transgenic overexpression of the Runx genes causes pleiotropic and pathological phenotypes, including cell differentiation arrest, abnormal growth or survival, and immunological disorders. Runx proteins exert positive or negative effects on the transcription of a variety of possible target genes, depending on the context of the promoter, enhancer, and silencer. We now have a basic understanding of Runx function. To fully understand T-lymphocyte differentiation and function, the next challenge will be to investigate how Runx, as a member of a regulatory network, works in cooperation with TCR/cytokine receptor signaling and other transcriptionrelated factors. Keywords: Runx, transcription factor, cell differentiation, gene targeting, transgene
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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) | 0.000 | 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".