Large-scale combination drug screens in cancer are extremely challenging because of the immense number of possible combinations. Here, the authors develop BATCHIE, a Bayesian active learning platform to design scalable and maximally informative drug combination screening assays; this is validated in retrospective and prospective cancer studies.
- Christopher Tosh
- Mauricio Tec
- Wesley Tansey