ReUseData
ReUseData converts ad hoc R/Bioconductor preprocessing scripts into standardized Common Workflow Language (CWL)-based data recipes to produce portable, reproducible curated genomic datasets for reuse and integration in downstream analyses.
Key Features:
- Script-to-recipe conversion: Converts ad hoc R preprocessing scripts into standardized Common Workflow Language (CWL)-based data recipes.
- Self-contained CWL recipes: Produces self-contained CWL recipes that encapsulate preprocessing steps for portability across computing platforms.
- Reproducibility and standardization: Enforces standardized data recipes to reduce variability and improve reproducibility of preprocessing.
- Curated genomic datasets: Generates curated genomic datasets in generic forms to enhance reusability and integration.
- Downstream integration: Enables integration of CWL-based recipes and datasets into downstream analysis tools and workflows.
- R/Bioconductor focus: Targets the R/Bioconductor ecosystem and users working in R.
Scientific Applications:
- Standardized preprocessing across projects: Harmonizes preprocessing steps to enable consistent handling of genomic datasets across studies.
- Data reuse and sharing: Facilitates sharing and reuse of curated genomic datasets and preprocessing recipes across platforms and collaborators.
- Workflow interoperability: Supports incorporation of preprocessing recipes into diverse downstream analysis workflows and tools.
Methodology:
Transforms ad hoc R/Bioconductor preprocessing scripts into standardized, self-contained Common Workflow Language (CWL)-based data recipes to generate curated genomic datasets in generic forms.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- library
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R, CWL
- Added:
- 5/14/2024
- Last Updated:
- 5/14/2024
Operations
Publications
Liu Q, Hu Q, Liu S, Hutson A, Morgan M. ReUseData: an R/Bioconductor tool for reusable and reproducible genomic data management. BMC Bioinformatics. 2024;25(1). doi:10.1186/s12859-023-05626-0. PMID:38172657. PMCID:PMC10765726.
PMID: 38172657
PMCID: PMC10765726
Funding: - National Center for Advancing Translational Sciences: UL1TR0012-05
- National Cancer Institute, United States: U24CA232979; U24180996; U24CA274159
- National Human Genome Research Institute,United States: U41HG004059