AI Article Synopsis

  • Current antibody design is inefficient, relying on methods like animal immunization or library screening rather than rational design.
  • A specialized RFdiffusion network has been developed that can create custom antibodies that target specific epitopes effectively.
  • Experimental results show successful binding of the designed antibodies to four relevant disease epitopes, validating the model's accuracy through structural analysis.

Article Abstract

Despite the central role that antibodies play in modern medicine, there is currently no way to rationally design novel antibodies to bind a specific epitope on a target. Instead, antibody discovery currently involves time-consuming immunization of an animal or library screening approaches. Here we demonstrate that a fine-tuned RFdiffusion network is capable of designing de novo antibody variable heavy chains (VHH's) that bind user-specified epitopes. We experimentally confirm binders to four disease-relevant epitopes, and the cryo-EM structure of a designed VHH bound to influenza hemagglutinin is nearly identical to the design model both in the configuration of the CDR loops and the overall binding pose.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10983868PMC
http://dx.doi.org/10.1101/2024.03.14.585103DOI Listing

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