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
- Yannick D. Müller (ORCID: https://orcid.org/0000-0003-0513-7156)
- Adrie H. Westphal (ORCID: https://orcid.org/0000-0003-4264-6267)
- Andrew M. Wollacott (ORCID: https://orcid.org/0000-0001-9848-8742)
- Lennart Nickel (ORCID: https://orcid.org/0000-0001-5535-4402)
- Simon Lindhoud (ORCID: https://orcid.org/0000-0003-2838-3595)
- Yehlin Cho (ORCID: https://orcid.org/0000-0003-3227-6944)
- Casper A. Goverde (ORCID: https://orcid.org/0009-0004-7409-4705)
- Brahm J. Yachnin (ORCID: https://orcid.org/0000-0001-6812-6329)
- Srajan Kapoor (ORCID: https://orcid.org/0000-0003-1347-550X)
- Christian Schellhaas (ORCID: https://orcid.org/0000-0001-7367-1620)
- Sandrine Georgeon (ORCID: https://orcid.org/0000-0002-8158-4508)
- Jagrity Choudhury (ORCID: https://orcid.org/0000-0002-7570-0170)
- Lucas Kissling (ORCID: https://orcid.org/0000-0002-4989-0695)
- Georgios N. Hatzopoulos (ORCID: https://orcid.org/0000-0003-4382-4459)
- Daan C. Swarts (ORCID: https://orcid.org/0000-0003-4412-9191)
- Patrick Barendse (ORCID: https://orcid.org/0000-0002-6332-354X)
- 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
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
- 0.00