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title: README
emoji: πŸš€
colorFrom: green
colorTo: yellow
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MISATO - Machine learning dataset of protein-ligand complexes for structure-based drug discovery

🌏 Where we are:

  • Quantum Mechanics: 19443 ligands, curated and refined
  • Molecular Dynamics: 16972 simulated protein-ligand structures, 10 ns each
  • AI: pytorch dataloaders, 2 base line models for MD and QM

βš›οΈ Vision:

We are a drug discovery community project :hugs:

  • highest possible accuracy for ligand molecules
  • represent the systems dynamics in reasonable timescales
  • innovative AI models for drug discovery predictions
  • lets build useful and fun spaces for everyone πŸš€

Lets crack the 100+ ns MD, 30000+ protein-ligand structures and a whole new world of AI models for drug discovery together.

Check out the paper!

Alt text

πŸ’œ Community

Want to get hands-on for drug discovery using AI?

Join our discord server!

πŸ“Œ  Introduction

You can freely download the MISATO-dataset from Zenodo:

  • MD (133 GiB)
  • QM (0.3 GiB)
  • electronic densities (6 GiB)
  • MD restart and topology files (55 GiB)