Octavian Ganea Profile picture
Incoming TTA professor at NYU, currently postdoc at @MIT_CSAIL; PhD at @ETH_en. Geometry blended with deep learning for structural bio/chem & drug discovery.
Feb 11, 2022 10 tweets 5 min read
New paper! Fast blind structural drug binding using geometry&deep learning.

Understanding how a small drug-like molecule attaches to a target protein is a core problem in drug discovery. By interacting with specific surface areas, drugs can change proteins' functions. 1/ Fast blind docking is important for applications such as virtual screening of millions of drugs against a given target, but also for rapid scans of the human proteome for drugs' possible side effects. 2/
Feb 4, 2022 7 tweets 4 min read
EquiDock (spotlight at ICLR'22) has been recently covered by MIT News and we just made our code & pre-trained models publicly available! 1/

Code: github.com/octavian-ganea…

news.mit.edu/2022/ai-predic… We aim to do direct prediction of the complex, as opposed to previous computationally expensive methods. 2/