shinyMethyl
shinyMethyl performs quality control and visualization of DNA methylation data from Illumina 450k arrays to assess data integrity and support methylation analyses such as epigenome-wide association studies (EWAS) and cancer epigenomics.
Key Features:
- QC summarization and export: Summarizes Illumina 450k experiments into compact, exportable R objects that store QC metrics.
- Reactive visualizations and plots: Generates reactive visualizations and plots for sample-level assessment, enabling detection of batch effects and outliers.
- Phenotypic association analysis: Supports exploration of phenotypic associations using coloring techniques and principal component analysis (PCA) to investigate correlations between methylation patterns and phenotypic traits.
- Large-scale dataset handling: Handles extensive datasets typical of EWAS and The Cancer Genome Atlas (TCGA) collections for QC and visualization of Illumina 450k data.
- Bioconductor integration: Produces objects and outputs compatible with Bioconductor and R-based genomic analysis packages.
Scientific Applications:
- Epigenome-Wide Association Studies (EWAS): Facilitates identification and assessment of methylation markers associated with traits or diseases through QC, visualization, and PCA on Illumina 450k data.
- Cancer Genomics: Enables QC and visualization of tumor methylation data from studies such as TCGA to support exploration of epigenetic alterations and biomarker identification.
Methodology:
Implemented in R and leveraging the Bioconductor framework, shinyMethyl summarizes Illumina 450k experiments into exportable R objects and provides reactive visualizations and PCA-based analyses.
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:
- 1/10/2019
Operations
Publications
Fortin J, Fertig E, Hansen K. shinyMethyl: interactive quality control of Illumina 450k DNA methylation arrays in R. F1000Research. 2014;3:175. doi:10.12688/f1000research.4680.2. PMID:25285208. PMCID:PMC4176427.
Documentation
Downloads
Links
Repository
https://github.com/jfortin1/shinyMethyl