Enzyme Engineering

Design, test, and iterate on your target sequence, optimizing for multiple properties

Optimize

Improve thermostability, activity, and solubility

  • Test tens of thousands of variants in parallel through multiple rounds of evolution
  • Integrate experimental results into each round of machine learning, fine-tuning our AI for higher scoring in your property of interest
Enzyme optimize

Design

Enzymes targeted to your substrate

  • Scaffold an existing motif or diversify the sequence/structure of an existing binder
  • Generate de-novo protein structures targeted to your substrate
  • Optimize for kcat/km/binding affinity to a substrate
  • Generate sequences given Enzyme Commission annotations or starting sequences
Enzyme design

Molecular Dynamics

Apply physics-based methods for free energy calculations

  • Run molecular dynamics simulations to evaluate protein-ligand complex dynamic trajectories
  • Perform large scale protein-ligand docking
  • Predict system stability over time
Enzyme molecular dynamics

Structural modeling

Large scale structure prediction of proteins and protein-ligand complexes

  • Build a structure for your enzyme, incorporating templates
  • Model protein-ligand complexes given a sequence and ligands/cofactors
Enzyme structural modeling

Supporting 10,000+ scientists around the world,
from leading biotechs, and global biopharma