Perturbation response decomposition enables biologically aligned generalization to unseen perturbations and cellular contexts
A decomposition framework that explicitly separates transcriptional responses into global, perturbation-specific, cell-line-specific, and perturbation-by-cell-line interaction components is introduced and response-component-aligned models that map biological priors, such as gene coessentiality, onto the geometry of obs...