We identified groups of compounds with similar biological effects by clustering the gene-expression profiles. When clusters of compounds that share a pattern of gene-expression activity contain similar compounds, we can extract structure-activity relationships that report on conserved molecular skeletons, appendages, and stereocenters.
Here, we analyze a specific cluster containing both DOS compounds and known benzanilide histone deacetylase inhibitors (HDACi). All DOS compounds contain the benzanilide substructure as well as features found in another HDACi class. We relate structural similarities and differences of the compounds to their gene-expression profiles to identify features that correlate with and may modulate HDACi activity. We hold that studying the interplay between gene expression and chemical features is an effective method for suggesting novel therapeutic agents and understanding the consequences of molecular structure changes in HDACi bioactivities.