Abstract 3863: A subset of poorly prognostic pediatric posterior fossa ependymomas exhibit lowered H3K27me3 and DNA hypomethylation and show epigenetic similarities with H3K27M mutant diffuse intrinsic pontine gliomas
Bibliographic record
Abstract
Abstract Pediatric posterior fossa ependymomas are poorly understood childhood brain tumors and have no effective treatments. The biology of these tumors is obscure as recent sequencing efforts suggest that they lack recurrent genetic alterations. A subset of these tumors termed PF-A ependymomas exhibits CpG-island hypermethylation implicating epigenetic alterations in their pathogenesis. Through comprehensive analyses of histone modification, we discovered global H3K27me3 reduction in a subset of these tumors. Tumors with lowered H3K27me3 showed many clinical and biologic similarities with PFA-ependymomas. Global reduction in H3K27me3 is likewise observed in pediatric gliomas that bear histone H3K27M mutations termed diffuse intrinsic pontine gliomas (DIPG) that also arise in the posterior fossa of young children. Analyses of ependymomas with reduced H3K27me3 and H3K27M mutant DIPGs showed many similarities in DNA methylation and enrichment of H3K27me3 in many genomic loci important for neuroglial specification. Combined integrative analysis of both tumor types uncovered common epigenetic deregulation of select factors that control radial glial biology and radial glia in the developing posterior fossa showed reduced H3K27me3. Finally, PF ependymomas with lowered H3K27me3 were more invasive radiologically and exhibited poor prognosis in three independent cohorts (P<0.001 in all three cohorts, collective n>300). These data have clinical implications for biomarker development and to inform epigenetic approaches to treat PF ependymomas. Citation Format: Sriram Venneti, Jill Bayliss, Piali Mukherjee, Chao Lu, Siddhant Jain, Chan Chung, Daniel Martinez, Benjamin Sabari, Ashley Margol, Pooja Panwalkar, Abhijit Paroloia, Melike Pekmezci, Richard Mc Eachin, Marcin Cieslik, Benita Tamrazi, Benjamin Garcia, Gaspare La Rocca, Mariarita Santi, Peter Lewis, Cynthia Hawkins, Ari Melnick, C David Allis, Craig B. Thompson, Arul Chinnaiyan, Alexander R. Judkins. A subset of poorly prognostic pediatric posterior fossa ependymomas exhibit lowered H3K27me3 and DNA hypomethylation and show epigenetic similarities with H3K27M mutant diffuse intrinsic pontine gliomas [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 3863. doi:10.1158/1538-7445.AM2017-3863
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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) | 0.000 | 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) | 0.002 | 0.001 |
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".