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

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.

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)

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
|