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Record W4206929512 · doi:10.21203/rs.3.rs-1270726/v1

Hijacking a neurodevelopmental epigenomic program in metastatic dissemination of medulloblastoma

2022· preprint· en· W4206929512 on OpenAlexaff
Han Zou, Bradley Poore, Emily Brown, Jieqi Qian, Bin Xie, Evridiki Asimakidou, Vladislav Razskazovskiy, Deanna Ayrapetian, Vaibhav Sharma, Shunjin Xia, Fei Liu, Apeng Chen, Yongchang Guan, Zhengwei Li, Siyi Wanggou, Olivier Saulnier, Michelle Ly, Wendy Fellows-Mayle, Guifa Xi, Tadanori Tomita, Adam Resnick, Stephen C. Mack, Eric H. Raabe, Charles G. Eberhart, Dandan Sun, Beth Stronach, Sameer Agnihotri, Gary Kohanbash, Songjian Lu, Karl Herrup, Jeremy N. Rich, George K. Gittes, Alberto Broniscer, Zhongliang Hu, Xuejun Li, Ian F. Pollack, Robert M. Friedlander, Sarah J. Hainer, Michael D. Taylor, Baoli Hu

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsHospital for Sick Children
FundersNational Institute of Neurological Disorders and StrokeNational Institute of General Medical SciencesCenter for Research Computing, University of PittsburghChina Scholarship CouncilChildren's Hospital of PittsburghNational Institutes of HealthCentral South UniversityUniversity of PittsburghV Foundation for Cancer Research
KeywordsMedulloblastomaEpigenomicsComputer scienceMedicineBiologyCancer researchGenetics

Abstract

fetched live from OpenAlex

Abstract How dysregulation of neurodevelopment relates to medulloblastoma (MB), the most common pediatric brain tumor, remains elusive. Here, we uncovered a neurodevelopmental epigenomic program being hijacked to induce MB metastatic dissemination. Unsupervised analyses by integrating publicly available datasets with our newly generated data revealed that SMARCD3/BAF60C regulates DAB1-mediated Reelin signaling in Purkinje cell migration and MB metastasis by orchestrating cis-regulatory elements (CREs) at the DAB1 locus. We further identified that a core set of transcription factors, enhancer of zeste homolog 2 (EZH2) and nuclear factor I X (NFIX), coordinates with the CREs at the SMARCD3 locus to form a chromatin hub for controlling SMARCD3 expression in the developing cerebellum and metastatic MB. Elevated SMARCD3 activates Reelin/DAB1-mediated Src kinase signaling, resulting in MB response to Src inhibition. These data deepen our understanding of how neurodevelopmental programming influences disease progression and provide a potential therapeutic option for MB patients.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.065
GPT teacher head0.441
Teacher spread0.376 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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