GENE-21. A COMMON FETAL DEVELOPMENTAL ORIGIN FOR PFA EPENDYMOMA, PFB EPENDYMOMA, AND CEREBELLAR PILOCYTIC ASTROCYTOMAS?
Bibliographic record
Abstract
Single cell RNA-sequencing (scRNAseq) of murine cerebellum at nine fetal and immediate post-natal (E10-P14) times points on >60,000 individual cells to identified >30 transcriptionally distinct cell clusters. Based on marker gene expression, many clusters resemble known cerebellar stem, progenitor, and differentiated cell types, while other clusters are more novel. Pseudo-time trajectory assisted in the reconstruction of known and novel developmental lineages, including the lineage of the cerebellar radial glia. A population of stem cells in the ventricular zone (VZ) gives rise to the progenitors of the GABAergic cerebellar interneurons, as well as the gliogenic progenitor cells, which subsequently become Bergmann glia and astrocytes. A novel, but clearly distinct and robust cluster of cells with transcriptional similarity to both the roof plate and the rhombic lip was identified. Comparison of bulk RNA-seq from human PFA, PFB, and cerebellar pilocytic astrocytomas (C-PA) reveals that all three-tumor types best transcriptionally match the gliogenic progenitor cells, with some similarity to VZ stem cells and the ‘roof plate like’ stem cells. Furthermore, all three tumor types are transcriptionally much more similar to the gliogenic progenitors at E16 than at E14 or E18. Subclustering of gliogenic progenitors reveals significant intra-cluster heterogeneity, with the ependymomas transcriptionally matching one subcluster, and the C-PA clearly matching a very different subcluster. scRNAseq of human PFA and PFB ependymomas reveals multiple tumor cell clusters within a given human ependymoma, with some clusters matching most closely to the gliogenic progenitors, and others matching best to the ‘roof plate like’ stem cells. Similarity to the ‘roof plate stem cells’ (E10-E14), and gliogenic progenitors (E14-E18) suggests an embryonic origin for PFA, PFB, and C-PA, suggests specific novel cells of origin, and offers a novel opportunity to understand posterior fossa tumor transcriptomic targets for novel therapy.
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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 | 0.001 | 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".