ArticleResearch synthesis methods2018
Detecting small-study effects and funnel plot asymmetry in meta-analysis of survival data: A comparison of new and existing tests.
Article in Research synthesis methods, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 101 papers, 60 of them syntheses that pooled it.
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Who cites it
101 citing papers in PubMed, 60 syntheses or guidelines pooled it.
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- Prognostic value of left atrial function in cardiac amyloidosis: a systematic review and meta‑analysis.The international journal of cardiovascular imaging · 2026Pooled it
- Oncological Adequacy of R1 Vascular Margin in Minimally Invasive Liver Surgery for Hepatocellular Carcinoma and Colorectal Liver Metastases: A Meta-analysis.Annals of surgical oncology · 2026Pooled it
- Artificial intelligence-enabled electrocardiography to predict impending episodes of ventricular tachycardia in individuals under continuous heart rhythm monitoring.The Cochrane database of systematic reviews · 2026Pooled it
- Technical error prevalence in the complete pathology tissue testing process: a systematic review and meta-analysis.BMJ open quality · 2026Pooled it
- Concurrent inguinal hernia repair during robotic radical prostatectomy: a systematic review and meta-analysis.Hernia : the journal of hernias and abdominal wall surgery · 2026Pooled it
- Pooled it
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- Prognostic factors predicting an unprovoked seizure recurrence in children and adults following a first unprovoked seizure.The Cochrane database of systematic reviews · 2025Pooled it
- Clinical Outcomes of Severe Lassa Fever in West Africa: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2025Pooled it
- Differences in eye movement characteristics between expert and non-expert eSports players: a systematic review and meta-analysis.Scientific reports · 2025Pooled it
- Metformin use & asthma outcomes in patients with concurrent diabetes & bronchial asthma: A systematic review & meta-analysis.The Indian journal of medical research · 2025 · on this mapPooled it
- Comparison of the diagnostic performance of non-contrast MR angiography and planar V/Q scintigraphy for pulmonary embolism: a systematic review and meta-analysis.European radiology · 2025Pooled it
- Prevalence of anxiety, depression, and post-traumatic stress disorder among paramedic students: a systematic review and meta-analysis.Social psychiatry and psychiatric epidemiology · 2025Pooled it
- Prognostic value of blood eosinophils for predicting survival and treatment outcomes in people with non-small cell lung cancer.The Cochrane database of systematic reviews · 2025Pooled it
- The effectiveness of metabolic resistance training versus traditional cardio on athletic performance: a systematic review and meta-analysis.Frontiers in physiology · 2025Pooled it
- Diabetes as a risk factor for tuberculosis disease.The Cochrane database of systematic reviews · 2024Pooled it
41 more citing papers are in PubMed but not listed here.
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Small-study effects are a common threat in systematic reviews and may indicate publication bias. Their existence is often verified by visual inspection of the funnel plot. Formal tests to assess the presence of funnel plot asymmetry typically estimate the association between the reported effect size and their standard error, the total sample size, or the inverse of the total sample size. In this paper, we demonstrate that the application of these tests may be less appropriate in meta-analysis of survival data, where censoring influences statistical significance of the hazard ratio. We subsequently propose 2 new tests that are based on the total number of observed events and adopt a multiplicative variance component. We compare the performance of the various funnel plot asymmetry tests in an extensive simulation study where we varied the true hazard ratio (0.5 to 1), the number of published trials (N=10 to 100), the degree of censoring within trials (0% to 90%), and the mechanism leading to participant dropout (noninformative versus informative). Results demonstrate that previous well-known tests for detecting funnel plot asymmetry suffer from low power or excessive type-I error rates in meta-analysis of survival data, particularly when trials are affected by participant dropout. Because our novel test (adopting estimates of the asymptotic precision as study weights) yields reasonable power and maintains appropriate type-I error rates, we recommend its use to evaluate funnel plot asymmetry in meta-analysis of survival data. The use of funnel plot asymmetry tests should, however, be avoided when there are few trials available for any meta-analysis.
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