Bioconductor provides tools for the analysis and comprehension of high-throughput genomic data in the R language.
Bioconductor is "is a free, open source and open development software project for the analysis and comprehension of genomic data generated by wet lab experiments in molecular biology." (Wikipedia)
Learn more on the project's home page.