We’re launching Lyria 3.5 in Google Flow Music, with advances across musicality, lyrics, vocals, and creative control
deepmind.google·6d ago
AI Engineering
Hacker News·18d ago·5 min read
The Isomorphic Labs Drug Design Engine unlocks a new frontier beyond AlphaFold
TL;DR
Isomorphic Labs has developed the Drug Design Engine (IsoDDE), which surpasses AlphaFold 3 in predictive accuracy for protein-ligand interactions. IsoDDE doubles the accuracy of AlphaFold 3 on complex benchmarks and predicts binding affinities more efficiently than traditional methods.
✦ Why It Matters
Researchers can utilize IsoDDE to identify potential drug targets more accurately and efficiently in their projects today.
Key Takeaways
- Utilize IsoDDE for superior protein-ligand interaction predictions.
- Leverage IsoDDE's speed for rapid binding affinity assessments.
- Identify novel binding pockets without prior ligand knowledge.
- Explore new antibody design possibilities with IsoDDE's advanced modeling.
How It Works
IsoDDE integrates advanced deep learning techniques to predict protein-ligand interactions and binding affinities. It utilizes a unified computational framework that allows it to generalize effectively to novel biomolecular structures, even those not present in its training data.
By analyzing only the amino acid sequences, IsoDDE can identify potential binding sites and accurately model complex interactions, such as induced fits, where proteins change shape to accommodate ligands.