Generating virtual perturbed cells utilizing a latent transfer perturbation neural network

Abstract

The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating a digital perturbed cell with a plurality of virtual perturbed cell response features. More specifically, in one or more embodiments, the present disclosure relates to a flexible, modular latent transfer perturbation neural network that accurately generates virtual perturbed cells. To illustrate, in some embodiments, the disclosed systems utilize a base state neural network to generate a control cell latent representation based on a control cell. Further, the disclosed cells utilize a perturbation neural network to generate a perturbation latent representation based on a multi-perturbation data object. Additionally, in one or more embodiments, the disclosed systems combine the control cell latent representation and the perturbation latent representation and apply a neural network decoder to generate virtual perturbed cell response features.