Ana Sanchez-Fernandez
43 posts

Ana Sanchez-Fernandez
@ana_sanchezf
Machine learning for drug discovery, microscopy imaging data 🔬 | PhD student @jkulinz within the EU project @AiddOne






BIG BREAKTHOUGH: A new AI tool could dramatically speed up the discovery of life saving medicines. Researchers at Tsinghua University created a new system called DrugCLIP, that can screen drug molecules against human proteins at a speed that makes traditional methods look ancient. > DrugCLIP uses deep contrastive learning to turn both molecules and protein binding pockets into vectors and match them almost instantly. > It screened 500 million molecules across 10,000 human proteins, covering half of the entire human druggable proteome. > The system completed 10 trillion molecule protein evaluations in a single day, roughly 10 million times faster than classic docking simulations. > They used AlphaFold2 to generate protein structures and then refined binding pockets with a custom tool called GenPack. > The model even identified compounds for TRIP12, a protein linked to cancer and autism that has resisted traditional drug-targeting approaches. All data and models are open access, so labs worldwide can now speed up early stage drug discovery.






















