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A meta-analysis of biochemotherapy (BCT) for the treatment of metastatic malignant melanoma (MM)

2004· article· en· W2242926713 on OpenAlexaff
Robert H. El-Maraghi, Subodh Verma, Manya Charette, B. Markman, Ian Quirt

Bibliographic record

VenueJournal of Clinical Oncology · 2004
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMelanoma and MAPK Pathways
Canadian institutionsMcMaster UniversityPrincess Margaret Cancer Centre
Fundersnot available
KeywordsMedicineInternal medicineChemotherapyRandomized controlled trialMeta-analysisOncologyCochrane LibraryClinical trialImmunotherapyRelative riskSurgeryCancerConfidence interval

Abstract

fetched live from OpenAlex

7529 Background: Systemic approaches to therapy of metastatic MM include cytotoxic chemotherapy, immunotherapy such as interferon-alpha (IFN) and interleukin-2 (IL-2), and more recently BCT. Methods: A systematic review of the literature regarding BCT for treatment of metastatic MM was conducted using MEDLINE, CANCERLIT, Cochrane Library and Physician Data Query clinical trials databases. Relevant articles and abstracts were selected and reviewed by one member of the MDSG and methodologists. All published reports including abstracts for randomized controlled trials (RCTs) and single-arm phase II trials involving BCT were considered. An estimate of the effect of BCT on overall response rate (ORR), time to progression (TTP) and overall survival (OS) was determined using pooled data from published reports of individual RCTs. Results: Nine RCTs, 8 randomized phase II trials and 39 single-arm phase II trials were identified. Six studies compared chemotherapy alone to chemotherapy plus IL-2 and IFN. In only one study, BCT was superior for ORR (48% vs. 25%, p=0.001) and median survival (11.9 vs. 9.2 months, p=0.06) while a second demonstrated an improved ORR (44% vs. 27%, p=0.071) but a lower median survival (10.7 vs. 15.8 months, p=0.052). The remaining four studies showed no significant differences in ORR, TTP or OS. A pooled meta-analysis demonstrated that BCT was superior to chemotherapy for ORR (relative risk (RR)=1.49, CI 1.21–1.83, p=0.0002), and delayed TTP at six months (RR=0.82, CI 0.72–0.94, p=0.004) but not one-year survival (RR=0.89, CI 0.77–1.03, p=0.13). Therapy was toxic but quality of life did not seem to be impaired. Grade 3 and 4 toxicities were common. Conclusions: BCT is associated with higher ORR compared to standard therapy but does not have a meaningful impact on survival in patients with metastatic MM. Due to the toxicity of BCT, treatment should be restricted to experienced centres. No significant financial relationships to disclose.

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)0.014
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.016
Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.023
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0160.051
Bibliometrics0.0050.005
Science and technology studies0.0010.001
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.255
GPT teacher head0.451
Teacher spread0.195 · 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 designMeta-analysis
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
Published2004
Admission routes1
Has abstractyes

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