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Atomically accurate de novo design of single-domain antibodies.

Nathaniel R BennettJoseph L WatsonRobert J RagotteAndrew J BorstDéJenaé L SeeConnor E WeidleRiti BiswasEllen L ShrockPhilip J Y LeungBuwei HuangInna GoreshnikRussell AultKenneth D CarrBenedikt SingerCameron CriswellDionne K VafeadosMariana Garcia SanchezHo Min KimSusana Vázquez TorresSidney ChanJulien S Baker
Published in: bioRxiv : the preprint server for biology (2024)
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.
Keyphrases
  • small molecule
  • air pollution
  • high resolution
  • high throughput
  • binding protein
  • single cell
  • monoclonal antibody