MétaCan
Menu
Back to cohort
Record W3110946424 · doi:10.1093/neuonc/noaa222.433

LGG-55. OUTCOME OF BRAF V600E PEDIATRIC GLIOMAS TREATED WITH TARGETED BRAF INHIBITION

2020· article· en· W3110946424 on OpenAlexaff
Liana Nobre, Michal Zápotocký, Vijay Ramaswamy, Scott Ryall, J Bennet, Daniel Alderete, Julia Balaguer Guill, Lorena Baroni, Ute Bartels, Abhishek Bavle, Miriam Bornhorst, Daniel R. Boué, Adela Cañete, Murali Chintagumpala, Scott Coven, Ofelia Cruz, Sonika Dahiya, Peter B. Dirks, Ira J. Dunkel, David D. Eisenstat, Cécile Faure‐Conter, Elizabeth Finch, Jonathan L. Finlay, Didier Frappaz, Maria Luisa Garrè, Karen Gauvain, Anne Grete Bechensteen, Jordan R. Hansford, Inga Harting, Péter Hauser, Lili‐Naz Hazrati, Annie Huang, Sarah G. Injac, Valentina Iurilli, Matthias A. Karajannis, Gurcharanjeet Kaur, Martin Kynčl, Lenka Krsková, Normad Laperriere, Valérie Larouche, Álvaro Lassaletta, Sarah Leary, Frank Y. Lin, Samantha Mascelli, Tara McKeown, Till Milde, Andrés Morales La Madrid, Giovanni Morana, Helena Mörse, Naureen Mushtaq, Diana S. Osorio, Roger J. Packer, Zdeněk Pavelka, Eduardo Quiroga-Cantero, James T. Rutka, Magnus Sabel, Duarte Salgado, Palma Solano‐Páez, Jaroslav Štěrba, Jack M. Su, David Sumerauer, Michael D. Taylor, Helen Toledano, Derek S. Tsang, Mariana Valente Fernandes, Frank K.H. van Landeghem, Cornelis M. van Tilburg, Bev Wilson, Olaf Witt, Josef Zamecbik, Éric Bouffet, Cynthia Hawkins, Uri Tabori

Bibliographic record

VenueNeuro-Oncology · 2020
Typearticle
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsUniversité LavalStollery Children's HospitalHospital for Sick Children
Fundersnot available
KeywordsMedicineInternal medicineOncologyGliomaCDKN2ADiscontinuationV600EConcomitantCancerCancer researchMutation

Abstract

fetched live from OpenAlex

Abstract Children with pediatric gliomas harboring BRAF V600E mutation have a poor outcome with current chemoradiation strategies. Our aim was to study the role of targeted BRAF inhibition in these tumors. We collected clinical, imaging, molecular and outcome information from BRAF V600E glioma patients treated with BRAFi across 29 centers from multiple countries. Sixty-seven patients were treated with BRAFi (56 pediatric low grade gliomas, PLGG and 11 pediatric high grade gliomas, PHGG) for up to 5.6 years. Objective responses were observed in 80% of PLGGs compared to 28% with conventional chemotherapy (p<0.001). These responses were rapid (median, 4 months), and sustained in 86% of tumors up to 5 years while on therapy. PLGG which discontinued BRAFi, 76.5% (13/17) progressed rapidly after discontinuation (median 2.3 months). However, upon re-challenge with BRAFi therapy, 90% achieved an objective response. Poor prognostic factors to conventional therapies, such as concomitant homozygous deletion of CDKN2A, were not associated with a lack of response to BRAFi. In contrast, only 36% of PHGG responded to BRAFi with all but one tumor progressing within 18 months. In PLGG, responses translated to 3-year progression-free survival of 49.6% (95%CI, 35.3% to 69.5%) vs 29.8% (95% CI, 20% to 44.4%) for BRAFi vs chemotherapy respectively (p=0.02). The use of BRAFi results in robust and durable responses while on therapy in BRAF V600E PLGG. Prospective studies are required to determine long-term survival and functional outcomes with BRAFi therapy in childhood gliomas.

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 score0.003
Threshold uncertainty score0.005

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)0.0000.000

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 head0.028
GPT teacher head0.286
Teacher spread0.257 · 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

Explore more

Same venueNeuro-OncologySame topicGlioma Diagnosis and TreatmentFrench-language works237,207