Nature Machine Intelligence, Published online: 26 August 2026; doi:10.1038/s42256-026-01286-w

Feng et al. introduce MAP, an artificial intelligence framework that integrates biological mechanism knowledge to predict how cells respond to chemical perturbation, improving generalization to untested drugs and prioritizing cancer drug candidates in virtual screening.