Cited by 22Microbial Natural Products and BiosynthesisMicrobial Metabolic Engineering and BioproductionEnzyme Catalysis and Immobilization

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Biosensor Guided Polyketide Synthases Engineering for Optimization of Domain Exchange Boundaries

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Abstract

Type I modular polyketide synthases (PKSs) are multi-domain enzymes functioning like assembly lines. Many engineering attempts have been made for the last three decades to replace, delete and insert new functional domains into PKSs to produce novel molecules. However, inserting heterologous domains often destabilize PKSs, causing loss of activity and protein misfolding. To address this challenge, here we develop a fluorescence-based solubility biosensor that can quickly identify engineered PKSs variants with minimal structural disruptions. Using this biosensor, we screen a library of acyltransferase (AT)-exchanged PKS hybrids with randomly assigned domain boundaries, and we identify variants that maintain wild type production levels. We then probe each position in the AT linker region to determine how domain boundaries influence structural integrity and identify a set of optimized domain boundaries. Overall, we have successfully developed an experimentally validated, high-throughput method for making hybrid PKSs that produce novel molecules.

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Research works printed but not linked: 47

  1. Butler, M. S., Robertson, A. A. & Cooper, M. A. Natural product and natural product derived drugs in clinical trials. Nat. Prod. Rep. 31, 1612–1661 (2014). · DOI
  2. Katz, L. & Baltz, R. H. Natural product discovery: past, present, and future. J. Ind. Microbiol. Biotechnol. 43, 155–176 (2016). · DOI
  3. Cortes, J., Haydock, S. F., Roberts, G. A., Bevitt, D. J. & Leadlay, P. F. An unusually large multifunctional polypeptide in the erythromycin-producing polyketide synthase of Saccharopolyspora erythraea. Nature 348, 176–178 (1990). · DOI
  4. Donadio, S., Staver, M. J., McAlpine, J. B., Swanson, S. J. & Katz, L. Modular organization of genes required for complex polyketide biosynthesis. Science 252, 675–679 (1991). · DOI
  5. Weissman, K. J. Genetic engineering of modular PKSs: from combinatorial biosynthesis to synthetic biology. Nat. Prod. Rep. 33, 203–230 (2016). · DOI
  6. Menzella, H. G. et al. Combinatorial polyketide biosynthesis by de novo design and rearrangement of modular polyketide synthase genes. Nat. Biotechnol. 23, 1171–1176 (2005). · DOI
  7. McDaniel, R. et al. Multiple genetic modifications of the erythromycin polyketide synthase to produce a library of novel “unnatural” natural products. Proc. Natl Acad. Sci. 96, 1846–1851 (1999). · DOI
  8. Yuzawa, S. et al. Comprehensive in vitro analysis of acyltransferase domain exchanges in modular polyketide synthases and its application for short-chain ketone production. ACS Synth. Biol. 6, 139–147 (2017). · DOI
  9. Dunn, B. J. & Khosla, C. Engineering the acyltransferase substrate specificity of assembly line polyketide synthases. J. R. Soc. Interface 10, 20130297 (2013). · DOI
  10. Marsden, A. F. et al. Engineering broader specificity into an antibiotic-producing polyketide synthase. Science 279, 199–202 (1998). · DOI
  11. Zhu, X., Liu, J. & Zhang, W. De novo biosynthesis of terminal alkyne-labeled natural products. Nat. Chem. Biol. 11, 115–120 (2015). · DOI
  12. Porterfield, W. B., Poenateetai, N. & Zhang, W. Engineered biosynthesis of alkyne-tagged polyketides by type I PKSs. Iscience 23, 100938 (2020). · DOI
  13. Musiol-Kroll, E. M. et al. Polyketide bioderivatization using the promiscuous acyltransferase KirCII. ACS Synth. Biol. 6, 421–427 (2017). · DOI
  14. Englund, E. et al. Expanding Extender Substrate Selection for Unnatural Polyketide Biosynthesis by Acyltransferase Domain Exchange within a Modular Polyketide Synthase. J. Am. Chem. Soc. 145, 8822–8832 (2023). · DOI
  15. Walker, M. C. et al. Expanding the fluorine chemistry of living systems using engineered polyketide synthase pathways. Science 341, 1089–1094 (2013). · DOI
  16. Bagde, S. R., Mathews, I. I., Fromme, J. C. & Kim, C.-Y. Modular polyketide synthase contains two reaction chambers that operate asynchronously. Science 374, 723–729 (2021). · DOI
  17. Cogan, D. P. et al. Mapping the catalytic conformations of an assembly-line polyketide synthase module. Science 374, 729–734 (2021). · DOI
  18. Dutta, S. et al. Structure of a modular polyketide synthase. Nature 510, 512–517 (2014). · DOI
  19. Chemler, J. A. et al. Evolution of efficient modular polyketide synthases by homologous recombination. J. Am. Chem. Soc. 137, 10603–10609 (2015). · DOI
  20. Kim, B. S., Sherman, D. H. & Reynolds, K. A. An efficient method for creation and functional analysis of libraries of hybrid type I polyketide synthases. Protein Eng. Des. Sel. 17, 277–284 (2004). · DOI
  21. Wlodek, A. et al. Diversity oriented biosynthesis via accelerated evolution of modular gene clusters. Nat. Commun. 8, 1–10 (2017). · DOI
  22. Zutz, A. et al. A dual-reporter system for investigating and optimizing protein translation and folding in E. coli. Nat. Commun. 12, 1–15 (2021). · DOI
  23. Kraft, M. et al. An online monitoring system based on a synthetic sigma32-dependent tandem promoter for visualization of insoluble proteins in the cytoplasm of Escherichia coli. Appl. Microbiol. Biotechnol. 75, 397–406 (2007). · DOI
  24. Waldo, G. S., Standish, B. M., Berendzen, J. & Terwilliger, T. C. Rapid protein-folding assay using green fluorescent protein. Nat. Biotechnol. 17, 691–695 (1999). · DOI
  25. Wigley, W. C., Stidham, R. D., Smith, N. M., Hunt, J. F. & Thomas, P. J. Protein solubility and folding monitored in vivo by structural complementation of a genetic marker protein. Nat. Biotechnol. 19, 131–136 (2001). · DOI
  26. Cabantous, S., Terwilliger, T. C. & Waldo, G. S. Protein tagging and detection with engineered self-assembling fragments of green fluorescent protein. Nat. Biotechnol. 23, 102–107 (2005). · DOI
  27. Lesley, S. A., Graziano, J., Cho, C. Y., Knuth, M. W. & Klock, H. E. Gene expression response to misfolded protein as a screen for soluble recombinant protein. Protein Eng. 15, 153–160 (2002). · DOI
  28. Mendez-Perez, D., Gunasekaran, S., Orler, V. J. & Pfleger, B. F. A translation-coupling DNA cassette for monitoring protein translation in Escherichia coli. Metab. Eng. 14, 298–305 (2012). · DOI
  29. Maxwell, K. L., Mittermaier, A. K., Forman-Kay, J. D. & Davidson, A. R. A simple in vivo assay for increased protein solubility. Protein Sci. 8, 1908–1911 (1999). · DOI
  30. Tang, L. et al. Cloning and heterologous expression of the epothilone gene cluster. Science 287, 640–642 (2000). · DOI
  31. Tang, Y., Chen, A. Y., Kim, C.-Y., Cane, D. E. & Khosla, C. Structural and mechanistic analysis of protein interactions in module 3 of the 6-deoxyerythronolide B synthase. Chem. Biol. 14, 931–943 (2007). · DOI
  32. Tang, Y., Kim, C.-Y., Mathews, I. I., Cane, D. E. & Khosla, C. The 2.7-Å crystal structure of a 194-kDa homodimeric fragment of the 6-deoxyerythronolide B synthase. Proc. Natl Acad. Sci. 103, 11124–11129 (2006). · DOI
  33. Feng, Y. et al. Structural visualization of transient interactions between the cis-acting acyltransferase and acyl carrier protein of the salinomycin modular polyketide synthase. Acta Crystallogr. Sect. D Struct. Biol. 78, 779–791 (2022). · DOI
  34. Kapur, S. et al. Reprogramming a module of the 6-deoxyerythronolide B synthase for iterative chain elongation. Proc. Natl Acad. Sci. USA 109, 4110–4115 (2012). · DOI
  35. Keatinge-Clay, A. T. & Stroud, R. M. The structure of a ketoreductase determines the organization of the β-carbon processing enzymes of modular polyketide synthases. Structure 14, 737–748 (2006). · DOI
  36. Dickinson, M. S., Miyazawa, T., McCool, R. S. & Keatinge-Clay, A. T. Priming enzymes from the pikromycin synthase reveal how assembly-line ketosynthases catalyze carbon-carbon chemistry. Structure 30, 1331–1339.e1333 (2022). · DOI
  37. Chen, A. Y., Cane, D. E. & Khosla, C. Structure-based dissociation of a type I polyketide synthase module. Chem. Biol. 14, 784–792 (2007). · DOI
  38. Yuzawa, S., Kapur, S., Cane, D. E. & Khosla, C. Role of a conserved arginine residue in linkers between the ketosynthase and acyltransferase domains of multimodular polyketide synthases. Biochemistry 51, 3708–3710 (2012). · DOI
  39. Xiao, Y. et al. Characterization of tiacumicin B biosynthetic gene cluster affording diversified tiacumicin analogues and revealing a tailoring dihalogenase. J. Am. Chem. Soc. 133, 1092–1105 (2011). · DOI
  40. Hirsch, M., Fitzgerald, B. J. & Keatinge-Clay, A. T. How cis-Acyltransferase Assembly-Line Ketosynthases Gatekeep for Processed Polyketide Intermediates. ACS Chem. Biol. (2021). · DOI
  41. Kasey, C. M., Zerrad, M., Li, Y., Cropp, T. A. & Williams, G. J. Development of transcription factor-based designer macrolide biosensors for metabolic engineering and synthetic biology. ACS Synth. Biol. 7, 227–239 (2018). · DOI
  42. Gibson, D. G. et al. Enzymatic assembly of DNA molecules up to several hundred kilobases. Nat. Methods 6, 343–345 (2009). · DOI
  43. Pfeifer, B. A., Admiraal, S. J., Gramajo, H., Cane, D. E. & Khosla, C. Biosynthesis of complex polyketides in a metabolically engineered strain of E. coli. Science 291, 1790–1792 (2001). · DOI
  44. Datsenko, K. A. & Wanner, B. L. One-step inactivation of chromosomal genes in Escherichia coli K-12 using PCR products. Proc. Natl Acad. Sci. 97, 6640–6645 (2000). · DOI
  45. Sievers, F. et al. Fast, scalable generation of high‐quality protein multiple sequence alignments using Clustal Omega. Mol. Syst. Biol. 7, 539 (2011). · DOI
  46. Mirdita, M. et al. ColabFold: making protein folding accessible to all. Nat. Methods 19, 679–682 (2022). · DOI · Paper page
  47. Bachmann, B. O. & Ravel, J. In silico prediction of microbial secondary metabolic pathways from DNA sequence data. Methods Enzymol. 458, 181–217 (2009). · DOI

Metadata

Authors
Englund, E., Schmidt, M., Nava, A. A., Klass, S., Keiser, L., Dan, Q., Katz, L., Yuzawa, S., & Keasling, J. D.
Affiliations
  • Science for Life Laboratory (SE)
  • Lawrence Berkeley National Laboratory (US)
  • Joint BioEnergy Institute (US)
Corresponding author
Keasling, Jay D.
Venue
Nature Communications
Published
2023-08-12
Volume
14
Issue
1
Pages
4871-4871
ISSN
2041-1723 (ISSN-L)
OpenAlex
W4385780829
Cited by
22
References
1
Citations by year
2026: 8 · 2025: 9 · 2024: 4 · 2023: 1
FWCI
3.41
Type
journal article
Language
en
Open access
Locations
  • Nature Communications (publishedVersion, cc-by)
  • Research Square (acceptedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • RWTH Publications (RWTH Aachen) (publishedVersion, other-oa)
  • eScholarship (California Digital Library) (submittedVersion, cc-by)
  • OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion, cc-by)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion, cc-by)
  • RWTH Publications (RWTH Aachen)
Funders
  • National Science Foundation (DEAC02-05CH11231, 2018253421, 2036849)
  • U.S. Department of Energy (-AC02-05CH11231, Contract No. DE-AC02-05-CH11231, 107514, 05CH11231, No. DE-AC02-05-CH11231, DE AC02 05CH11231, 2018253421, DE-AC02-)
  • Svenska Forskningsrådet Formas (2017-00335)
  • Office of Science (No. DE-AC02- 05-CH11231, 107514, DEAC02–05CH11231, AC02-05CH11231, DE-AC02, Contract No. DE-AC02-05CH11231)
  • Basic Energy Sciences (DE-AC02, Contract No. DE-AC02-05-CH11231, 05CH11231, DE-AC02-05CH11231., 107514, No. DE-AC02-05-CH11231, AC02–05CH11231)
  • Advanced Scientific Computing Research (DE-AC02-05CH11231, AC02-05CH11231, Contract No. DE-AC02-05CH11231)
  • Biological and Environmental Research (05CH11231, No. DE-AC02-05CH11231, DE-AC02 − 05CH11231, Contract No. DE-AC02-05CH11231, AC02-05CH11231)
  • Lawrence Berkeley National Laboratory (AC02‐05CH11231, DE-AC02-05CH11231, No. DE-AC02-05CH11231, Contract No. DE-AC02-05CH11231, 05CH11231)
Topics
  • Life Sciences › Immunology and Microbiology › Applied Microbiology and Biotechnology › Microbial Natural Products and Biosynthesis
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Enzyme Catalysis and Immobilization
Keywords
domain exchange, acyltransferase domain, protein stability, protein misfolding, high-throughput screening
MeSH terms
Amino Acid Sequence, Polyketide Synthases

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