 Experimental assays are used to determine if compounds cause a desired activity in cells. Here the authors demonstrate that computational methods can predict compound bioactivity given their chemical structure, imaging and gene expression data from historic screening libraries. This article was authored by Nikita Moschkov, Tim Becker, Kevin Young, and others.