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Protein-protein interactions (PPIs) are at the core of all key biological processes. However, the complexity of the structural features that determine PPIs makes their design challenging. We present BindCraft, an open-source and automated pipeline for protein binder design with experimental success rates of 10-100%. BindCraft leverages the weights of AlphaFold2 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, 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. Lastly, we utilize cell surface receptor-specific binders to redirect AAV 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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http://dx.doi.org/10.1101/2024.09.30.615802 | DOI Listing |
Sci Adv
September 2025
Walter and Eliza Hall Institute of Medical Research, 1G Royal Parade, Parkville, VIC 3052, Australia.
Potent and selective binders of the key proapoptotic proteins BAK and BAX have not been described. We use computational protein design to generate high affinity binders of BAK and BAX with greater than 100-fold specificity for their target. Both binders activate their targets when at low concentration, driving pore formation, but inhibit membrane permeabilization when in excess.
View Article and Find Full Text PDFBioorg Med Chem
August 2025
Department of Chemistry, Duke University, Durham, NC, USA; Department of Molecular Genetics & Microbiology, Duke Medical School, Durham, NC, USA. Electronic address:
The molecular chaperone heat shock protein 90 (Hsp90) has an important role in maintaining proteostasis in Plasmodium parasites, the causative agents of malaria, and is of interest as a potential antimalarial drug target. Inhibitors targeting its well-characterized N-terminal ATP-binding site are lethal, but the development of high-affinity binders with selectivity for the Plasmodium over the human homolog has been challenging given the high conservation of this domain. A binding site in the less conserved Hsp90 C-terminus has been reported to interact with nucleotides and inhibitors in other eukaryotic systems, which could offer an alternative route for antimalarial design.
View Article and Find Full Text PDFChem Soc Rev
September 2025
Beijing Key Laboratory of Photoelectronic/Electrophotonic Conversion Materials, Key Laboratory of Cluster Science, Ministry of Education, Advanced Technology Research Institute (Jinan), Frontiers Science Center for High Energy Material, School of Chemistry and Chemical Engineering, Beijing Institute
Proton exchange membrane fuel cells (PEMFCs) represent a promising clean and efficient energy conversion technology. Enhancing the efficiency of the oxygen reduction reaction (ORR) at the cathode is crucial for improving overall cell performance. Beyond the intrinsic activity of the catalyst, mass transport at the oxygen-water-catalyst three-phase boundary (TPB) in the catalyst layers (CLs) significantly influences ORR kinetics.
View Article and Find Full Text PDFProc Natl Acad Sci U S A
September 2025
School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China.
Pathological aggregation of transactive response DNA binding protein of 43 kDa (TDP-43), primarily driven by its low-complexity domain, is closely associated with various neurodegenerative diseases, including amyotrophic lateral sclerosis (ALS) and frontotemporal lobar degeneration (FTLD). Despite the therapeutic potential of preventing TDP-43 aggregation, no effective small molecule or biomacromolecule therapeutics have been successfully developed so far. Here, we introduce a protein design strategy that yields de novo designed proteins capable of stabilizing the key amyloidogenic region of TDP-43 in its native helical conformation with nanomolar binding affinity.
View Article and Find Full Text PDFBMJ Open
September 2025
Southern Queensland Rural Health, The University of Queensland, Toowoomba, Queensland, Australia.
Objective: Risk perception is a key influencing factor on the adoption of preventative health behaviours. This study aimed to understand the role of health communication on how people perceived the risk of COVID-19 and influenced relevant health behaviours to minimise disease susceptibility during the COVID-19 pandemic among people with a chronic disease.
Design: This qualitative study involved a semi-structured interview of participants diagnosed with a chronic disease.