Editor's Choice | This Week in BMJ | Press releases



BMJ No 7109 Volume 315

Papers Saturday 13 September 1997


Bias in meta-analysis detected by a simple, graphical test

Matthias Egger, George Davey Smith, Martin Schneider, Christoph Minder

Table 1-Characteristics of nine pairs of meta-analyses and corresponding large trials
Topic Typical end point Large trial (year of publication) Meta-analysis (year of publication)
Concordant pairs
Beta Blockers in myocardial infarction Mortality in hospital ISIS-1 (1986)20 Yusuf et al (1985)19
Streptokinase in myocardial infarction Mortality in hospital GISSI-1 (1986)18 Yusuf et al (1985)17
Angiotensin converting enzyme inhibitors in heart failure Mortality at 3 months SOLVD (1991)15 Mulrow et al (1988)26
Intensive therapy in insulin-dependent diabetes mellitus Progression of retinopathy over several years DCCT (1993)22 Wang et al (1993)21
Discordant pairs
Magnesium in myocardial infarction Mortality in hospital ISIS-4 (1995)28 Teo et al (1993)27
Nitrates in myocardial infarction Mortality in hospital GISSI-3 (1994)25 Yusuf et al (1988)24
Inpatient geriatric consultation service Mortality at 6 months HMO (1995)23 Stuck et al (1993)14
Aspirin for preventing pre-eclampsia Development of pre-eclampsia CLASP (1994)30 Imperiale and Stollenwerk (1991)29
GISSI=Gruppo Italiano per lo Studio della Streptochinasi nell'Infarto miocardico; ISIS=International Study of Infarct Survival; DCCT=Diabetes Control and Complications Trial; HMO=Health Maintenance Organisation study; SOLVD=Studies of Left Ventricular Dysfunction; CLASP, Collaborative Low-dose Aspirin Study in Pregnancy..

Table 2-Analysis of funnel plot asymmetry
Meta-analysis
No of trials
Linear regression analysis


Intercept (90% CI) P value
Results concordant with single large trial
Beta Blockers in myocardial infarction (19) 26 0.44 (-0.11 to 1.00) 0.19
Streptokinase in myocardial infarction (17) 20 0.59 (-1.30 to 2.48) 0.59
Angiotensin converting enzyme inhibitors in heart failure (26) 13 -0.14 (-0.44 to 0.16) 0.43
Intensive treatment in insulin-dependent diabetes mellitus (21) 6 -0.75 (-2.53 to 1.03) 0.44
Results discordant with single large trial
Magnesium in myocardial infarction (27 10 -1.19 (-2.26 to -0.12) 0.068
Nitrates in myocardial infarction (24) 10 -1.84 (-3.25 to -0.43) 0.043
Inpatient geriatric consultation service (14) 8 -2.60 (-4.84 to -0.37) 0.069
Aspirin for preventing pre-eclampsia (29) 6 0.37 (-1.84 to 2.59) 0.75

graph
Fig 1- Results from four concordant and four discordant pairs of meta-analysis and large scale randomised controlled trial.

graph
Fig 2- Funnel plots and single large trials. Points indicate odds ratios from trials included in meta-analysis; squares with horizontal lines show odds ratio from large trial with 95% confidence interval. See table 1 for abbreviations of trial names.

graph
Fig 3- Funnel plot of trials of low dose aspirin in the prevention of pre-eclampsia. Trials included in Imperiale and Stollenwerk's 1991 meta-analysis (closed circles),(29) trials published in subsequent years (1990 to 1993, open circles) and the large 1994 CLASP (collaborative low-dose aspirin study in pregnancy) trial (square with horizontal line indicating 95% confidence interval) (30)

graph
Fig 4 - Distribution of intercepts from regression analysis of funnel plot asymmetry for 38 meta-analyses from the Cochrane Database of Systematic

Bias in meta-analysis detected by a simple, graphical test


Home | Current contents | Past issues | Classified ads | Career Focus | Feedback
Collections | About this site | About the BMJ | BMA | Medline