What enzyme would YOU like to design?

AI.zymes is ready to tackle new challenges with its modular, expandable framework.

Checkout the code on GitHub: github.com/bunzela/AIzy...

Reach out: adrian.bunzel@mpi-marburg.mpg.de and use AI.zymes to improve your favorite enzyme!🌍💬

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As a test-case, we targeted the promiscuous activity of a natural enzyme resulting in:

✅7.7× higher activity
✅extreme thermostability
✅only 7 variants tested

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How does AI.zymes work?

AI.zymes combines the best of🛠️#Rosetta,🧠#ProteinMPNN,🔮#ESMFold, and⚡#FieldTools in rounds of design and selection.

Unlike other enzyme design algorithms, AI.zymes can directly target biocatalytic properties — not just folding or stability.

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Ammonia is key to fertilizers and essential to feed the world.🌍Its industrial production consumes ~2% of the global energy.
In this fully funded PhD project, you'll combine #enzymedesign and #directedevolution to turn nitrogen into ammonia.💡🌱

A huge thanks to my past and present group members, mentors, and collaborators who have supported this journey!

#Biocatalysis #EnzymeEngineering #Photoenzymes #SustainableChemistry #DirectedEvolution #ComputationalBiology #ProteinDesign #Hiring #PhDPositions

🔬 Join us! We are hiring three PhD students to advance enzyme design and develop photoenzymes for carbon capture and nitrogen fixation. If you are passionate about protein engineering, computational modeling, or synthetic biology, check out the job openings!

📌 www.mpg.de/24336572/phd...

AI.zymes was developed primarily by Master students at
ETH Zurich and U Bristol!

Thanks to Lucas, Jannik, Abbie, Vivienne, Moor, Tudor, and Adrian for advancing #enzymedesign and bringing AI.zymes to life!🎉

What’s next? What enzyme would YOU like to design? AI.zymes is ready to tackle new challenges with its modular, expandable framework.

Reach out to adrian.bunzel@bsse.ethz.ch to use AI.zymes to improve your favorite enzyme!🌍💬

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Experimental validation:
✅7.7x higher activity after evolutionary design.
✅thermostable and monomeric.
✅only 7 variants tested—a remarkable success rate!

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Designing electrostatic catalysis has been a long-standing challenge—until now.⚡

AI.zymes improves electrostatic catalysis NOT through design algorithms aimed at electrostatics - BUT by evolutionary selection to enrich stable proteins with beneficial electrostatics.💡

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What is AI.zymes?🤔 Using evolutionary design, AI.zymes combines the best of🛠️ #Rosetta🧬#ProteinMPNN🔍 #ESMFold and⚡ #FieldTools.

Unlike other algorithms, AI.zymes specifically optimizes biocatalytic properties.

And it’s highly modular, ready to expand as new tools emerge!

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