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Record W3111400398 · doi:10.1101/2020.12.10.419333

DNA methylation and survival differences associated with the type of IDH mutation in 1p/19q non-codeleted astrocytomas

2020· preprint· en· W3111400398 on OpenAlexaff
C. Mircea S. Tesileanu, Wies Vallentgoed, Marc Sanson, Walter Taal, Paul M. Clément, Wolfgang Wick, Alba A. Brandes, Jean Français Baurain, Olivier Chinot, Helen Wheeler, Sanjeev Gill, Matthew Griffin, Leland Rogers, Roberta Rudà, Michael Weller, Catherine McBain, Jaap C. Reijneveld, Roelien H. Enting, Francesca Caparrotti, Thierry Lesimple, Susan Clenton, Anja Gijtenbeek, Elisabeth S. Lim, Filip De Vos, Paul Mulholland, Martin Taphoorn, Iris de Heer, Youri Hoogstrate, Maurice de Wit, Lorenzo Boggiani, Sanne Venneker, Jan Oosting, Judith V.M.G. Bovée, Sara Erridge, Michael A. Vogelbaum, Anna K. Nowak, Warren Mason, Johan M. Kros, Pieter Wesseling, Ken Aldape, Robert B. Jenkins, Hendrikus J. Dubbink, Brigitta G. Baumert, Vassilis Golfinopoulos, Thierry Gorlia, Martin J. van den Bent, Pim J. French

Bibliographic record

VenuebioRxiv (Cold Spring Harbor Laboratory) · 2020
Typepreprint
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsPrincess Margaret Cancer CentreUniversity of Toronto
FundersKWF KankerbestrijdingMedacBrain Tumour CharitySeagenAgios PharmaceuticalsAtara BiotherapeuticsDouglas PharmaceuticalsBoston PharmaceuticalsNovocureCelgenePfizer
KeywordsIDH1Isocitrate dehydrogenaseIDH2DNA methylationCancer researchMethylationMutationGliomaOncologyBiologyGeneInternal medicineMedicineGeneticsEnzymeGene expression

Abstract

fetched live from OpenAlex

Abstract Somatic mutations in the isocitrate dehydrogenase genes IDH1 and IDH2 occur at high frequency in several tumour types. Even though these mutations are confined to distinct hotspots, we show that gliomas are the only tumour type with an exceptionally high percentage of IDH1 R132H mutations. This high prevalence is important as IDH1 R132H is presumed to be relatively poor at producing D-2-hydroxyglutarate (D-2HG) whereas high concentrations of this oncometabolite are required to inhibit TET2 DNA demethylating enzymes. Indeed, patients harbouring IDH1 R132H mutated tumours have lower levels of genome-wide DNA-methylation, and an associated increased gene expression, compared to tumours with other IDH1/2 mutations (“non-R132H mutations”). This reduced methylation is seen in multiple tumour types and thus appears independent of site of origin. For 1p/19q non-codeleted glioma patients, we show that this difference is clinically relevant: in samples of the randomised phase III CATNON trial, patients harbouring non-R132H mutated tumours have better outcome (HR 0.41, 95% CI [0.24, 0.71], p=0.0013). Non-R132H mutated tumours also had a significantly lower proportion of tumours assigned to prognostically poor DNA-methylation classes (p<0.001). IDH mutation-type was independent in a multivariable model containing known clinical and molecular prognostic factors. To confirm these observations, we validated the prognostic effect of IDH mutation type on a large independent dataset. The observation that non-R132H mutated 1p/19q non-codeleted gliomas have a more favourable prognosis than their IDH1 R132H mutated counterpart is clinically relevant and should be taken into account for patient prognostication. Single sentence summary Astrocytoma patients with tumours harbouring IDH mutations other than p.R132H have increased DNA methylation levels and longer survival

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.027
GPT teacher head0.247
Teacher spread0.221 · 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 designObservational
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
Published2020
Admission routes1
Has abstractyes

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