GGtools
GGtools performs genome-wide microarray-based analyses to link DNA polymorphisms, including Phase II HapMap genotypes, with mRNA abundance and DNA methylation using R/Bioconductor-compatible frameworks.
Key Features:
- Data architecture and algorithm interfaces: Provides flexible data architectures and algorithm interfaces for genotyping and expression array data.
- R/Bioconductor integration: Integrates with R/Bioconductor to leverage statistical methods and analysis frameworks.
- Phase II HapMap genotype support: Supports Phase II HapMap genotypes as an input genotype resource.
- Illumina 47K expression assay support: Supports data derived from the Illumina 47K expression assay for transcriptomic measurements.
- Microarray-based genome- and transcriptome-wide surveys: Performs genome-wide and transcriptome-wide surveys using microarray technology.
- Association analysis of polymorphisms and expression: Analyzes associations between DNA polymorphisms and mRNA abundance.
- DNA methylation analysis support: Includes functionality for genetic analysis of DNA methylation alongside gene expression.
Scientific Applications:
- Genetic association studies: Investigation of associations between DNA polymorphisms and mRNA abundance to study gene regulation.
- Population genetics analyses: Comparative analyses of genetic and expression data across multiple populations.
- Transcriptome-wide surveys: Comprehensive analysis of gene expression patterns across the transcriptome.
- Integrative studies of expression and methylation: Combined analysis of gene expression and DNA methylation to inform functional genomics and disease-related mechanisms.
Methodology:
Employs advanced data processing techniques to manage and analyze large-scale genetic and expression microarray datasets and integrates with R/Bioconductor to apply statistical methods and visualization tools.
Topics
Collections
Details
- License:
- Artistic-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 12/29/2018
Operations
Publications
Carey VJ, Davis AR, Lawrence MF, Gentleman R, Raby BA. Data structures and algorithms for analysis of genetics of gene expression with Bioconductor: GGtools 3.x. Bioinformatics. 2009;25(11):1447-1448. doi:10.1093/bioinformatics/btp169. PMID:19349284. PMCID:PMC2682516.