Parenteral anticoagulation for prolonging survival in patients with cancer who have no other indication for anticoagulation
Bibliographic record
Abstract
BACKGROUND: Basic research and clinical studies have generated the hypothesis that anticoagulation may improve survival in patients with cancer through an antitumour effect in addition to the antithrombotic effect. OBJECTIVES: To evaluate the efficacy and safety of heparin (including unfractionated heparin (UFH) and low molecular weight heparin (LMWH)) and fondaparinux to improve survival of patients with cancer. SEARCH STRATEGY: A comprehensive search for studies of anticoagulation in cancer patients including (1) A January 2007 electronic search of the following databases: Cochrane Central Register of Controlled Trials (CENTRAL), MEDLINE, EMBASE and ISI the Web of Science; (2) Hand search of the American Society of Clinical Oncology and of the American Society of Hematology; (3) Checking of references of included studies; and (4) Use of "related article" feature in PubMed. SELECTION CRITERIA: We included randomized controlled trials (RCTs) in cancer patients without clinical evidence of venous thromboembolism comparing UFH, LMWH or fondaparinux to no intervention or placebo and RCTs comparing two of the three agents of interest. DATA COLLECTION AND ANALYSIS: Using a standardized form we extracted in duplicate data on methodological quality, participants, interventions and outcomes of interest including all cause mortality, venous thrombosis, symptomatic pulmonary embolism, major bleeding and minor bleeding. MAIN RESULTS: Of 3986 identified citations five RCTs fulfilled the inclusion criteria. In all included RCTs the intervention consisted of heparin ( either UFH or LMWH). The overall methodological quality of the included studies was acceptable. Overall, heparin therapy was associated with a statistically and clinically significant survival benefit (hazard ratio (HR) = 0.77; 95% CI: 0.65 to 0.91). In subgroup analyses, patients with limited small cell lung cancer experienced a clear survival benefit (HR = 0.56; 95% CI: 0.38 to 0.83). The survival benefit was not statistically significant for either patients with extensive small cell lung cancer (HR = 0.80; 95% CI: 0.60 to 1.06) or patients with advanced cancer (HR = 0.84; 95%: 0.68 to 1.03). The increased risk of bleeding with heparin was not statistically significant (RR = 1.78; 95% CI: 0.73 to 4.38). AUTHORS' CONCLUSIONS: Heparin has a survival benefit in cancer patients in general, and in patients with limited small cell lung cancer in particular. Heparin might be particularly beneficial in cancer patients with limited cancer or a longer life expectancy. Future research should investigate the survival benefit of different types of anticoagulants (in different dosing, schedules and duration of therapy) in patients with different types and stages of cancers.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".