A new study uncovers a gene expression signature that reliably identifies cancer cells whose survival is dependent on a common signaling pathway, even when the cells contain multiple other genetic abnormalities. The research identifies critical molecular vulnerabilities, thereby revealing promising therapeutic targets for a common and notoriously treatment resistant cancer.