Chainani Yash, Diaz Jacob, Guilarte-Silva Margaret, Blay Vincent, Zhang Quan, Sprague William, Tyo Keith E J, Broadbelt Linda J, Mukhopadhyay Aindrila, Keasling Jay D, Martin Hector Garcia, Backman Tyler W H
Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL, USA.
Center for Synthetic Biology, Evanston, IL, USA.
Nat Commun. 2025 Jul 1;16(1):5787. doi: 10.1038/s41467-025-61160-y.
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.
合成生物学有望实现比石油化学更可持续地制造化学品。然而,生物制造合成这些分子的速度以及可利用的净化学空间都受到现有途径发现方法的限制,这些方法通常依赖于艰巨的文献检索。在此,我们介绍BioPKS管道,这是一种通过两个互补工具RetroTide和DORAnet将多功能I型聚酮合酶(PKS)和单功能酶相结合的自动化逆生物合成工具。单功能酶对于精心修饰底物的碳骨架很有价值,而PKS在迭代催化碳 - 碳键形成反应的能力方面独具特色,从而以可预测的方式扩展碳骨架。我们使用先前报道的一组155种生物制造候选物评估了BioPKS管道的性能,为93种化合物实现了精确的合成设计,并为大多数其余目标生成了化学相似的途径。此外,BioPKS管道可以为复杂的治疗性天然产物隐叶酸和基底菌素提出合成途径。