Adrian Bunzel
Creating enzymes by computational design and directed evolution.
Group Leader at MPI for Terrestrial Microbiology, Germany
mpi-marburg.mpg.de/home
#FascinatedByEnzymes
- 🚨Out 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. 📄Paper: doi.org/10.1002/anie... 💻GitHub: github.com/bunzela/AIzy...
- 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. 2/🧵
- 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 3/🧵
- 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!🌍💬 4/🧵
- 🚨 Don’t miss your chance to apply for the 3 open PhD positions in our group! 🌞 Project I : #computationaldesign of #photoenzymes for solar-driven nitrogen reduction to ammonia. 🧪 Apply now! Screening starts April 1 🔗 mpg.de/24336572/phd... @mpimicrobiomarburg.bsky.social @maxplanck.de
- 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.💡🌱
- 🌍 Exciting news! This summer, my group joins @mpimicrobiomarburg.bsky.social l to create photoenzymes for solar energy conversion & carbon capture. With #ProteinDesign 🖥️ & #DirectedEvolution 🧬, we’ll push enzyme design to new limits for a sustainable future! #Hiring www.mpg.de/24336572/phd...
- 🔬 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...
- 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
- 🚨Preprint Alert!🚨 #ProteinDesign is advancing rapidly—wouldn't it be great to seamlessly combine design tools to achieve more than what each can do alone?🤔 Here, we introduce AI.zymes: A modular platform for evolutionary #EnzymeDesign.♻️🖥️ biorxiv.org/content/10.1... 1/🧵
- 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! 2/🧵
- 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.💡 3/🧵
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View full threadAI.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!🎉