MétaCan
Menu
Back to cohort
Record W4406330612 · doi:10.1002/cncr.35713

Treatment of focal anaplastic Wilms tumor: A report from the Children's Oncology Group AREN0321 and AREN03B2 studies

2025· article· en· W4406330612 on OpenAlexaff
Amy E. Armstrong, Najat C. Daw, Lindsay A. Renfro, James I. Geller, John A. Kalapurakal, Geetika Khanna, Arnold C. Paulino, Elizabeth J. Perlman, Peter F. Ehrlich, Kenneth W. Gow, Anne B. Warwick, Paul E. Grundy, Conrad V. Fernandez, Elizabeth A. Mullen, Jeffrey S. Dome

Bibliographic record

VenueCancer · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicRenal and related cancers
Canadian institutionsIzaak Walton Killam Health CentreDalhousie UniversityUniversity of Alberta
FundersNational Institutes of HealthNational Cancer InstituteSt. Baldrick's Foundation
KeywordsMedicineWilms' tumorPediatric oncologyOncologyInternal medicinePathologyCancer

Abstract

fetched live from OpenAlex

BACKGROUND: In the fifth National Wilms Tumor Study, patients received vincristine and dactinomycin (VA) without radiation for stage I focal anaplastic Wilms tumor (FAWT) and VA plus doxorubicin (DD4A) and radiation for stage II-IV FAWT. Four-year event-free survival (EFS) and overall survival (OS) for stage I FAWT were 67.5% and 88.9% and for stage IV FAWT were 61.4% and 71.6%, respectively. Therapy intensification for stage I and IV FAWT was evaluated as secondary objectives in AREN0321. METHODS: Central review in the AREN03B2 Renal Tumors Classification, Biology, and Banking Study confirmed patient stage and tumor histology. Patients were then enrolled in AREN0321 and received DD4A with radiation for stage I-III FAWT and vincristine, doxorubicin, cyclophosphamide, carboplatin, and etoposide (UH-1/revised UH-1) with radiation for stage IV FAWT. Outcomes of patients with FAWT who were treated in AREN0321 (n = 25) and in AREN03B2 (n = 20) treated as per AREN0321 were analyzed. RESULTS: In the pooled data analysis from AREN0321 and AREN03B2, 4-year EFS and OS were both 100% for stage I-II FAWT (n = 21), 82.4% (95% CI, 66.1%-100%) and 87.8% (95% CI, 73.4%-100%) for stage III FAWT (n = 17), respectively, and both 85.7% (95% CI, 63.3%-100%) for stage IV FAWT (n = 7). Four patients enrolled in AREN0321 had events: treatment failure occurred in three patients with stage III FAWT, and one treatment-related death was observed in a patient with stage IV FAWT following revised UH-1. No EFS or OS events occurred in patients with FAWT enrolled in AREN03B2 only. CONCLUSIONS: Patients with stage I and II FAWT have outstanding survival when treated with DD4A and radiation. Intensification of therapy may have improved survival for stage IV FAWT, albeit with an increased toxicity risk.

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)0.010
metaresearch head score (Gemma)0.008
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 score0.020
Threshold uncertainty score0.052

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.007
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
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 head0.010
GPT teacher head0.302
Teacher spread0.292 · 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

Citations5
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCancerSame topicRenal and related cancersFrench-language works237,207