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High-resolution phage-host assignment through key proteins using large language models - PubMed

3 hours ago
  • #phage-host assignment
  • #large language models
  • #microbiome therapies
  • VirHost Hunter framework uses phage tails and lysins for high-resolution host assignment without full genomes.
  • Utilizes Protein Language Models and Vision Transformers to capture protein functional homology, improving prediction accuracy.
  • Outperforms existing methods in assigning phage hosts, doubling assignments and expanding taxonomic reach.
  • Reveals uncharacterized phages targeting gut bacteria like Akkermansia and Prevotella.
  • Establishes a gut phage lysin database, enabling synthesis of lysins targeting specific bacteria, such as obesity-promoting ones.
  • Authors from BGI Research and Shenzhen University have filed a patent for the host specificity prediction algorithm.