Generative Design of New-to-nature Biosynthetic Assembly Lines with Genomic Language Modeling
Nathan Lanclos, Kyrellos E. Ibrahim, Andre Cornman, Marco Huang, Vikram Gill, Aalini Jiang, Jonathan Abraham, Jennifer W. Gin, Yan Chen, Christopher J. Petzold, Justin J. Baerwald, Tanja Kortemme, Jay D. Keasling, Yunha Hwang
This paper uses a genomic language model to design and optimize a synthetic biosynthetic pathway for producing a non-natural molecule, achieving a 9.4-fold increase in production.
bioRxiv · Sep 22, 2026 · PreprintBioengineering