One-shot design of functional protein binders with BindCraft

利用 BindCraft 一次性设计功能性蛋白质结合剂

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作者:Martin Pacesa # ,Lennart Nickel # ,Christian Schellhaas # ,Joseph Schmidt ,Ekaterina Pyatova ,Lucas Kissling ,Patrick Barendse ,Jagrity Choudhury ,Srajan Kapoor ,Ana Alcaraz-Serna ,Yehlin Cho ,Kourosh H Ghamary ,Laura Vinué ,Brahm J Yachnin ,Andrew M Wollacott ,Stephen Buckley ,Adrie H Westphal ,Simon Lindhoud ,Sandrine Georgeon ,Casper A Goverde ,Georgios N Hatzopoulos ,Pierre Gönczy ,Yannick D Muller ,Gerald Schwank ,Daan C Swarts ,Alex J Vecchio ,Bernard L Schneider ,Sergey Ovchinnikov ,Bruno E Correia

Abstract

Protein-protein interactions are at the core of all key biological processes. However, the complexity of the structural features that determine protein-protein interactions makes their design challenging. Here we present BindCraft, an open-source and automated pipeline for de novo protein binder design with experimental success rates of 10-100%. BindCraft leverages the weights of AlphaFold2 (ref. 1) to generate binders with nanomolar affinity without the need for high-throughput screening or experimental optimization, even in the absence of known binding sites. We successfully designed binders against a diverse set of challenging targets, including cell-surface receptors, common allergens, de novo designed proteins and multi-domain nucleases, such as CRISPR-Cas9. We showcase the functional and therapeutic potential of designed binders by reducing IgE binding to birch allergen in patient-derived samples, modulating Cas9 gene editing activity and reducing the cytotoxicity of a foodborne bacterial enterotoxin. Last, we use cell-surface-receptor-specific binders to redirect adeno-associated virus capsids for targeted gene delivery. This work represents a significant advancement towards a 'one design-one binder' approach in computational design, with immense potential in therapeutics, diagnostics and biotechnology.

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