Causal Models, Prediction, and Extrapolation in Cell Line Perturbation Experiments

James P. Long, Yumeng Yang, Kim-Anh Do

In cell line perturbation experiments, a collection of cells is perturbed with external agents (e.g. drugs) and responses such as protein expression measured. Due to cost constrain…