Meta-analyses and systematic reviews

Meta-analyses and systematic reviews

Published January 10, 2026

Meta-analyses and systematic reviews

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Systematic Review & Meta-Analysis - Evidence Synthesizers

  • Systematic Review: A qualitative synthesis of all high-quality evidence on a focused question using rigorous, predefined methods to minimize bias.
  • Meta-Analysis: A quantitative technique that statistically combines results from multiple studies to produce a single pooled estimate, increasing precision and power.

Heterogeneity (variability among study outcomes) is key. It's measured by the $I^2$ statistic. An $I^2$ value > 50% indicates substantial heterogeneity, questioning the validity of pooling results.

The PRISMA Method - Blueprint for a Review

  • PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) provides a standardized, evidence-based checklist and flow diagram for reporting.
  • Its goal is to ensure clarity, transparency, and completeness in systematic reviews and meta-analyses, enhancing reproducibility and critical appraisal.

PRISMA 2020 flow diagram for systematic reviews

⭐ Following the PRISMA checklist is crucial for reducing the risk of reporting bias and is often a submission requirement for high-impact journals.

Forest Plots - Seeing the Big Picture

  • A forest plot graphically summarizes individual studies in a meta-analysis, showing both individual and pooled results.

  • Key Components:

    • Squares: Represent the point estimate (e.g., RR, OR) of each study. The size of the square is proportional to the study's weight.
    • Horizontal Lines: Show the 95% Confidence Interval (CI) for each study.
    • Vertical Line: The line of no effect (e.g., at OR=1). If a CI line crosses it, the study's result is not statistically significant.
    • Diamond: Represents the pooled result of all studies. Its width is the pooled CI.

Annotated forest plot for meta-analysis

⭐ If the diamond (the pooled result) does not touch or cross the vertical line of no effect, the overall result of the meta-analysis is statistically significant.

  • Heterogeneity: Assessed by the I² statistic; visually, significant overlap of CIs suggests low heterogeneity.

Bias & Bumps - Gauging Review Quality

  • Heterogeneity: Are studies too different to combine?
    • Assess with:
      • Forest Plot: Visually check for non-overlapping confidence intervals.
      • Statistics: Cochran's Q test & the $I^2$ statistic.
    • $I^2$ Interpretation:
      • <25%: Low
      • 25-75%: Moderate
      • 75%: High heterogeneity → Use a random-effects model.

  • Publication Bias: Are negative or small studies missing?
    • Assess with: Funnel Plot.
    • Interpretation:
      • Symmetrical plot (inverted funnel) → Low bias risk.
      • Asymmetrical plot → High bias risk.

Funnel plots: Symmetrical vs. asymmetrical distribution

⭐ Asymmetry in a funnel plot is most famously due to publication bias, but can also arise from true heterogeneity where effect size differs by study size (e.g., smaller studies show larger effects).

  • Systematic reviews provide a qualitative summary, whereas meta-analyses use quantitative methods to pool data and ↑ statistical power.
  • Forest plots visually summarize results, with a diamond representing the pooled effect estimate and its confidence interval.
  • A major limitation is publication bias, the tendency to publish only studies with positive findings; a funnel plot can help detect this.
  • Heterogeneity (inter-study variability) is measured by the I² statistic.

Practice Questions: Meta-analyses and systematic reviews

Test your understanding with these related questions

A surgeon is interested in studying how different surgical techniques impact the healing of tendon injuries. In particular, he will compare 3 different types of suture repairs biomechanically in order to determine the maximum load before failure of the tendon 2 weeks after repair. He collects data on maximum load for 90 different repaired tendons from an animal model. Thirty tendons were repaired using each of the different suture techniques. Which of the following statistical measures is most appropriate for analyzing the results of this study?

1 of 5

Flashcards: Meta-analyses and systematic reviews

1/10

Which operant conditioning technique involves addition of a stimulus in efforts to increase behavior? _____

TAP TO REVEAL ANSWER

Which operant conditioning technique involves addition of a stimulus in efforts to increase behavior? _____

Positive reinforcement

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