Meta-analysis Flashcards
What is a Systematic Review?
Scientific Scientific strategy to
- assemble all relevant studies on a topic
- summarize summarize results results of identified studies
- appraise appraise quality quality of identified studies
- Take the results from each study and produce summary quantities produce summary quantities (answers), that are unbiased (as far as possible) and reproducible
Inclusion criteria
Population
intervention/treatment
comparator
outcome measure
study design
What is publication bias?
Tendency for negative studies not to be reported since:
- journals don’t want to publish
- researchers don’t want to write up
- Nb often smaller studies often smaller studies
Publication bias can be investigated by
- Searching trial registers
- Applying statistical methods e.g. The funnel plot
Symmetrical funnel plot
have no publication bias
Each study is a dot
larger studies at the top
smaller studies have more spread out estimates
Meta-analysis
Combination of results from studies using Meta-analysis analysis specific statistical methods
- Include comparable comparable studies (e.g. In terms of population, intervention and setting)
- Combine the results of all included studies into one summary statistic summary statistic
- Investigate variation of treatment effects among studies (known as “heterogeneity” = “lack of consistency”)
Relative Risk
RR = Risk of outcome in the treatment group
/
Risk of outcome in the control group
- The summary statistic “odds ratio” may be used instead of RR in meta used instead of RR in meta-analysis analysis
Addressing variation of treatment effects in meta effects in meta-analysis analysis
Null hypothesis: all studies estimate the same underlying population quantity (e.g. Relative Risk)
- Some random variation in study estimates is expected due to small random samples
- chi-squared test for heterogeneity indicates squared test for heterogeneity indicates whether the variation is significantly greater (p<0.05) But is it is not significant (p>0.05, or “NS”) then there is no evidence to disbelieve that they are consistent.
- Consistent evidence adds confidence.
- Heterogeneous results need to examined further
Evidence based medicine
Evidence-based medicine is the based medicine is the process of systematically finding and appraising research in order to make clinical decisions based on the best available evidence