GraphPert: A graph autoencoder framework for network-based drug repurposing using transcriptional signatures-A case study on melanoma.
MOTIVATION Network-based drug repurposing leverages the principle that drug effects propagate through protein-protein interaction (PPI) networks similarly to disease perturbations. Graph-based embedding methods exploit this principle by learning low-dimensional representations that capture the network neighborhood of d...