This repository accompanies the manuscript:
Type, Severity, Frequency and Management of Adverse Reactions Associated with Ultrasound Contrast Agents: A Systematic Review and Meta-Analysis
and provides the full, reproducible statistical analysis underlying the results reported in the article.
The repository is intentionally minimal and self-contained.
├── data-raw/ # Publicly available extracted data
├── Meta_mdc_04092025_frequentist.Rmd # Main analysis (R Markdown)
├── Meta_mdc_04092025_frequentist.html # Rendered HTML report
├── renv/ # renv infrastructure
├── renv.lock # Exact package versions
├── uscas-adr-ma.Rproj # RStudio project
└── .Rprofile # renv activation
data-raw/contains only publicly available data extracted from the literature..Rmdis the authoritative source for all analyses, figures, and tables..htmlis the rendered output provided for immediate inspection, without requiring R.renv.lockguarantees computational reproducibility.
No private data, credentials, API keys, or sensitive information are included.
The analysis is fully reproducible.
- R (≥ 4.4.0 recommended)
- RStudio (optional, but recommended)
# Restore the exact package environment
renv::restore()
# Render the analysis
rmarkdown::render("Meta_mdc_04092025_frequentist.Rmd")The rendered HTML will reproduce the results reported in the manuscript.
- All data included in this repository are publicly available.
- No patient-level, identifiable, or restricted data are present.
- No secrets or environment variables are required.
This repository is provided for scientific transparency and reproducibility.
Unless otherwise stated in the manuscript or journal policy:
- Code is released for academic and research use.
- Data reuse must follow the original sources’ licensing terms.
For questions regarding the analysis or reproducibility, please refer to the corresponding author listed in the manuscript.