drug repurposing

Deep Learning in Network Biology (extended)

A comprehensive overview of fundamental concepts, deep learning methods and critical challenges of Network Biology in Network Biology, Network Medicine, and Network Pharmacology.

Dec 16, 2021 6:05 PM — 6:15 PM Sapienza University of Rome

Lorenzo Madeddu

Deep Learning in Network Biology (extended)

Deep Graph Networks for Drug Repurposing with Multi-Protein Targets

Developed a novel deep graph learning method for drug-target interaction prediction. Demonstrated an application of our method to repurpose existing drugs against the COVID-19 virus.

Davide Bacciu, Federico Errica, Alessio Gravina, Lorenzo Madeddu, Marco Podda, Giovanni Stilo

Deep Graph Networks for Drug Repurposing with Multi-Protein Targets

Deep Learning in Network Biology

A comprehensive overview of fundamental concepts, deep learning methods and critical challenges of Network Biology in Network Biology, Network Medicine, and Network Pharmacology.

Nov 9, 2021 6:05 PM — 6:15 PM University Residential Centre of Bertinoro

Lorenzo Madeddu

Deep Learning in Network Biology

Deep Learning Methods in Network Biology

Authored a chapter in the textbook Deep Learning in Biology and Medicine. In the chapter we introduced the fundamental concepts of Network Biology, and we presented the state-of-the-art deep learning strategies used to tackle critical challenges in Network Biology, Network Medicine, and Network Pharmacology.

Lorenzo Madeddu, Giovanni Stilo

Deep Learning Methods in Network Biology