1 code implementation • 3 Oct 2022 • Kyriakos Schwarz, Alicia Pliego-Mendieta, Amina Mollaysa, Lara Planas-Paz, Chantal Pauli, Ahmed Allam, Michael Krauthammer
In contrast to conventional models relying on pre-computed chemical features, our GNN-based approach learns task-specific drug representations directly from the graph structure of the drugs, providing superior performance in predicting drug synergies.
no code implementations • 18 Jul 2022 • Kyriakos Schwarz, Daniel Trejo Banos, Giulia Rathmes, Michael Krauthammer
In recent decades, there has been an increase in polypharmacy, the concurrent administration of multiple drugs per patient.
1 code implementation • 24 Dec 2020 • Kyriakos Schwarz, Ahmed Allam, Nicolas Andres Perez Gonzalez, Michael Krauthammer
Background: Drug-drug interactions (DDIs) refer to processes triggered by the administration of two or more drugs leading to side effects beyond those observed when drugs are administered by themselves.