beadarraySNP
beadarraySNP processes Illumina single nucleotide polymorphism (SNP) array data to import, apply image-level processing, perform background correction and normalization, assess quality, and summarize results for downstream analysis within R/Bioconductor.
Key Features:
- Data Importation: Imports raw Illumina SNP experiment data into R classes compatible with the Bioconductor ecosystem.
- Customizable Image Processing and Normalization: Provides selectable image processing methods, background correction techniques, and normalization strategies for SNP array data.
- Quality Assessment: Performs quality assessment of raw and processed data to evaluate data integrity and reliability.
- Data Summarization and Compatibility: Summarizes processed data into formats compatible with other R/Bioconductor packages for downstream analyses.
- Integration with BeadStudio Outputs: Supports importation and analysis of data that have been processed by Illumina BeadStudio.
Scientific Applications:
- Genome-Wide Association Studies (GWAS): Prepares and processes SNP array data for identification of genetic variants associated with complex traits or diseases.
- Population Genetics: Handles large SNP datasets suitable for analyses of genetic variation at the population level.
- Functional Genomics: Supports exploration of the functional implications of SNP variation in studies of gene regulation and expression patterns.
Methodology:
Operates within the R/Bioconductor framework, importing raw Illumina or BeadStudio-processed data into R classes, applying selectable image-processing methods, background correction and normalization, performing quality assessment, and summarizing results into Bioconductor-compatible formats.
Topics
Collections
Details
- License:
- GPL-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 1/17/2019
Operations
Publications
Dunning MJ, Smith ML, Ritchie ME, Tavaré S. beadarray: R classes and methods for Illumina bead-based data. Bioinformatics. 2007;23(16):2183-2184. doi:10.1093/bioinformatics/btm311. PMID:17586828.