🚨#preprint🚨.We created a photovoltaic enzyme by #computationaldesign💻and #directedevolution🧬 that may one day be used in solar cells.🌞🔋.This is our first step to made-to-order photoenzymes for a sustainable future!🌻🌍💚.#iamfascinatedbyenzymes.🧵1/4

This project was let primarily by Master students at @ETH_BSSE and @BristolChem!.Thanks to Lucas, Jannik, @AbbieLear1, Vivienne, Moor, Tudor, and @AdrianMulholla1 for bringing AI.zymes to life!🎉.@snsf_ch @ERC_Research @BPL_ethz @ETH_en @BristolUni @mpi_marburg.

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: .Reach out: adrian.bunzel@mpi-marburg.mpg.de and use AI.zymes to improve your favorite enzyme!🌍💬.4/🧵.

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/🧵.

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/🧵

🚨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. 💻GitHub: 📄Paper: 1/🧵

Ammonia is key to fertilizers and absolutely 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.💡🌱.

🚨 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.🔗 @mpi_marburg @maxplanckpress

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 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!.

🌍 Exciting news! This summer, my group joins @mpi_marburg 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

RT @BiologyAIDaily: AI.zymes – A modular platform for evolutionary enzyme design. 1. AI.zymes introduces a novel evolutionary platform for….

AI.zymes was developed primarily by Master students at @ETH_BSSE and @BristolChem!. Thanks to Lucas, Jannik, @AbbieLear1, Vivienne, Moor, Tudor, and @AdrianMulholla1 for advancing #enzymedeisgn and bringing AI.zymes to life!🎉. @snsf_ch @ERC_Research @BPL_ethz @ETH_en @BristolUni.

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!🌍💬. 5/🧵

Experimental validation:.✅7.7x higher activity after evolutionary design. ✅thermostable and monomeric. ✅only 7 variants tested—a remarkable success rate!. 4/🧵

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/🧵

What’s 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/🧵

🚨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.♻️🖥️. 1/🧵

Join me, @Hollmann_TUD, @SandySchmidt24, and @ck_winkler to hear more about the engineering of novel photoenzymes. 🛠️✨ .📅 When: 20.12.2024 .📍 Where: online! 📖 Further information:

Interested in how our group builds #photoenzymes for #solarenergy conversion?☀️💡.Want to learn how recent breakthroughs in computational #proteindesign fuel the creation of sustainable biocatalysts?🌍🔬.I’m excited to participate in this #ESAB webinar!🧑‍💻

@BasileWicky @ETH_BSSE