MétaCan
Menu
Back to cohort
Record W7133051259

Integrative Genomics of Human Cerebellar Development and Group 3/4 Medulloblastoma

2023· dissertation· W7133051259 on OpenAlexaff
Liam Doherty Hendrikse

Bibliographic record

VenueTSpace · 2023
Typedissertation
Language
FieldBiochemistry, Genetics and Molecular Biology
TopicHedgehog Signaling Pathway Studies
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedulloblastomaSonic hedgehogWnt signaling pathwayProgenitor cellProgenitorHindbrainSomatic cellCellular differentiationSubventricular zone
DOInot available

Abstract

fetched live from OpenAlex

Medulloblastoma (MB) comprises a group of heterogeneous pediatric neuronal neoplasms of the hindbrain with strong links to early development of the hindbrain. While Sonic Hedgehog MB arises in the upper rhombic lip (RL) granule cell lineage due to mutations that activate Shh signaling, and WNT MB arises in the lower RL due to mutations activating WNT signaling, little is known about the more common Group 4 (G4) MB, thought to arise in the unipolar brush cell (UBC) lineage. We demonstrate that somatic mutations in G4 MB converge on the Core Binding Factor Alpha (CBFA) complex, observing mutually exclusive alterations affecting CBFA2T2, CBFA2T3, PRDM6, KDM6A, and OTX2. CBFA2T2 is expressed early in the progenitor cells of the Homo sapiens cerebellar RL subventricular zone (RLSVZ), and G4 MB transcriptionally resemble these RLSVZ progenitors but are stalled in developmental time. Knockdown of OTX2 in model systems relieves this differentiation blockade, allowing MB cells to spontaneously proceed along normal developmental differentiation trajectories. The unique nature of the split human RL, destined to generate the majority of the neurons in the human brain, with its high level of susceptible EOMES+ KI67+ UBC progenitor cells, likely predisposes our species to the development of G4 MB.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.023
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.022
GPT teacher head0.321
Teacher spread0.299 · 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 teacher head, not a consensus.

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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueTSpaceSame topicHedgehog Signaling Pathway StudiesFrench-language works237,207