Perturbation -

In the context of biology and machine learning, a "perturbation" typically refers to an experimental intervention—such as a genetic knockout or chemical treatment—that alters a cell's state to study its response.

: A neural network framework that predicts transcriptional responses to both single- and two-gene perturbations.

: A machine learning architecture designed to predict cellular responses to perturbations across diverse biological contexts.