3D shape-based analysis of cell line-specific compound response in cancers.

•We analyzed selective response of compounds on diverse subset of cancer cell lines.•We used GI50 profile of >40,000 compounds on 60 cancer cell lines.•3D shape-based similarity predicts the GI50 profile better than 2D chemical similarity.•Lineage- and genotype-specific compound response was identified.