For those comfortable in R, you can also run BD-Func in the sRAP package (with MSigDB and GO gene signatures already included).

sRAP is a differential expression pipeline (primarily designed with RNA-Seq data in mind), so the package can streamline standard differential expression analysis without worrying about a bunch of different file formats for each step.