One-shot design of functional protein binders with BindCraft

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. ) 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.

Authors

Publication Details

Journal
Universität Zürich, ZORA
Published
2025-08-27
DOI
https://doi.org/10.5167/uzh-292434
Primary Topic
Monoclonal and Polyclonal Antibodies Research
Type
article
Field-Weighted Citation Impact
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article

One-shot design of functional protein binders with BindCraft

Yannick D. Müller, Adrie H. Westphal, Andrew M. Wollacott, Lennart Nickel et al.
Universität Zürich, ZORA
Monoclonal and Polyclonal Antibodies Research
article

One-shot design of functional protein binders with BindCraft

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

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. ) 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.

Universität Zürich, ZORA
Openalex Percentile: Top 26%
Monoclonal and Polyclonal Antibodies Research
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