Systematic reviews and meta-analysis

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Presentation transcript:

Systematic reviews and meta-analysis Adrian Boyle

Objectives Terminology Key problems to look for Interpreting output

Why do a systematic review? Good reasons Bad reasons Overall picture of relevant literature Explore heterogeneity of results Why doesn’t this work here, but does here Prepare background before conducting a study Get more statistical power to prove a point

Systematic review Distinguish from narrative review A priori three part question Inclusion criteria described before initiating search Quality filter Comprehensive, reproducible search of the major biomedical databases Cochrane

Systematic or Narrative Review? ‘Does massage reduce back pain in ballet dancers?’ ‘My experience of massaging ballet dancers’ ‘What is the best treatment for Intra-cranial haemorrhage? a critical review of treatment options’ ‘Does emergency department crowding increase mortality in emergency admissions?’

Meta-analysis Pool existing studies to generate increased power Mathematical combining of results to generate a pooled estimate Not simply adding results Maths is complex and not to be sniffed at

Heterogeneity Exists at Population, Exposure and Outcome level Judgement Chi 2 test (Cochrane’s Q) of heterogeneity of results (non significance is good) I2 test of inconsistency of results (low is good)

Assessing systematic review quality Important question Quality and extent of search Independence of authors Number of studies ‘Evenness’ of weighting Jadad

Assessing systematic review quality Publication bias Sexy, optimistic results get published Honest, inconclusive work doesn’t Unpublished work

Funnel plots

Interpreting the output Pooled relative risks Look at trends

©2008 by British Medical Journal Publishing Group Fig 2 Effectiveness of dexamethasone plus standard abortive therapy for recurrent migraine headache compared with placebo plus standard abortive therapy. Fig 2 Effectiveness of dexamethasone plus standard abortive therapy for recurrent migraine headache compared with placebo plus standard abortive therapy Colman I et al. BMJ 2008;336:1359-1361 ©2008 by British Medical Journal Publishing Group

Heterogeneity Measure of how different the OUTCOME is. Measured by Cochrane’s Q (non-significance is good) I2 statistic is more intuitive. Low is good.

©2008 by British Medical Journal Publishing Group Fig 2 Effectiveness of dexamethasone plus standard abortive therapy for recurrent migraine headache compared with placebo plus standard abortive therapy. Fig 2 Effectiveness of dexamethasone plus standard abortive therapy for recurrent migraine headache compared with placebo plus standard abortive therapy Colman I et al. BMJ 2008;336:1359-1361 ©2008 by British Medical Journal Publishing Group

Fixed or Random Effects? Fixed Effects Low heterogeneity Random Effects High heterogeneity Produces a more conservative result If in doubt, use a random effects

Conclusions Systematic reviews are useful Publication bias is a problem Meta-analysis is simple DON’T PANIC