Perturbation Review

: A model that extends perturbation studies from static snapshots to dynamic cellular trajectories, allowing for the simulation of disease progression or development.

: A causally inspired graph neural network that identifies which combinations of perturbations are needed to reverse a disease phenotype. Software & Frameworks perturbation

: A neural network framework that predicts transcriptional responses to both single- and two-gene perturbations. : A model that extends perturbation studies from