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Easyreporting simplifies the implementation of Reproducible Research layers in R software
Dario Righelli1,2, Claudia Angelini2
1Department of Statistical Sciences, University of Padova, Padua, Italy.
Reproducible Research (RR) is crucial for reliable omics data analysis. The easyreporting R package simplifies implementing RR, ensuring data analysis transparency and reproducibility, especially in complex bioinformatics projects.
Area of Science:
- Bioinformatics
- Computational Biology
- Data Science
Background:
- Irreproducibility in omics data analysis is a growing concern due to complex computational methods.
- Ensuring the transparency and reproducibility of data analysis is vital to prevent misleading results.
Purpose of the Study:
- To introduce easyreporting, a novel R/Bioconductor package designed to facilitate Reproducible Research (RR).
- To demonstrate how easyreporting can be integrated into reports and tools to enhance analysis transparency.
Main Methods:
- Development of the easyreporting R/Bioconductor package.
- Illustration of RR implementation using a case study on RNA-seq data analysis.
- Showcasing automatic tracing of R functions for tracking analysis steps.
Main Results:
- The easyreporting package provides a framework for implementing RR in data analysis reports.
- Automatic tracing of R functions aids in documenting and reproducing analysis procedures.
- Successful application demonstrated through an RNA-seq data analysis case study.
Conclusions:
- Easyreporting significantly supports the reproducibility of data analysis projects, particularly in bioinformatics.
- The package offers advantages for developing R packages and graphical user interfaces (GUIs) with built-in RR.
- Facilitates tracing complex analysis steps and parameters, crucial for scientific integrity.
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