MétaCan
Menu
Back to cohort
Record W4308977430 · doi:10.1093/neuonc/noac209.177

CSIG-28. THE HEDGEHOG GENE EXPRESSION PROGRAM REGULATES LIPID FEEDBACK MECHANISMS UNDERLYING HEDGEHOG-ASSOCIATED MEDULLOBLASTOMA

2022· article· en· W4308977430 on OpenAlexaff
Vikas Daggubati, Abrar Choudhury, Akshara Vykunta, Olivier Saulnier, Zachary A. Gardell, Jeremy F. Reiter, Michael Taylor, David R. Raleigh

Bibliographic record

VenueNeuro-Oncology · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicHedgehog Signaling Pathway Studies
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsSmoothenedHedgehog signaling pathwayHedgehogGLI1BiologyCiliumSonic hedgehogCell biologyGeneticsGene

Abstract

fetched live from OpenAlex

Abstract Misactivation of the Hedgehog pathway can cause cancers such as medulloblastomas, the most common malignant brain tumors in children. Hedgehog signals are transmitted through primary cilia, where Hedgehog ligands bind to Patched1 and activate Smoothened through interactions with cilia-associated sterol lipids. The gene expression programs driving cellular responses to ciliary Hedgehog signals are incompletely understood. Thus, to define Hedgehog target genes and elucidate mechanisms underlying Hedgehog-associated medulloblastomas, we performed RNA sequencing of cells after treatment with Hedgehog ligands (Shh, Dhh, Ihh), cilia-associated lipids (7b,27-dihydroxycholesterol, 24(S),25-epoxycholesterol), or synthetic lipids or small molecules that activate Smoothened (20(S)-hydroxycholesterol, SAG). Nonspecific gene expression changes were identified by performing RNA sequencing (1) after treatment of CRISPR mediated Smo-/- cells with the same Hedgehog pathway agonists, (2) after treatment with vehicle controls, or (3) after treatment with sterol lipids that are unable to activate Smoothened (7a,27-dihydroxycholesterol). Differentially expressed genes were integrated across RNA sequencing of human medulloblastomas (n=458) or the Math1-Cre SmoM2 mouse genetic model of Hedgehog-associated medulloblastoma. Mechanistic studies validating Hedgehog target genes were performed using CRISPR interference, genetic gain-of-function, molecular biology, quantitative immunofluorescence, or cell biology approaches. RNA sequencing after treatment with Hedgehog pathway agonists identified a core gene expression program comprised of 155 genes driving lipid synthesis, metabolism, signaling, adhesion, or angiogenesis. Integration of transcriptomic datasets revealed a conserved gene expression program driving cellular responses to ciliary Hedgehog signals in human or mouse medulloblastomas, including known target genes such as Gli1 or Ptch1, and novel target genes such as Hsd11b1 or Retnla. Retnla is a regulator of sterol synthase expression, and Hsd11b1 is a sterol synthase that opposes the action of Hsd11b2, a driver and druggable dependency underlying Hedgehog-associated medulloblastoma. In support of these findings, mechanistic studies demonstrated Retnla drives expression of Hsd11b2, and showed Hsd11b1 negatively regulates the Hedgehog pathway.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
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 score0.238
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.030
GPT teacher head0.292
Teacher spread0.261 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueNeuro-OncologySame topicHedgehog Signaling Pathway StudiesFrench-language works237,207