Deep learning-guided discovery of an antibiotic targeting Acinetobacter baumannii
Deep learning-guided discovery of an antibiotic targeting Acinetobacter baumannii
Gary Liu,Denise B. Catacutan,14 Authors,Jonathan M. Stokes
2023 · DOI: 10.1038/s41589-023-01349-8
Nature Chemical Biology · 205 Citations
TLDR
Using a neural network trained on bacterial growth inhibition data, in silico prediction of molecules with activity against Acinetobacter baumannii led to the identification of the narrow-spectrum abaucin, which perturbs lipoprotein trafficking and describes a promising lead with targeted activity against a challenging Gram-negative pathogen.
