Linking big biomedical datasets to modular analysis with Portable Encapsulated Projects. Issue 12 (6th December 2021)
- Record Type:
- Journal Article
- Title:
- Linking big biomedical datasets to modular analysis with Portable Encapsulated Projects. Issue 12 (6th December 2021)
- Main Title:
- Linking big biomedical datasets to modular analysis with Portable Encapsulated Projects
- Authors:
- Sheffield, Nathan C
Stolarczyk, Michał
Reuter, Vincent P
Rendeiro, André F - Abstract:
- Abstract: Background: Organizing and annotating biological sample data is critical in data-intensive bioinformatics. Unfortunately, metadata formats from a data provider are often incompatible with requirements of a processing tool. There is no broadly accepted standard to organize metadata across biological projects and bioinformatics tools, restricting the portability and reusability of both annotated datasets and analysis software. Results: To address this, we present the Portable Encapsulated Project (PEP) specification, a formal specification for biological sample metadata structure. The PEP specification accommodates typical features of data-intensive bioinformatics projects with many biological samples. In addition to standardization, the PEP specification provides descriptors and modifiers for project-level and sample-level metadata, which improve portability across both computing environments and data processing tools. PEPs include a schema validator framework, allowing formal definition of required metadata attributes for data analysis broadly. We have implemented packages for reading PEPs in both Python and R to provide a language-agnostic interface for organizing project metadata. Conclusions: The PEP specification is an important step toward unifying data annotation and processing tools in data-intensive biological research projects. Links to tools and documentation are available at http://pep.databio.org/ .
- Is Part Of:
- GigaScience. Volume 10:Issue 12(2021)
- Journal:
- GigaScience
- Issue:
- Volume 10:Issue 12(2021)
- Issue Display:
- Volume 10, Issue 12 (2021)
- Year:
- 2021
- Volume:
- 10
- Issue:
- 12
- Issue Sort Value:
- 2021-0010-0012-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-12-06
- Subjects:
- sample metadata standard -- interoperability -- sample annotation table -- metadata validation schema
Information storage and retrieval systems -- Research -- Periodicals
Biology -- Research -- Periodicals
Medical sciences -- Research -- Periodicals
Database management -- Periodicals
570.285 - Journal URLs:
- http://www.gigasciencejournal.com/ ↗
http://www.oxfordjournals.org/ ↗ - DOI:
- 10.1093/gigascience/giab077 ↗
- Languages:
- English
- ISSNs:
- 2047-217X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20234.xml