MODL-38. DEVELOPMENTAL EFFECTS OF MYBL1 ACTIVATION ON MURINE BRAIN AND GLIAL DEVELOPMENT
Bibliographic record
Abstract
Abstract Low-grade gliomas (LGG) represent 30% of pediatric brain tumors. Their cellular origins are unknown but are presumed to arise from subtle alterations of progenitor cell cycle regulation during brain development. Rearrangements activating MYB and MYBL1 have been identified as drivers of LGG in angiocentric glioma and diffuse astrocytomas, respectively, but the roles of these genes in the normal brain and the development of LGG are poorly understood. We first performed a developmental analysis of human and mouse Mybl1 expression from bulk and single-cell RNA-sequencing and identified exclusive expression of MYBL1 in neural stem and progenitor cells in the ganglionic eminence. We also found that MYBL1high cell transcriptomes are enriched in genes functionally involved in centromere and mitotic processes, strongly suggesting an association between MYBL1 expression and cellular proliferation states. We next hypothesized that C-terminal truncation may drive tumorigenesis through a direct increase in MYBL1 expression and cell proliferation. We developed a novel Cre-dependent knock-in mouse-model for human truncated MYBL1 expression and tested effects in oligodendroglial(Olig2-cre), astrocytic hGFAP-cre), and somatic(Ubiquitin-cre) cell types. In Ubq-cre:R26-MYBL1-tr mice there was expression and dysplasia in the salivary gland but no significant effects on brain development. In Olig2-Cre+/tg:R26-MYBL1-tr+/fl mice we observed higher susceptibility to motor seizures, early postnatal death without gross or microscopic abnormalities of brain morphology. In contrast, expression in stem cells and astrocytes of hGFAP-Cre+/tg:R26-MYBL1-tr+/flmice drove dramatic abnormalities in brain development and altered proliferation of progenitor and stem cells, but not glioma formation. Single-cell RNA sequencing of MYBL1-tr cells from mNSCs and brains of mice were also used to determine patterns of altered expression driven by MYBL1-tr. These results indicate that aberrant MYBL1 activation affects neural stem/progenitor cell and brain development through altered cell proliferation. Future targeting of the pathways identified may be therapeutically beneficial for patients with LGG driven by MYB-family oncogenes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".