G. A. Conti

GraphPert: A graph autoencoder framework for network-based drug repurposing using transcriptional signatures-A case study on melanoma.

GraphPert demonstrates that propagating transcriptional signatures through a pre-trained GAE extends the reach of virtual screening beyond direct transcriptional similarity, enabling the discovery of mechanistically diverse compounds that recapitulate the network-level effects of a therapeutic reference perturbation.