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LFK index does not reliably detect small‐study effects in meta‐analysis: A simulation study.

Authors :
Schwarzer, Guido
Rücker, Gerta
Semaca, Cristina
Source :
Research Synthesis Methods. Jul2024, Vol. 15 Issue 4, p603-615. 13p.
Publication Year :
2024

Abstract

The LFK index has been promoted as an improved method to detect bias in meta‐analysis. Putatively, its performance does not depend on the number of studies in the meta‐analysis. We conducted a simulation study, comparing the LFK index test to three standard tests for funnel plot asymmetry in settings with smaller or larger group sample sizes. In general, false positive rates of the LFK index test markedly depended on the number and size of studies as well as the between‐study heterogeneity with values between 0% and almost 30%. Egger's test adhered well to the pre‐specified significance level of 5% under homogeneity, but was too liberal (smaller groups) or conservative (larger groups) under heterogeneity. The rank test was too conservative for most simulation scenarios. The Thompson–Sharp test was too conservative under homogeneity, but adhered well to the significance level in case of heterogeneity. The true positive rate of the LFK index test was only larger compared with classic tests if the false positive rate was inflated. The power of classic tests was similar or larger than the LFK index test if the false positive rate of the LFK index test was used as significance level for the classic tests. Under ideal conditions, the false positive rate of the LFK index test markedly and unpredictably depends on the number and sample size of studies as well as the extent of between‐study heterogeneity. The LFK index test in its current implementation should not be used to assess funnel plot asymmetry in meta‐analysis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17592879
Volume :
15
Issue :
4
Database :
Academic Search Index
Journal :
Research Synthesis Methods
Publication Type :
Academic Journal
Accession number :
178396410
Full Text :
https://doi.org/10.1002/jrsm.1714