bioRxivBioinformaticsPreprint
BioPKS Pipeline: An integrated platform for merging the computational design of chimeric type I polyketide synthases with enzymatic pathways for chemical biosynthesis
Yash ChainaniiD, Jacob Diaz, Margaret Guilarte-Silva, Vincent BlayiD, Quan Zhang, William Sprague, Keith E. J. TyoiD, Linda J. BroadbeltiD, Aindrila MukhopadhyayiD, Jay D. KeaslingiD, Héctor García MartíniD, Tyler W. H. BackmaniD
- Citations
- 2
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 present an automated retrobiosynthesis tool, BioPKS Pipeline, that simultaneously tackles both problems by integrating multifunctional type I polyketide synthases (PKSs) with monofunctional enzymes to propose the synthesis of desired target chemicals via two new tools: DORAnet and RetroTide. While monofunctional enzymes are valuable for carefully decorating a substrates carbon backbone, they typically cannot expand the backbone itself. PKSs can, instead, predictably do this through their unique ability to catalyze carbon-carbon bond formation reactions iteratively. We have evaluated the performance of BioPKS Pipeline against a previously published set of 155 molecules of interest for biomanufacturing, and report that BioPKS Pipeline could produce exact designs for 93 of them, as well as pipelines to a chemically similar product for most of the remaining molecules. Furthermore, BioPKS Pipeline successfully proposes biosynthetic routes for complex therapeutic natural products (cryptofolione and basidalin) for which no known biosynthetic pathway currently exists.
- research focus: software / tool
- research focus: benchmarking
- approach: statistical model
- approach: experimental assay
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Chemoinformatic-guided engineering of polyketide synthases
A. Zargar, R. Lal, … J. D. Keasling·bioRxiv·May 10, 2020
- A bimodular PKS platform that expands the biological design space
Amin Zargar, Luis E. Valencia, … Jay D. Keasling·Metabolic EngineeringPeer-reviewed·Sep 1, 2020
- RetroPath2.0: A retrosynthesis workflow for metabolic engineers
Baudoin Delépine, Thomas Duigou, … Jean‐Loup Faulon·Metabolic EngineeringPeer-reviewed·Dec 9, 2017
- The Ketosynthase Domain Constrains the Design of Polyketide Synthases
M. Klaus, L. Buyachuihan, M. Grininger·bioRxiv·Jan 23, 2020
- Engineering of chimeric polyketide synthases using SYNZIP docking domains
M. Klaus, A. D. D'Souza, … M. Grininger·bioRxiv·Dec 7, 2018
- NPannotator: a genome- and chemistry- constrained automation for type I polyketide synthase pathway elucidation
Yash Chainani, Andre Cornman, Yunha Hwang·bioRxiv·Apr 8, 2026