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AI Models Design Working Bacteriophage Genomes That Kill E. coli, Preprint Shows

The Arc InstituteStanford team reports 16 viable phages from 302 AI designs in lab tests, an early proof of concept.

Overview

  • Researchers trained genome language models on millions of phage sequences and used the small, well‑characterized ΦX174 genome as the testbed.
  • From 302 AI‑generated candidates, 16 synthesized genomes produced viable phages that replicated and killed Escherichia coli in controlled experiments.
  • Some designs were effective against E. coli strains resistant to the natural ΦX174, with one phage reported to expand up to 65 times faster in tests.
  • The work appears as a bioRxiv preprint by Samuel H. King and colleagues and has not yet undergone peer review.
  • The authors say they trained on phages considered harmless to humans and emphasize potential personalized phage therapies alongside biosafety and regulatory considerations.