beadarray
beadarray processes Illumina BeadScan bead-level data and BeadStudio bead-summary data within R/Bioconductor for preprocessing, quality assessment, and summarization of Illumina microarray experiments.
Key Features:
- Data Compatibility: Supports raw TIFF images and text files from Illumina BeadScan and bead-summary data from BeadStudio.
- Bead-level Data Handling: Reads, stores, and processes bead-level data generated by Illumina BeadScan technology.
- Image Processing, Background Correction, and Normalization: Provides multiple methods for image processing, background correction, and normalization of bead-level data.
- Quality Assessment: Includes tools for assessing the quality and integrity of raw bead-level and summarized data.
- Data Summarization and Bioconductor Compatibility: Summarizes processed data and stores results in formats compatible with other R/Bioconductor packages.
Scientific Applications:
- Gene Expression Analysis: Preprocessing, quality control, and summarization of Illumina microarrays for gene expression studies.
- SNP Genotyping: Processing and quality assessment of BeadArray data used for SNP genotyping on Illumina microarrays.
- Methylation Profiling: Preprocessing and summarization of Illumina methylation BeadArray data for downstream analysis.
Methodology:
Reads and stores Illumina BeadScan TIFF and text files and BeadStudio bead-summary data, performs image processing, background correction, normalization, quality assessment, and summarizes data using R and Bioconductor functions.
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:
- 12/24/2018
Operations
Data Inputs & Outputs
Image analysis
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.
PMID: 17586828