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Researchers Launch mRNAutilus Framework for Optimized mRNA Design

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Original postAnshul Kundaje#1675

Today, we’re excited to share mRNAutilus, our experimentally-validated framework for multi-objective generation of full-length mRNAs, jointly optimizing coding sequences and UTRs for expression, stability, and translation!⚓️

📜: https://arxiv.org/abs/2605.31296 💻: https://autona.atombio.ai/

5:35 AM · Jun 1, 2026 · 8K Views
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Sophia Tang@_sophia_tang_

Super happy to finally share mRNAutilus 🧬, our wet-lab-validated generative model for mRNA therapeutic design with multi-objective guidance for half-life, translation efficacy, and protein abundance!

📃 Paper: https://arxiv.org/abs/2605.31296 🔮 Project Page: https://mrna-multi-objective-design.github.io/ 🖋️ Blog Post: https://alchemybio.substack.com/p/mrna-multi-objective-design 💻 Interface: https://autona.atombio.ai/home

This project feels super special because it builds on one of my first algorithms, Monte Carlo Tree Guidance from PepTune, and shows that it works in vitro for real, therapeutically relevant tasks! 🌟

More details in the thread 👇🏻

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