Minchao Fang (@minchaofang) profile picture

Westlake University ph.D. student

Joined January 2024
Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)Photo by Minchao Fang (@minchaofang)
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! 👀
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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.
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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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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
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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…
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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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We hope this direction will continue to grow and become even stronger with the community.
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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
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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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We replace HalluDesign prediction model with protenix, an AF3-style model built on protein language embeddings, which enables successful de novo design of monomers and diverse biomolecular binders by directly initializing random sequences.
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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…
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