development and the role of meta- analysis on the topic of inflammation donald s. likosky, ph.d
TRANSCRIPT
Goals for Talk• What is a Meta-Analysis?
• Why is Meta-Analysis Important?
• How to Interpret a Meta-Analysis
• Relevance to Inflammation
Goals for Talk• What is a Meta-Analysis?
• Why is Meta-Analysis Important?
• How to Interpret a Meta-Analysis
• Relevance to Inflammation
What is a Meta Analysis• A systematic review of a topic, based
on discrete question
• Seeks to address the magnitude and precision of an intervention
• Unit of analysis is a study (usually restricted to published studies)
• Meta analysis is not just a big randomized trial
What is a Meta Analysis• Primary measure is the magnitude of
effect across studies (not patients)
• We don’t average values
• Weight each study by its sample size– 1 / (standard error)2
• Reflects findings across published studies
• There may be reasonable concerns about publication bias
• Assumes studies focused on same patients & study populations (requires in/exclusion criteria)
• Assumes authors have provided the required data (sometimes need to correspond with authors)
Goals for Talk• What is a Meta-Analysis?
• Why is Meta-Analysis Important?
• How to Interpret a Meta-Analysis
• Relevance to Inflammation
•How do you possible compare these studies?•Should they get equal weighting?•How much variance might there be in their estimates?
Number of Patients in Each of 10 Studies
Goals for Talk• What is a Meta-Analysis?
• Why is Meta-Analysis Important?
• How to Interpret a Meta-Analysis
• Relevance to Inflammation
What is a Meta Analysis• Primary measure is the magnitude of
effect
• We don’t average values
• Weight each study by its sample size– 1 / (standard error)2
Primary Measure• I2, “I-squared”
• Measure of degree to which studies are comparable
• Want homogenous studies (I2 <25%)
Study ID
# in StudyMean (SD) in Intervention Arm
# in StudyMean (SD) in Control Arm
Effect Measure“Weighted Mean Difference”
Weights per Study
Overall EffectDegree to which StudiesAre SimilarOverall Significance Line of Difference
Goals for Talk• What is a Meta-Analysis?
• Why is Meta-Analysis Important?
• How to Interpret a Meta-Analysis
• Relevance to Inflammation
Of 8 studies on C3a
Time Points # Studies Contributing Data
Pre-operative 8
5-30min on CPB 3
45-60min on CPB 5
end of CPB 5
5-15 after Protamine 4
POD 1 2
Conclusions • Meta-Analyses have a role in evaluating body of
literature
• They require thoughtful care in their design and interpretation
• May have a useful role in – Evaluating effects of coated circuits on the
inflammatory response,– In improving the design and conduct of future
studies