Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article 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.

Download full-text PDF

Source
http://dx.doi.org/10.1038/s41586-025-09429-6DOI Listing

Publication Analysis

Top Keywords

protein-protein interactions
8
designed binders
8
binders
5
one-shot design
4
design functional
4
functional protein
4
protein binders
4
binders bindcraft
4
bindcraft protein-protein
4
interactions core
4

Similar Publications

Strigolactones modulate jasmonate-dependent transcriptional reprogramming during wound signalling in Arabidopsis.

J Appl Genet

September 2025

Faculty of Natural Sciences, Institute of Biology, Biotechnology and Environmental Protection, University of Silesia in Katowice, 40-032, Katowice, Poland.

Mechanical wounding triggers rapid transcriptional and hormonal reprogramming in plants, primarily driven by jasmonate (JA) signalling. While the role of JA, ethylene, and salicylic acid in wound responses is well characterised, the contribution of strigolactones (SLs) remains largely unexplored. Here, for the first time, it was shown that SLs modulate wound-induced transcriptional dynamics in Arabidopsis thaliana.

View Article and Find Full Text PDF

Background: The lncRNA-miRNA-mRNA regulatory network is recognized for its significant role in cardiovascular diseases, yet its involvement in in-stent restenosis (ISR) remains unexplored. Our study aimed to investigate how this regulatory network influences ISR occurrence and development by modulating inflammation and immunity.

Methods: By utilizing data extracted from the Gene Expression Omnibus (GEO) database, we constructed the lncRNA-miRNA-mRNA regulatory network specific to ISR.

View Article and Find Full Text PDF

Background: Sodium benzoate, a common food additive, has raised safety concerns despite its general recognition as safe. This study aimed to investigate the mechanisms of sodium benzoate-induced nephrotoxicity.

Method: A network toxicology approach was used to identify key targets and core pathways involved in sodium benzoate nephrotoxicity.

View Article and Find Full Text PDF

Shared Genetic Architecture Among Severe Mental Disorders: A System Biology Approach Based on Protein-Protein Interaction.

Brain Behav

September 2025

Pontificia Universidad Javeriana, Facultad De Ciencias, Departamento de Biología, Biología de Plantas y Sistemas Productivos, Bogotá, Colombia.

Introduction: The study explores shared genetic architecture among major psychiatric disorders-major depressive disorder, bipolar disorder, schizophrenia, and post-traumatic stress disorder-emphasizing their overlapping molecular pathways. Using public datasets, we identified shared genes and examined their functional implications through protein-protein interaction (PPI) networks and gene set enrichment analysis (GSEA).

Methods: Genes associated with each disorder were identified through the NCBI Gene database.

View Article and Find Full Text PDF

Identification of a 3-gene signature predicting 28-day mortality for sepsis.

Medicine (Baltimore)

September 2025

Department of Trauma Intensive Care Unit, Zhuzhou Hospital Affiliated to Xiangya School of Medicine, Central South University, Zhuzhou, China.

Sepsis often leads to unpredictable consequences. The prognosis of sepsis has not been largely improved. We tried to construct a prognostic gene model related to the 28-day mortality of sepsis to identify the risk of mortality and improve the outcome early.

View Article and Find Full Text PDF