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NetMetaEasy: enabling rapid and user-friendly network meta-analysis (NMA) for comparative effectiveness research
János Tibor Fekete1,2, András Komócsi3, Balázs Győrffy1,2,4
1Department of Bioinformatics, Semmelweis University, Budapest, Hungary.
NetMetaEasy is a user-friendly web platform for conducting network meta-analyses (NMA) quickly and easily. It simplifies complex statistical analysis, making advanced evidence synthesis accessible to more researchers in pharmacology.
Area of Science:
- Pharmacology and Biostatistics
- Evidence Synthesis and Meta-Analysis
Background:
- Network meta-analysis (NMA) is crucial for comparing multiple treatments but requires specialized statistical expertise and software.
- Wider adoption of NMA is hindered by its complexity and accessibility barriers for many researchers.
Purpose of the Study:
- To introduce NetMetaEasy, a web-based platform designed for user-friendly execution and visualization of network meta-analyses.
- To lower the technical barrier for performing NMA, enabling broader application in research and clinical guidelines.
Main Methods:
- NetMetaEasy is an R/Shiny platform supporting binary, continuous, and summary-effect data.
- It offers both frequentist and Bayesian NMA with P-score and SUCRA ranking.
- Utilizes netmeta and gemtc R packages for fixed- and random-effects models, generating standard NMA outputs.
Main Results:
- The platform successfully performed NMA on a dataset of SGLT2 inhibitors for cardiovascular outcomes.
- NetMetaEasy generated all standard NMA outputs, identified beneficial treatments, and showed no small-study bias.
- The entire analysis workflow, from data upload to interpretation-ready plots, was completed in minutes.
Conclusions:
- NetMetaEasy offers an accessible solution for network meta-analysis, streamlining data processing, analysis, and visualization.
- The platform facilitates more widespread and rapid evidence synthesis in pharmacology, especially for those without advanced statistical training.
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