Nielsen, J. & Keasling, J. D. Engineering cellular metabolism. Cell 164, 1185–1197 (2016).
Article CAS PubMed Google Scholar
Kosuri, S. & Church, G. M. Large-scale de novo DNA synthesis: technologies and applications. Nat. Methods 11, 499 (2014).
Article CAS PubMed PubMed Central Google Scholar
Heather, J. M. & Chain, B. The sequence of sequencers: the history of sequencing DNA. Genomics 107, 1–8 (2016).
Article CAS PubMed Google Scholar
Majors, R. E. Historical developments in HPLC and UHPLC column technology: the past 25 years. LCGC North Am. 33, 818–840 (2015).
Li, Y. et al. Complete biosynthesis of noscapine and halogenated alkaloids in yeast. Proc. Natl Acad. Sci. USA 115, E3922–E3931 (2018). This paper is the longest known example of a plant biosynthetic pathway reconstructed in a heterologous host, as well as an example of using PNP-producing platforms for producing unnatural PNPs.
Article CAS PubMed PubMed Central Google Scholar
Jones, J. A. & Koffas, M. A. G. Optimizing metabolic pathways for the improved production of natural products. Methods Enzym. 575, 179–193 (2016).
Article CAS Google Scholar
Espinosa-Leal, C. A., Puente-Garza, C. A. & García-Lara, S. In vitro plant tissue culture: means for production of biological active compounds. Planta 248, 1–18 (2018).
Article CAS PubMed PubMed Central Google Scholar
Lau, W. & Sattely, E. S. Six enzymes from mayapple that complete the biosynthetic pathway to the etoposide aglycone. Science 349, 1224–1228 (2015).
Article ADS CAS PubMed PubMed Central Google Scholar
Jeon, J-E. et al. A pathogen-responsive gene cluster for the production of highly modified fatty acids in tomato. Preprint at https://doi.org/10.1101/408518 (2018).
Demain, A. L. Pharmaceutically active secondary metabolites of microorganisms. Appl. Microbiol. Biotechnol. 52, 455–463 (1999).
Article CAS PubMed Google Scholar
Wendisch, V. F., Jorge, J. M. P., Pérez-García, F. & Sgobba, E. Updates on industrial production of amino acids using Corynebacterium glutamicum. World J. Microbiol. Biotechnol. 32, 105 (2016).
Article CAS PubMed Google Scholar
Wolf, K. Nonconventional Yeasts in Biotechnology. (Springer, Berlin, 1996).
Tsuruta, H. et al. High-level production of amorpha-4,11-diene, a precursor of the antimalarial agent artemisinin, in Escherichia coli. PLoS ONE 4, e4489 (2009).
Paddon, C. J. & Keasling, J. D. Semi-synthetic artemisinin: a model for the use of synthetic biology in pharmaceutical development. Nat. Rev. Microbiol. 12, 355–367 (2014).
Article CAS PubMed Google Scholar
Mizrachi, D. et al. A water-soluble DsbB variant that catalyzes disulfide-bond formation in vivo. Nat. Chem. Biol. 13, 1022–1028 (2017).
Article CAS PubMed PubMed Central Google Scholar
Hammer, S. K. & Avalos, J. L. Harnessing yeast organelles for metabolic engineering. Nat. Chem. Biol. 13, 823–832 (2017).
Article CAS PubMed Google Scholar
Ajikumar, P. K. et al. Isoprenoid pathway optimization for taxol precursor overproduction in Escherichia coli. Science 330, 70–74 (2010).
Article ADS CAS PubMed PubMed Central Google Scholar
Fang, Z., Jones, J. A., Zhou, J. & Koffas, M. A. G. Engineering Escherichia coli co-cultures for production of curcuminoids from glucose. Biotech. J. 13, 1700576 (2018).
Article CAS Google Scholar
Jones, J. A. et al. Complete biosynthesis of anthocyanins using E. coli polycultures. mBio 8, e00621-17 (2017).
Minami, H. et al. Microbial production of plant benzylisoquinoline alkaloids. Proc. Natl Acad. Sci. USA 105, 7393–7398 (2008).
Article ADS PubMed PubMed Central Google Scholar
Camacho-Zaragoza, J. M. et al. Engineering of a microbial coculture of Escherichia coli strains for the biosynthesis of resveratrol. Microb. Cell Fact. 15, 163 (2016).
Article CAS PubMed PubMed Central Google Scholar
Trenchard, I. J., Siddiqui, M. S., Thodey, K. & Smolke, C. D. De novo production of the key branch point benzylisoquinoline alkaloid reticuline in yeast. Metab. Eng. 31, 74–83 (2015).
Article CAS PubMed PubMed Central Google Scholar
DeLoache, W. C. et al. An enzyme-coupled biosensor enables (S)-reticuline production in yeast from glucose. Nat. Chem. Biol. 11, 465–471 (2015). This paper is an example of applying biosensor-based screening methods to engineering the production of the key BIA branchpoint alkaloid reticuline.
Article CAS PubMed Google Scholar
Hadadi, N., Hafner, J., Shajkofci, A., Zisaki, A. & Hatzimanikatis, V. ATLAS of biochemistry: A repository of all possible biochemical reactions for synthetic biology and metabolic engineering studies. ACS Synth. Biol. 5, 1155–1166 (2016).
Article CAS PubMed Google Scholar
Xiao, M. et al. Transcriptome analysis based on next-generation sequencing of non-model plants producing specialized metabolites of biotechnological interest. J. Biotechnol. 166, 122–134 (2013).
Article CAS PubMed Google Scholar
Brown, S., Clastre, M., Courdavault, V. & O’Connor, S. E. De novo production of the plant-derived alkaloid strictosidine in yeast. Proc. Natl Acad. Sci. USA 112, 3205–3210 (2015).
Article ADS CAS PubMed PubMed Central Google Scholar
Tai, Y.-S. et al. Engineering nonphosphorylative metabolism to generate lignocellulose-derived products. Nat. Chem. Biol. 12, 247–253 (2016).
Article CAS PubMed Google Scholar
Siegel, J. B. et al. Computational protein design enables a novel one-carbon assimilation pathway. Proc. Natl Acad. Sci. USA 112, 3704–3709 (2015).
ADS CAS PubMed PubMed Central Google Scholar
Antonovsky, N. et al. Sugar synthesis from CO2 in Escherichia coli. Cell 166, 115–125 (2016).
Article CAS PubMed PubMed Central Google Scholar
Xue, Y. & He, Q. Cyanobacteria as cell factories to produce plant secondary metabolites. Front. Bioeng. Biotechnol. 3, 57 (2015).
Article PubMed PubMed Central Google Scholar
Yishai, O., Lindner, S. N., de la Cruz, J. G., Tenenboim, H. & Bar-Even, A. The formate bio-economy. Curr. Opin. Chem. Biol. 35, 1–9 (2016).
Article CAS PubMed Google Scholar
Whitaker, W. B. et al. Engineering the biological conversion of methanol to specialty chemicals in Escherichia coli. Metab. Eng. 39, 49–59 (2017).
Article CAS PubMed Google Scholar
Meadows, A. L. et al. Rewriting yeast central carbon metabolism for industrial isoprenoid production. Nature 537, 694–697 (2016).
Article ADS CAS PubMed Google Scholar
Rodriguez, A., Kildegaard, K. R., Li, M., Borodina, I. & Nielsen, J. Establishment of a yeast platform strain for production of p-coumaric acid through metabolic engineering of aromatic amino acid biosynthesis. Metab. Eng. 31, 181–188 (2015).
Article CAS PubMed Google Scholar
Yu, T. et al. Reprogramming yeast metabolism from alcoholic fermentation to lipogenesis. Cell 174, 1549–1558.e14 (2018).
Article CAS PubMed Google Scholar
Blount, B. A. et al. Rapid host strain improvement by in vivo rearrangement of a synthetic yeast chromosome. Nat. Commun. 9, 1932 (2018). This paper is the first known example of engineering host metabolism through use of inducible chromosome recombination synthetic biology tools.
Article ADS CAS PubMed PubMed Central Google Scholar
Caspi, R. et al. The MetaCyc database of metabolic pathways and enzymes and the BioCyc collection of pathway/genome databases. Nucleic Acids Res. 42, D459–D471 (2014).
Article CAS PubMed Google Scholar
Wang, L., Dash, S., Ng, C. Y. & Maranas, C. D. A review of computational tools for design and reconstruction of metabolic pathways. Synth. Syst. Biotechnol. 2, 243–252 (2017).
Article PubMed PubMed Central Google Scholar
Delépine, B., Duigou, T., Carbonell, P. & Faulon, J.-L. RetroPath2.0: a retrosynthesis workflow for metabolic engineers. Metab. Eng. 45, 158–170 (2018).
Article CAS PubMed Google Scholar
Fehér, T. et al. Validation of RetroPath, a computer-aided design tool for metabolic pathway engineering. Biotechnol. J. 9, 1446–1457 (2014).
Article CAS PubMed Google Scholar
Hadadi, N. & Hatzimanikatis, V. Design of computational retrobiosynthesis tools for the design of de novo synthetic pathways. Curr. Opin. Chem. Biol. 28, 99–104 (2015).
Article CAS PubMed Google Scholar
Casini, A. et al. A pressure test to make 10 molecules in 90 days: external evaluation of methods to engineer biology. J. Am. Chem. Soc. 140, 4302–4316 (2018).
Article CAS PubMed Google Scholar
Ellerbrock, P., Armanino, N., Ilg, M. K., Webster, R. & Trauner, D. An eight-step synthesis of epicolactone reveals its biosynthetic origin. Nat. Chem. 7, 879–882 (2015).
Article CAS PubMed Google Scholar
Medema, M. H. et al. Minimum information about a biosynthetic gene cluster. Nat. Chem. Biol. 11, 625–631 (2015).
Article CAS PubMed PubMed Central Google Scholar
Blin, K. et al. antiSMASH 4.0-improvements in chemistry prediction and gene cluster boundary identification. Nucleic Acids Res. 45, W36–W41 (2017).
Article CAS PubMed PubMed Central Google Scholar
Röthlisberger, D. et al. Kemp elimination catalysts by computational enzyme design. Nature 453, 190–195 (2008).
Article ADS CAS PubMed Google Scholar
Kautsar, S. A., Suarez Duran, H. G., Blin, K., Osbourn, A. & Medema, M. H. plantiSMASH: automated identification, annotation and expression analysis of plant biosynthetic gene clusters. Nucleic Acids Res. 45, W55–W63 (2017).
Article CAS PubMed PubMed Central Google Scholar
Matasci, N. et al. Data access for the 1,000 Plants (1KP) project. Gigascience 3, 17 (2014).
Article PubMed PubMed Central Google Scholar
Liu, X. et al. Engineering yeast for the production of breviscapine by genomic analysis and synthetic biology approaches. Nat. Commun. 9, 448 (2018). This paper is an example of the de novo biosynthesis of medicinal alkaloids and demonstrates the application of PNP platform strains for enzyme discovery.
Article ADS CAS PubMed PubMed Central Google Scholar
Nagashima, S., Hirotani, M. & Yoshikawa, T. Purification and characterization of UDP-glucuronate: baicalein 7-O-glucuronosyltransferase from Scutellaria baicalensis Georgi. cell suspension cultures. Phytochemistry 53, 533–538 (2000).
Article CAS PubMed Google Scholar
Farrow, S. C., Hagel, J. M., Beaudoin, G. A. W., Burns, D. C. & Facchini, P. J. Stereochemical inversion of (S)-reticuline by a cytochrome P450 fusion in opium poppy. Nat. Chem. Biol. 11, 728–732 (2015).
Article CAS PubMed Google Scholar
Winzer, T. et al. Morphinan biosynthesis in opium poppy requires a P450-oxidoreductase fusion protein. Science 349, 309–312 (2015).
Article ADS CAS PubMed Google Scholar
Galanie, S., Thodey, K., Trenchard, I. J., Filsinger Interrante, M. & Smolke, C. D. Complete biosynthesis of opioids in yeast. Science 349, 1095–1100 (2015). This paper is the first known example of the complete biosynthesis of opioids in yeast and demonstrates the application of PNP platform strains for enzyme discovery.
Article ADS CAS PubMed PubMed Central Google Scholar
Caputi, L. et al. Missing enzymes in the biosynthesis of the anticancer drug vinblastine in Madagascar periwinkle. Science 360, 1235–1239 (2018).
Article ADS CAS PubMed Google Scholar
Chen, X. et al. A pathogenesis-related 10 protein catalyzes the final step in thebaine biosynthesis. Nat. Chem. Biol. 14, 738–743 (2018).
Article CAS PubMed Google Scholar
Hsu, T. M. et al. Employing a biochemical protecting group for a sustainable indigo dyeing strategy. Nat. Chem. Biol. 14, 256–261 (2018).
Article CAS PubMed PubMed Central Google Scholar
Lenz, R. & Zenk, M. H. Acetyl coenzyme A: salutaridinol-7-O-acetyltransferase from papaver somniferum plant cell cultures. The enzyme catalyzing the formation of thebaine in morphine biosynthesis. J. Biol. Chem. 270, 31091–31096 (1995).
Article CAS PubMed Google Scholar
Barton, D. H. R., Bhakuni, D. S., James, R. & Kirby, G. W. Phenol oxidation and biosynthesis. Part XII. Stereochemical studies related to the biosynthesis of the morphine alkaloids. J. Chem. Soc. C: Organic 0, 128–132 (1967).
Qu, Y. et al. Completion of the seven-step pathway from tabersonine to the anticancer drug precursor vindoline and its assembly in yeast. Proc. Natl Acad. Sci. USA 112, 6224–6229 (2015).
Article ADS CAS PubMed PubMed Central Google Scholar
Winzer, T. et al. A Papaver somniferum 10-gene cluster for synthesis of the anticancer alkaloid noscapine. Science 336, 1704–1708 (2012).
Article ADS CAS PubMed Google Scholar
Luo, Y., Enghiad, B. & Zhao, H. New tools for reconstruction and heterologous expression of natural product biosynthetic gene clusters. Nat. Prod. Rep. 33, 174–182 (2016).
Article CAS PubMed PubMed Central Google Scholar
Lee, M. E., DeLoache, W. C., Cervantes, B. & Dueber, J. E. A Highly characterized yeast toolkit for modular, multipart assembly. ACS Synth. Biol. 4, 975–986 (2015).
Article CAS PubMed Google Scholar
Ryan, O. W., Poddar, S. & Cate, J. H. D. CRISPR–Cas9 genome engineering in Saccharomyces cerevisiae cells. Cold Spring Harb. Protoc. 2016, https://doi.org/10.1101/pdb.prot086827 (2016).
Jeschek, M., Gerngross, D. & Panke, S. Rationally reduced libraries for combinatorial pathway optimization minimizing experimental effort. Nat. Commun. 7, 11163 (2016).
Article ADS CAS PubMed PubMed Central Google Scholar
Li, Y. & Smolke, C. D. Engineering biosynthesis of the anticancer alkaloid noscapine in yeast. Nat. Commun. 7, 12137 (2016).
Article ADS CAS PubMed PubMed Central Google Scholar
Trenchard, I. J. & Smolke, C. D. Engineering strategies for the fermentative production of plant alkaloids in yeast. Metab. Eng. 30, 96–104 (2015).
Article CAS PubMed PubMed Central Google Scholar
Fossati, E. et al. Reconstitution of a 10-gene pathway for synthesis of the plant alkaloid dihydrosanguinarine in Saccharomyces cerevisiae. Nat. Commun. 5, 3283 (2014).
Article CAS PubMed Google Scholar
Chao, R., Mishra, S., Si, T. & Zhao, H. Engineering biological systems using automated biofoundries. Metab. Eng. 42, 98–108 (2017).
Article CAS PubMed PubMed Central Google Scholar
Carbonell, P. et al. An automated design-build-test-learn pipeline for enhanced microbial production of fine chemicals. Commun. Biol. 1, 66 (2018).
Article PubMed PubMed Central Google Scholar
Thodey, K., Galanie, S. & Smolke, C. D. A microbial biomanufacturing platform for natural and semisynthetic opioids. Nat. Chem. Biol. 10, 837–844 (2014).
Article CAS PubMed PubMed Central Google Scholar
Dueber, J. E. et al. Synthetic protein scaffolds provide modular control over metabolic flux. Nat. Biotechnol. 27, 753–759 (2009).
Article CAS PubMed Google Scholar
Sachdeva, G., Garg, A., Godding, D., Way, J. C. & Silver, P. A. In vivo co-localization of enzymes on RNA scaffolds increases metabolic production in a geometrically dependent manner. Nucleic Acids Res. 42, 9493–9503 (2014).
Article CAS PubMed PubMed Central Google Scholar
Denby, C. M. et al. Industrial brewing yeast engineered for the production of primary flavor determinants in hopped beer. Nat. Commun. 9, 965 (2018).
Article ADS CAS PubMed PubMed Central Google Scholar
Zeymer, C. & Hilvert, D. Directed evolution of protein catalysts. Annu. Rev. Biochem. 87, 131–157 (2018).
Article CAS PubMed Google Scholar
Katsuyama, Y., Funa, N., Miyahisa, I. & Horinouchi, S. Synthesis of unnatural flavonoids and stilbenes by exploiting the plant biosynthetic pathway in Escherichia coli. Chem. Biol. 14, 613–621 (2007).
Article CAS PubMed Google Scholar
Hawkins, K. M. & Smolke, C. D. Production of benzylisoquinoline alkaloids in Saccharomyces cerevisiae. Nat. Chem. Biol. 4, 564–573 (2008).
Article CAS PubMed PubMed Central Google Scholar
Ruff, B. M., Bräse, S. & O’Connor, S. E. Biocatalytic production of tetrahydroisoquinolines. Tetrahedron Lett. 53, 1071–1074 (2012).
Article CAS PubMed PubMed Central Google Scholar
McCoy, E. & O’Connor, S. E. Directed biosynthesis of alkaloid analogs in the medicinal plant Catharanthus roseus. J. Am. Chem. Soc. 128, 14276–14277 (2006).
Article CAS PubMed Google Scholar
Valliere, M. A. et al. A cell-free platform for the prenylation of natural products and application to cannabinoid production. Nat. Commun. 10, 565 (2019).
Article ADS CAS PubMed PubMed Central Google Scholar
Chemler, J. A., Lim, C. G., Daiss, J. L. & Koffas, M. A. G. A versatile microbial system for biosynthesis of novel polyphenols with altered estrogen receptor binding activity. Chem. Biol. 17, 392–401 (2010).
Article CAS PubMed Google Scholar
Herrera-Rodriguez, L. N., Khan, F., Robins, K. T. & Meyer, H.-P. Perspectives on biotechnological halogenation Part I: Halogenated products and enzymatic halogenation. Chem. Today 29, 31–33 (2011).
CAS Google Scholar
Grewal, P. S., Modavi, C., Russ, Z. N., Harris, N. C. & Dueber, J. E. Bioproduction of a betalain color palette in Saccharomyces cerevisiae. Metab. Eng. 45, 180–188 (2018).
Article CAS PubMed Google Scholar
Kashkooli, A. B., van der Krol, A., Rabe, P., Dickschat, J. S. & Bouwmeester, H. Substrate promiscuity of enzymes from the sesquiterpene biosynthetic pathways from Artemisia annua and Tanacetum parthenium allows for novel combinatorial sesquiterpene production. Metab. Eng. 54, 12–23 (2019).
Article CAS Google Scholar
Sánchez, C. et al. The biosynthetic gene cluster for the antitumor rebeccamycin: characterization and generation of indolocarbazole derivatives. Chem. Biol. 9, 519–531 (2002).
Article PubMed Google Scholar
Fasan, R., Chen, M. M., Crook, N. C. & Arnold, F. H. Engineered alkane-hydroxylating cytochrome P450BM3 exhibiting nativelike catalytic properties. Angew. Chem. Int. Ed. 46, 8414–8418 (2007).
Article CAS Google Scholar
Payne, J. T., Poor, C. B. & Lewis, J. C. Directed evolution of RebH for site-selective halogenation of large biologically active molecules. Angew. Chem. Int. Ed. Engl. 54, 4226–4230 (2015).
Article CAS PubMed PubMed Central Google Scholar
Savile, C. K. et al. Biocatalytic asymmetric synthesis of chiral amines from ketones applied to sitagliptin manufacture. Science 329, 305–309 (2010).
Article ADS CAS PubMed Google Scholar
Morita, H. et al. Synthesis of unnatural alkaloid scaffolds by exploiting plant polyketide synthase. Proc. Natl Acad. Sci. USA 108, 13504–13509 (2011).
Article ADS PubMed PubMed Central Google Scholar
Wanibuchi, K., Morita, H., Noguchi, H. & Abe, I. Enzymatic formation of an aromatic dodecaketide by engineered plant polyketide synthase. Bioorg. Med. Chem. Lett. 21, 2083–2086 (2011).
Article CAS PubMed Google Scholar
Bhan, N., Cress, B. F., Linhardt, R. J. & Koffas, M. Expanding the chemical space of polyketides through structure-guided mutagenesis of Vitis vinifera stilbene synthase. Biochimie 115, 136–143 (2015).
Article CAS PubMed Google Scholar
Bhan, N. et al. Enzymatic formation of a resorcylic acid by creating a structure-guided single-point mutation in stilbene synthase. Protein Sci. 24, 167–173 (2015).
Article CAS PubMed Google Scholar
Ehrenworth, A. M. & Peralta-Yahya, P. Accelerating the semisynthesis of alkaloid-based drugs through metabolic engineering. Nat. Chem. Biol. 13, 249–258 (2017).
Article CAS PubMed Google Scholar
Deb Roy, A., Grüschow, S., Cairns, N. & Goss, R. J. M. Gene expression enabling synthetic diversification of natural products: chemogenetic generation of pacidamycin analogs. J. Am. Chem. Soc. 132, 12243–12245 (2010).
Article CAS PubMed Google Scholar
Runguphan, W., Qu, X. & O’Connor, S. E. Integrating carbon–halogen bond formation into medicinal plant metabolism. Nature 468, 461–464 (2010). This paper is an example of unnatural PNP production via novel enzyme incorporation into the native plant producer, demonstrating that chlorinated precursor metabolites can transit through a biosynthetic pathway to the terminal products.
Article ADS CAS PubMed PubMed Central Google Scholar
Glenn, W. S., Nims, E. & O’Connor, S. E. Reengineering a tryptophan halogenase to preferentially chlorinate a direct alkaloid precursor. J. Am. Chem. Soc. 133, 19346–19349 (2011).
Article CAS PubMed Google Scholar
Wang, S. et al. Metabolic engineering of Escherichia coli for the biosynthesis of various phenylpropanoid derivatives. Metab. Eng. 29, 153–159 (2015).
Article CAS PubMed Google Scholar
Townshend, B., Kennedy, A. B., Xiang, J. S. & Smolke, C. D. High-throughput cellular RNA device engineering. Nat. Methods 12, 989–994 (2015).
Article CAS PubMed PubMed Central Google Scholar
Feng, J. et al. A general strategy to construct small molecule biosensors in eukaryotes. Elife 4, e10606 (2015).
Abatemarco, J. et al. RNA-aptamers-in-droplets (RAPID) high-throughput screening for secretory phenotypes. Nat. Commun. 8, 332 (2017).
Michener, J. K. & Smolke, C. D. High-throughput enzyme evolution in Saccharomyces cerevisiae using a synthetic RNA switch. Metab. Eng. 14, 306–316 (2012).
Article CAS PubMed Google Scholar
Raman, S., Rogers, J. K., Taylor, N. D. & Church, G. M. Evolution-guided optimization of biosynthetic pathways. Proc. Natl Acad. Sci. USA 111, 17803–17808 (2014).
Article ADS CAS PubMed PubMed Central Google Scholar
Matsumura, E. et al. Microbial production of novel sulphated alkaloids for drug discovery. Sci. Rep. 8, 7980 (2018).
Article ADS CAS PubMed PubMed Central Google Scholar
Ro, D.-K. et al. Production of the antimalarial drug precursor artemisinic acid in engineered yeast. Nature 440, 940–943 (2006).
Article ADS CAS PubMed Google Scholar
Rodriguez, A. et al. Engineering Escherichia coli to overproduce aromatic amino acids and derived compounds. Microb. Cell Fact. 13, 126 (2014).
PubMed PubMed Central Google Scholar
Qin, J. et al. Modular pathway rewiring of Saccharomyces cerevisiae enables high-narilevel production of L-ornithine. Nat. Commun. 6, 8224 (2015).
Article PubMed Google Scholar
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aExamples of engineered strains producing different compounds or compound classes that can be used as platform strains for the production of diverse downstream compounds. Yellow, core metabolite platform; blue, secondary metabolite platform