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Adrian Bunzel

@bunzela.bsky.social

Creating enzymes by computational design and directed evolution. Group Leader at MPI for Terrestrial Microbiology, Germany https://www.mpi-marburg.mpg.de/home #FascinatedByEnzymes

200 Followers  |  503 Following  |  15 Posts  |  Joined: 27.01.2025
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Posts by Adrian Bunzel (@bunzela.bsky.social)

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GitHub - bunzela/AIzymes Contribute to bunzela/AIzymes development by creating an account on GitHub.

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!๐ŸŒ๐Ÿ’ฌ

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30.04.2025 17:34 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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

โœ…7.7ร— higher activity
โœ…extreme thermostability
โœ…only 7 variants tested

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30.04.2025 17:34 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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How does AI.zymes work?

AI.zymes combines the best of๐Ÿ› ๏ธ#Rosetta,๐Ÿง #ProteinMPNN,๐Ÿ”ฎ#ESMFold, andโšก#FieldTools in rounds of design and selection.

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

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30.04.2025 17:34 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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๐ŸšจOut now in Angewandte Chemie:

AI.zymes - A modular platform for evolutionary enzyme design.

AI.zymes integrates established and emerging bioengineering tools into a coherent pipeline for #enzymedesign.

๐Ÿ“„Paper: doi.org/10.1002/anie...
๐Ÿ’ปGitHub: github.com/bunzela/AIzy...

30.04.2025 17:34 โ€” ๐Ÿ‘ 12    ๐Ÿ” 2    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1

Ammonia is key to fertilizers and essential to feed the world.๐ŸŒ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.๐Ÿ’ก๐ŸŒฑ

25.03.2025 08:52 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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๐Ÿšจ Donโ€™t miss your chance to apply for the 3 open PhD positions in our group!
๐ŸŒž Project I : #computationaldesign of #photoenzymes for solar-driven nitrogen reduction to ammonia.
๐Ÿงช Apply now! Screening starts April 1
๐Ÿ”— mpg.de/24336572/phd...
@mpimicrobiomarburg.bsky.social @maxplanck.de

25.03.2025 08:52 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

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

16.03.2025 07:39 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Three PhD positions | Computational protein design Three PhD postiions in computational protein design

๐Ÿ”ฌ 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!

๐Ÿ“Œ www.mpg.de/24336572/phd...

16.03.2025 07:39 โ€” ๐Ÿ‘ 0    ๐Ÿ” 1    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Three PhD positions | Computational protein design Three PhD postiions in computational protein design

๐ŸŒ Exciting news! This summer, my group joins @mpimicrobiomarburg.bsky.social l to create photoenzymes for solar energy conversion & carbon capture. With #ProteinDesign ๐Ÿ–ฅ๏ธ & #DirectedEvolution ๐Ÿงฌ, weโ€™ll push enzyme design to new limits for a sustainable future!

#Hiring www.mpg.de/24336572/phd...

16.03.2025 07:39 โ€” ๐Ÿ‘ 6    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

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!๐ŸŽ‰

12.02.2025 19:01 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Whatโ€™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!๐ŸŒ๐Ÿ’ฌ

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12.02.2025 19:01 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Experimental validation:
โœ…7.7x higher activity after evolutionary design.
โœ…thermostable and monomeric.
โœ…only 7 variants testedโ€”a remarkable success rate!

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12.02.2025 19:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Designing electrostatic catalysis has been a long-standing challengeโ€”until now.โšก

AI.zymes improves electrostatic catalysis NOT through design algorithms aimed at electrostatics - BUT by evolutionary selection to enrich stable proteins with beneficial electrostatics.๐Ÿ’ก

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12.02.2025 19:01 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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What is AI.zymes?๐Ÿค” Using evolutionary design, AI.zymes combines the best of๐Ÿ› ๏ธ #Rosetta๐Ÿงฌ#ProteinMPNN๐Ÿ” #ESMFold andโšก #FieldTools.

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

And itโ€™s highly modular, ready to expand as new tools emerge!

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12.02.2025 19:01 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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๐ŸšจPreprint Alert!๐Ÿšจ

#ProteinDesign is advancing rapidlyโ€”wouldn't it be great to seamlessly combine design tools to achieve more than what each can do alone?๐Ÿค”

Here, we introduce AI.zymes: A modular platform for evolutionary #EnzymeDesign.โ™ป๏ธ๐Ÿ–ฅ๏ธ

biorxiv.org/content/10.1...
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12.02.2025 19:01 โ€” ๐Ÿ‘ 30    ๐Ÿ” 7    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1