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Merging the computational design of chimeric type I polyketide synthases with enzymatic pathways for chemical biosynthesis

Author

Listed:
  • Yash Chainani

    (Northwestern University
    Center for Synthetic Biology
    Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

  • Jacob Diaz

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

  • Margaret Guilarte-Silva

    (Northwestern University
    Center for Synthetic Biology)

  • Vincent Blay

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

  • Quan Zhang

    (Northwestern University)

  • William Sprague

    (Northwestern University)

  • Keith E. J. Tyo

    (Northwestern University
    Center for Synthetic Biology)

  • Linda J. Broadbelt

    (Northwestern University
    Center for Synthetic Biology
    Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

  • Aindrila Mukhopadhyay

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

  • Jay D. Keasling

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory
    University of California
    University of California)

  • Hector Garcia Martin

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory
    Basque Center for Applied Mathematics
    DOE Agile BioFoundry)

  • Tyler W. H. Backman

    (Joint BioEnergy Institute
    Lawrence Berkeley National Laboratory)

Abstract

Synthetic biology offers the promise of manufacturing chemicals more sustainably than petrochemistry. Yet, both the rate at which biomanufacturing can synthesize these molecules and the net chemical accessible space are limited by existing pathway discovery methods, which can often rely on arduous literature searches. Here, we introduce BioPKS pipeline, an automated retrobiosynthesis tool combining multifunctional type I polyketide synthases (PKSs) and monofunctional enzymes via two complementary tools: RetroTide and DORAnet. Monofunctional enzymes are valuable for carefully decorating a substrate’s carbon backbone while PKSs are unique in their ability to iteratively catalyze carbon-carbon bond formation reactions, thereby expanding carbon backbones in a predictable fashion. We evaluate the performance of BioPKS pipeline using a previously reported set of 155 biomanufacturing candidates, achieving exact synthetic designs for 93 compounds and generating chemically similar pathways for most remaining targets. Furthermore, BioPKS pipeline can propose pathways for the complex therapeutic natural products cryptofolione and basidalin.

Suggested Citation

  • Yash Chainani & Jacob Diaz & Margaret Guilarte-Silva & Vincent Blay & Quan Zhang & William Sprague & Keith E. J. Tyo & Linda J. Broadbelt & Aindrila Mukhopadhyay & Jay D. Keasling & Hector Garcia Mart, 2025. "Merging the computational design of chimeric type I polyketide synthases with enzymatic pathways for chemical biosynthesis," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61160-y
    DOI: 10.1038/s41467-025-61160-y
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