We identified 139 transcriptomic profiles (aka Functional Components; FCs) in a data-driven fashion from a large set of microarray data from GEO. We also constructed a human tissue compendium to accompany the work. We have written up an R package that would allow users to project their own data into this FC space, and also search the human tissue compendium for tissues most similar to a query sample.