Minchao Fang retweeted
Huge thanks to the whole team Yitao, Rui, Qihan, algorithm developmed from @WChentong @minchaofang, and our mentors Dr. Cao @lxcaosd for guidance. Couldn't have done it without you guys all! This is the beginning, more sensors to unlock in the future:) Stay tuned! 👀
Our IMUSE platform for systematic exploration of both enzyme sequence and structure space, transforming stochastic search into deterministic navigation to unlock highly proficient biocatalysts beyond natural boundaries.
Read more: biorxiv.org/content/10.64898…
This enables “evolution on demand” and provides the first large-scale structure-function datasets for biocatalysts.
#proteindesign
#proteinengineering #syntheticbiology
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We are excited to announce that HalluDesign-NA is now available on GitHub: github.com/MinchaoFang/Hallu…
We have expanded the HalluDesign framework to nucleic acids, enabling de novo design of nucleic acids by leveraging the hallucination ability of AF3-like models.
Within HalluDesign-NA, we are able to design large ssDNA/ssRNA monomers and dimers with diverse topologies and high confidence, as well as aptamers.
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We are exploring optimal computational metrics for design selection and experimentally characterizing designed aptamers to advance structural-level nucleic acid design. Check out our preprint here: doi.org/10.64898/2026.06.10.…
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Minchao Fang retweeted
低スループット条件で機能性核酸をde novo設計する枠組みはタンパク質設計ほど確立していませんが既存のHalluDesignを核酸向けに拡張し、NA-MPNNとAF3/Protenixを組み合わせた反復的な配列-構造共最適化で、ssDNA、ssRNA、DNA アプタマーを設計できるHalluDesign_NAが提案されました
ソースはリプ🔽
🤖 Made with AI
Minchao Fang retweeted
HalluDesign-NA: Extending HalluDesign for De Novo Nucleic Acid Design biorxiv.org/content/10.64898…
We are excited to announce that HalluDesign, an all-atom protein optimization and design platform, is now open-sourced and we have also updated our preprint:
github.com/MinchaoFang/Hallu…
doi.org/10.1101/2025.11.08.6…
The new version includes more detailed benchmarks and our newly developed ssRNA binders.
In addition, we are actively exploring other applications, including nanobody binding affinity optimization and cyclic peptide design.
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Minchao Fang retweeted
Latest publication of our lab! 🎉
Amantadine-controlled protein-designed assembly, as an ideal amantadine-inducible gene switch for therapeutic applications
De novo design of small molecule–regulated protein oligomers @ScienceMagazine
1. Researchers have developed a novel computational method to design protein oligomers regulated by small molecules, focusing on the FDA-approved drug amantadine. This approach enables precise control over protein assembly, offering potential applications in biotechnology and cell-based therapies.
2. The study introduces a "docking-while-binding" technique that simultaneously optimizes protein-protein and protein-ligand interactions. This method allows for the de novo creation of ligand binding pockets directly at the protein-protein interface, enabling the design of homotrimers, heterodimers, and heterotrimers.
3. The designed amantadine-regulated protein oligomers were validated in cellular and animal models, demonstrating their ability to control gene expression, protein localization, and reversible condensate formation. Notably, the system achieved noninvasive, dose-dependent control of gene expression in mice through oral administration of amantadine.
4. The compact size of the protein components (~65 amino acids) and the use of an orally bioavailable small molecule make this system highly suitable for translational applications. The approach opens new avenues for developing next-generation chemically inducible protein assembly tools.
5. The study highlights the potential for further optimization using deep learning models and the incorporation of additional ligands to enhance sensitivity. This work represents a significant advancement in the field of chemogenetics, providing a versatile toolkit for manipulating complex biological processes.
📜Paper: science.org/doi/10.1126/scie…
#ProteinDesign #Chemogenetics #SyntheticBiology #Biotechnology #GeneRegulation
🚀 New Paper: We’ve just released HalluDesign – a novel framework for protein optimization and de novo design using AlphaFold3-style models, without finetuning or gradient backpropagation! 🎉
biorxiv.org/content/10.1101/…
As we were about to submit, we were pleased to see parallel work from the Sergey team, which adopted a similar philosophy in exploring
AlphaFold3-like models for protein design. @ChoYehlin @sokrypton
Great to see more research in this space.
biorxiv.org/content/10.1101/…
We also used a framework-fixed strategy to design a phospho-specific Aβ targeting antibody, with a binding affinity in the low hundred nM range, specifically binding only to the phosphorylated Aβ.
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We designed seven small molecules or ion binders: ATP, CA, DTG, AD, cAMP, TRP, and Zn2+. For each target, fewer than 16 designs were tested, with at least one binder identified. Five of these binders were further characterized by crystal structures.
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Structure conditioning at different noise level in the structure prediction stage allows precise control over the sampling space, facilitating tasks from local and global protein optimization to de novo design.
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Minchao Fang retweeted
A breakthrough in glioblastoma treatment! Qihan Jin of our lab, de novo designed binders on CAR-T cells to target tumor antigens. Remarkable results in mice, clinical trials are underway. #proteindesign #glioblastoma #CART
@lxcaosd
nature.com/articles/s41551-0…














