Predicting compound activity from phenotypic profiles and chemical structures

oleh: Nikita Moshkov, Tim Becker, Kevin Yang, Peter Horvath, Vlado Dancik, Bridget K. Wagner, Paul A. Clemons, Shantanu Singh, Anne E. Carpenter, Juan C. Caicedo

Format: Article
Diterbitkan: Nature Portfolio 2023-04-01

Deskripsi

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.