607 results on '"Keasling JD"'
Search Results
2. Correction for Thompson et al., “Fatty Acid and Alcohol Metabolism in Pseudomonas putida: Functional Analysis Using Random Barcode Transposon Sequencing”
- Author
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Thompson, MG, Incha, MR, Pearson, AN, Schmidt, M, Sharpless, WA, Eiben, CB, Cruz-Morales, P, Blake-Hedges, JM, Liu, Y, Adams, CA, Haushalter, RW, Krishna, RN, Lichtner, P, Blank, LM, Mukhopadhyay, A, Deutschbauer, AM, Shih, PM, and Keasling, JD
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Microbiology - Published
- 2021
3. Optimizing the violacein biosynthetic pathway using droplet microfluidics
- Author
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Gach, PC, Raje, M, Iwai, K, Kaplan, N, Nath, S, Deutsch, S, Keasling, JD, Hillson, NJ, Adams, PD, and Singh, AK
- Abstract
We have developed a microfluidic platform that uses aqueous droplets suspended in an oil phase as discrete reaction chambers to carry out molecular biology steps. It integrates and automates all critical procedures of synthetic biology including combinatorial gene assembly, transformation by electroporation, addition of selection medium, culture, assay and sorting on a single device.
- Published
- 2020
4. Technical Advances to Accelerate Modular Type I Polyketide Synthase Engineering towards a Retro-biosynthetic Platform
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Pang, B, Valencia, LE, Wang, J, Wan, Y, Lal, R, Zargar, A, and Keasling, JD
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polyketide synthase ,retro-biosynthetic analysis ,protein engineering ,heterologous expression ,biofuels ,bioproducts ,Biotechnology ,Genetics ,Chemical Engineering - Abstract
Modular type I polyketide synthases (PKSs) are multifunctional proteins that are comprised of individual domains organized into modules. These modules act together to assemble complex polyketides from acyl-CoA substrates in a linear fashion. This assembly-line enzymology makes engineered PKSs a potential retro-biosynthetic platform to produce fuels, commodity chemicals, speciality chemicals, and pharmaceuticals in various host microorganisms, including bacteria and fungi. However, the realization of this potential is restricted by practical difficulties in strain engineering, protein overexpression, and titer/yield optimization. These challenges are becoming more possible to overcome due to technical advances in PKS design, engineered heterologous hosts, DNA synthesis and assembly, PKS heterologous expression, and analytical methodology. In this review, we highlight these technical advances in PKS engineering and provide practical considerations thereof.
- Published
- 2019
5. Sustainable bioproduction of the blue pigment indigoidine: Expanding the range of heterologous products in: R. toruloides to include non-ribosomal peptides
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Wehrs, M, Gladden, JM, Liu, Y, Platz, L, Prahl, JP, Moon, J, Papa, G, Sundstrom, E, Geiselman, GM, Tanjore, D, Keasling, JD, Pray, TR, Simmons, BA, and Mukhopadhyay, A
- Subjects
Organic Chemistry ,Chemical Sciences - Abstract
Non-ribosomal peptides (NRPs) constitute a diverse class of valuable secondary metabolites, with potential industrial applications including use as pharmaceuticals, polymers and dyes. Current industrial production of dyes is predominantly achieved via chemical synthesis, which can involve toxic precursors and generate hazardous byproducts. Thus, alternative routes of dye production are highly desirable to enhance both workplace safety and environmental sustainability. Correspondingly, biological synthesis of dyes from renewable carbon would serve an ideal green chemistry paradigm. Therefore, we engineered the fungal host Rhodosporidium toruloides to produce the blue pigment indigoidine, an NRP with potential applications in the dye industry, using various low-cost carbon and nitrogen sources. To demonstrate production from renewable carbon sources and assess process scalability we produced indigoidine in 2 L bioreactors, reaching titers of 2.9 ± 0.8 g L-1 using a sorghum lignocellulosic hydrolysate in a batch process and 86.3 ± 7.4 g L-1 using glucose in a high-gravity fed-batch process. This study represents the first heterologous production of an NRP in R. toruloides, thus extending the range of microbial hosts that can be used for sustainable, heterologous production of NRPs. In addition, this is the first demonstration of producing an NRP using lignocellulose. These results highlight the potential of R. toruloides for the sustainable, and scalable production of NRPs, with the highest reported titer of indigoidine or any heterologously produced NRP to date.
- Published
- 2019
6. Base-Catalyzed Depolymerization of Solid Lignin-Rich Streams Enables Microbial Conversion
- Author
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Rodriguez, A, Salvachúa, D, Katahira, R, Black, BA, Cleveland, NS, Reed, M, Smith, H, Baidoo, EEK, Keasling, JD, Simmons, BA, Beckham, GT, and Gladden, JM
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Lignin liquor ,Biological conversion ,Base-catalyzed depolymerization ,Lignin monomers ,Muconic acid ,Analytical Chemistry ,Other Chemical Sciences ,Environmental Science and Management ,Chemical Engineering - Abstract
Lignin valorization offers significant potential to enhance the economic viability of lignocellulosic biorefineries. However, because of its heterogeneous and recalcitrant nature, conversion of lignin to value-added coproducts remains a considerable technical challenge. In this study, we employ base-catalyzed depolymerization (BCD) using a process-relevant solid lignin stream produced via deacetylation, mechanical refining, and enzymatic hydrolysis to enable biological lignin conversion. BCD was conducted with the solid lignin substrate over a range of temperatures at two NaOH concentrations, and the results demonstrate that the lignin can be partially extracted and saponified at temperatures as low as 60 °C. At 120 °C and 2% NaOH, the high extent of lignin solubility was accompanied by a considerable decrease in the lignin average molecular weight and the release of lignin-derived monomers including hydroxycinnamic acids. BCD liquors were tested for microbial growth using seven aromatic-catabolizing bacteria and two yeasts. Three organisms (Pseudomonas putida KT2440, Rhodotorula mucilaginosa, and Corynebacterium glutamicum) tolerate high BCD liquor concentrations (up to 90% v/v) and rapidly consume the main lignin-derived monomers, resulting in lignin conversion of up to 15%. Furthermore, as a proof of concept, muconic acid production from a representative lignin BCD liquor was demonstrated with an engineered P. putida KT2440 strain. These results highlight the potential for a mild lignin depolymerization process to enhance the microbial conversion of solid lignin-rich biorefinery streams.
- Published
- 2017
7. Development of an integrated approach for α-pinene recovery and sugar production from loblolly pine using ionic liquids
- Author
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Papa, G, Kirby, J, Murthy Konda, NVSN, Tran, K, Singh, S, Keasling, JD, Peter, GF, and Simmons, BA
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Chemical Sciences ,Organic Chemistry - Abstract
In the southeastern US, loblolly pine (Pinus taeda L.) is widely used as a feedstock in the wood, pulp and paper industry. In loblolly pine, the oleoresin is composed of terpenes and has long been a valuable source for a variety of chemicals, and has recently attracted interest from a biofuel perspective for the production of advanced cellulosic biofuels. To date, there have been very few examples where a single conversion process has enabled recovery of both terpenes and fermentable sugars in an integrated fashion. We have used the ionic liquid (IL), 1-ethyl-3-methylimidazolium acetate [C2C1Im][OAc] at 120°C and 160°C in conjunction with analytical protocols using GC-MS, to extract α-pinene and simultaneously pretreat the pine to generate high yields of fermentable sugars after saccharification. Compared to solvent extraction, the IL process enabled higher recovery rates for α-pinene, from three tissues type of loblolly pine, i.e. pine chips from forest residues (FC), stems from young pine (YW) and lighter wood (LW), while also generating high yields of fermentable sugars following saccharification. We propose that this combined terpene extraction/lignocellulose pretreatment approach may provide a compelling model for a biorefinery, reducing costs and increasing commercial viability. Our preliminary techno-economic analysis (TEA) revealed that the α-pinene recovery based on hexane extraction after IL pretreatment could reduce the minimum ethanol selling price (MESP) of ethanol generated from fermentation of sugars recovered from pine by $0.6-1.0 per gal.
- Published
- 2017
8. In vitro Characterization of Phenylacetate Decarboxylase, a Novel Enzyme Catalyzing Toluene Biosynthesis in an Anaerobic Microbial Community.
- Author
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Zargar, K, Saville, R, Phelan, RM, Tringe, SG, Petzold, CJ, Keasling, JD, and Beller, HR
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Amides ,Anaerobiosis ,Bacteria ,Anaerobic ,Carboxy-Lyases ,Catalysis ,Cell-Free System ,Clostridium ,Industrial Microbiology ,Oxygen ,Polymerase Chain Reaction ,Proteomics ,RNA ,Ribosomal ,16S ,Sewage ,Toluene ,Bacteria ,Anaerobic ,RNA ,Ribosomal ,16S ,Biochemistry and Cell Biology ,Other Physical Sciences - Abstract
Anaerobic bacterial biosynthesis of toluene from phenylacetate was reported more than two decades ago, but the biochemistry underlying this novel metabolism has never been elucidated. Here we report results of in vitro characterization studies of a novel phenylacetate decarboxylase from an anaerobic, sewage-derived enrichment culture that quantitatively produces toluene from phenylacetate; complementary metagenomic and metaproteomic analyses are also presented. Among the noteworthy findings is that this enzyme is not the well-characterized clostridial p-hydroxyphenylacetate decarboxylase (CsdBC). However, the toluene synthase under study appears to be able to catalyze both phenylacetate and p-hydroxyphenylacetate decarboxylation. Observations suggesting that phenylacetate and p-hydroxyphenylacetate decarboxylation in complex cell-free extracts were catalyzed by the same enzyme include the following: (i) the specific activity for both substrates was comparable in cell-free extracts, (ii) the two activities displayed identical behavior during chromatographic separation of cell-free extracts, (iii) both activities were irreversibly inactivated upon exposure to O2, and (iv) both activities were similarly inhibited by an amide analog of p-hydroxyphenylacetate. Based upon these and other data, we hypothesize that the toluene synthase reaction involves a glycyl radical decarboxylase. This first-time study of the phenylacetate decarboxylase reaction constitutes an important step in understanding and ultimately harnessing it for making bio-based toluene.
- Published
- 2016
9. Transcript switches for fine-tuning of transgene expression
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Liang, Y, Gonzalez, TL, Richardson, SM, Benites, VT, Cheng-Yue, C, Keasling, JD, Hammond, MC, and Loqué, D
- Published
- 2016
10. Development of an: E. coli strain for one-pot biofuel production from ionic liquid pretreated cellulose and switchgrass
- Author
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Frederix, M, Mingardon, F, Hu, M, Sun, N, Pray, T, Singh, S, Simmons, BA, Keasling, JD, and Mukhopadhyay, A
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Genetics ,Human Genome ,Chemical Sciences ,Organic Chemistry - Abstract
Biological production of chemicals and fuels using microbial transformation of sustainable carbon sources, such as pretreated and saccharified plant biomass, is a multi-step process. Typically, each segment of the workflow is optimized separately, often generating conditions that may not be suitable for integration or consolidation with the upstream or downstream steps. While significant effort has gone into developing solutions to incompatibilities at discrete steps, very few studies report the consolidation of the multi-step workflow into a single pot reactor system. Here we demonstrate a one-pot biofuel production process that uses the ionic liquid 1-ethyl-3-methylimidazolium acetate ([C2C1Im][OAc]) for pretreatment of switchgrass biomass. [C2C1Im][OAc] is highly effective in deconstructing lignocellulose, but nonetheless leaves behind residual reagents that are toxic to standard saccharification enzymes and the microbial production host. We report the discovery of an [C2C1Im]-tolerant E. coli strain, where [C2C1Im] tolerance is bestowed by a P7Q mutation in the transcriptional regulator encoded by rcdA. We establish that the causal impact of this mutation is the derepression of a hitherto uncharacterized major facilitator family transporter, YbjJ. To develop the strain for a one-pot process we engineered this [C2C1Im]-tolerant strain to express a recently reported d-limonene production pathway. We also screened previously reported [C2C1Im]-tolerant cellulases to select one that would function with the range of E. coli cultivation conditions and expressed it in the [C2C1Im]-tolerant E. coli strain so as to secrete this [C2C1Im]-tolerant cellulase. The final strain digests pretreated biomass, and uses the liberated sugars to produce the bio-jet fuel candidate precursor d-limonene in a one-pot process.
- Published
- 2016
11. Impact of Pretreatment Technologies on Saccharification and Isopentenol Fermentation of Mixed Lignocellulosic Feedstocks
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Shi, J, George, KW, Sun, N, He, W, Li, C, Stavila, V, Keasling, JD, Simmons, BA, Lee, TS, and Singh, S
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Industrial Biotechnology ,Industrial biotechnology - Abstract
In order to enable the large-scale production of biofuels or chemicals from lignocellulosic biomass, a consistent and affordable year-round supply of lignocellulosic feedstocks is essential. Feedstock blending and/or densification offers one promising solution to overcome current challenges on biomass supply, i.e., low energy and bulk densities and significant compositional variations. Therefore, it is imperative to develop conversion technologies that can process mixed pelleted biomass feedstocks with minimal negative impact in terms of overall performance of the relevant biorefinery unit operations: pretreatment, fermentable sugar production, and fuel titers. We processed the mixture of four feedstocks—corn stover, switchgrass, lodgepole pine, and eucalyptus (1:1:1:1 on dry weight basis)—in flour and pellet form using ionic liquid (IL) 1-ethyl-3-methylimidazolium acetate, dilute sulfuric acid (DA), and soaking in aqueous ammonia (SAA) pretreatments. Commercial enzyme mixtures, including cellulases and hemicellulases, were then applied to these pretreated feedstocks at low to moderate enzyme loadings to determine hydrolysis efficiency. Results show significant variations on the chemical composition, crystallinity, and enzymatic digestibility of the pretreated feedstocks across the different pretreatment technologies studied. The advanced biofuel isopentenol was produced during simultaneous saccharification and fermentation (SSF) of pretreated feedstocks using an engineered Escherichia coli strain. Results show that IL pretreatment liberates the most sugar during enzymatic saccharification, and in turn led to the highest isopentenol titer as compared to DA and SAA pretreatments. This study provides insights on developing biorefinery technologies that produce advanced biofuels based on mixed feedstock streams.
- Published
- 2015
12. Comprehensive Structural and Biochemical Analysis of the Terminal Myxalamid Reductase Domain for the Engineered Production of Primary Alcohols
- Author
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Barajas, JF, Phelan, RM, Schaub, AJ, Kliewer, JT, Kelly, PJ, Jackson, DR, Luo, R, Keasling, JD, and Tsai, SC
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Medicinal and Biomolecular Chemistry ,Organic Chemistry ,Biochemistry and Cell Biology ,Biochemistry and cell biology ,Medicinal and biomolecular chemistry - Abstract
Summary The terminal reductase (R) domain from the non-ribosomal peptide synthetase (NRPS) module MxaA in Stigmatella aurantiaca Sga15 catalyzes a non-processive four-electron reduction to produce the myxalamide family of secondary metabolites. Despite widespread use in nature, a lack of structural and mechanistic information concerning reductive release from polyketide synthase (PKS) and NRPS assembly lines principally limits our ability to redesign R domains with altered or improved activity. Here we report crystal structures for MxaA R, both in the absence and, for the first time, in the presence of the NADPH cofactor. Molecular dynamics simulations were employed to provide a deeper understanding of this domain and further identify residues critical for structural integrity, substrate binding, and catalysis. Aggregate computational and structural findings provided a basis for mechanistic investigations and, in the process, delivered a rationally altered variant with improved activity toward highly reduced substrates.
- Published
- 2015
13. Control of stress tolerance in bacterial host organsms for bioproduction of fuels
- Author
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Mukhopadhyay, A, Hillson, NJ, and Keasling, JD
- Published
- 2021
14. Control of stress tolerance in bacterial host organsms for bioproduction of fuels
- Author
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Mukhopadhyay, A, Hillson, NJ, and Keasling, JD
- Published
- 2023
15. Lower-Cost, Lower-Carbon Production of Circular Polydiketoenamine Plastics
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Demarteau, J, Demarteau, J, Vora, N, Keasling, JD, Helms, BA, Scown, CD, Demarteau, J, Demarteau, J, Vora, N, Keasling, JD, Helms, BA, and Scown, CD
- Abstract
The efficiency by which monomers may be recovered during the chemical recycling of plastic waste has thus far dominated the discussion over which future polymer chemistries might be more sustainable than those in use today. However, at scale, other factors emerge as equally important, such as the costs of primary versus secondary resin production as well as the energy and carbon intensity of circular manufacturing processes. We apply systems analysis to identify problematic chemical processes used for the primary production of plastics designed for infinite recyclability: polydiketoenamine (PDK) resins from novel triketone and amine monomers. Leveraging this knowledge, we advance a less intensive process for triketone production, which lowers the cost of primary PDK production by 57% and results in 66% less life-cycle greenhouse gas (GHG) emissions. Using the automotive sector as a case study, we discuss the impact of replacing nonrecyclable polyurethane with circular PDK over the next 60 years. We find that the cumulative GHG emissions associated with introducing PDK are half those of staying the course with polyurethane. However, the extent to which circularity is realized through targeted collection and sorting plays the dominant role in determining how much of those savings is practically achievable.
- Published
- 2022
16. Engineering Saccharomyces cerevisiae for prostratin production
- Author
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Keasling, JD, Wong, J, d Espaux, L, Rios, L, and Tong, G
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Biological Sciences ,Industrial Biotechnology ,Responsible Consumption and Production ,Escherichia coli ,Escherichia coli Proteins ,Metabolic Engineering ,Mevalonic Acid ,Saccharomyces cerevisiae ,Isoprenol ,Mevalonate pathway ,IPP-Bypass pathway ,Metabolic engineering ,Biofuel ,Biotechnology ,Biochemistry and cell biology ,Industrial biotechnology - Abstract
Metabolic Engineering 11
- Published
- 2016
17. Control of stress tolerance in bacterial host organsms for bioproduction of fuels
- Author
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Mukhopadhyay, A, Hillson, NJ, and Keasling, JD
- Published
- 2011
18. Building a global alliance of biofoundries (vol 10, 2040, 2019)
- Author
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Hillson, N, Caddick, M, Cai, Y, Carrasco, JA, Chang, MW, Curach, NC, Bell, DJ, Le Feuvre, R, Friedman, DC, Fu, X, Gold, ND, Herrgard, MJ, Holowko, MB, Johnson, JR, Johnson, RA, Keasling, JD, Kitney, RI, Kondo, A, Liu, C, Martin, VJJ, Menolascina, F, Ogino, C, Patron, NJ, Pavan, M, Poh, CL, Pretorius, IS, Rosser, SJ, Scrutton, NS, Storch, M, Tekotte, H, Travnik, E, Vickers, CE, Yew, WS, Yuan, Y, Zhao, H, and Freemont, PS
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Multidisciplinary Sciences ,Science & Technology ,MD Multidisciplinary ,Science & Technology - Other Topics - Published
- 2019
19. De novo DNA synthesis using polymerasenucleotide conjugates
- Author
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Palluk, S, Arlow, DH, De Rond, T, Barthel, S, Kang, JS, Bector, R, Baghdassarian, HM, Truong, AN, Kim, PW, Singh, AK, Hillson, NJ, and Keasling, JD
- Subjects
endocrine system ,stomatognathic diseases - Abstract
© 2018 Nature Publishing Group. All rights reserved. Oligonucleotides are almost exclusively synthesized using the nucleoside phosphoramidite method, even though it is limited to the direct synthesis of ∼200 mers and produces hazardous waste. Here, we describe an oligonucleotide synthesis strategy that uses the template-independent polymerase terminal deoxynucleotidyl transferase (TdT). Each TdT molecule is conjugated to a single deoxyribonucleoside triphosphate (dNTP) molecule that it can incorporate into a primer. After incorporation of the tethered dNTP, the 3′ end of the primer remains covalently bound to TdT and is inaccessible to other TdT-dNTP molecules. Cleaving the linkage between TdT and the incorporated nucleotide releases the primer and allows subsequent extension. We demonstrate that TdT-dNTP conjugates can quantitatively extend a primer by a single nucleotide in 10-20 s, and that the scheme can be iterated to write a defined sequence. This approach may form the basis of an enzymatic oligonucleotide synthesizer.
- Published
- 2018
20. Biochemical Characterization of β-Amino Acid Incorporation in FluvirucinB2Biosynthesis
- Author
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Barajas, JF, Zargar, A, Pang, B, Benites, VT, Gin, J, Baidoo, EEK, Petzold, CJ, Hillson, NJ, and Keasling, JD
- Subjects
polycyclic compounds - Abstract
© 2018 Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim. Naturally occurring lactams, such as the polyketide-derived macrolactams, provide a diverse class of natural products that could enhance existing chemically produced lactams. Although β-amino acid loading in the fluvirucinB2polyketide pathway was proposed by a previously identified putative biosynthetic gene cluster, biochemical characterization of the complete loading enzymes has not been described. Here we elucidate the complete biosynthetic pathway of the β-amino acid loading pathway in fluvirucinB2biosynthesis. We demonstrate the promiscuity of the loading pathway to utilize a range of amino acids and further illustrate the ability to introduce non-native acyl transferases to selectively transfer β-amino acids onto a polyketide synthase (PKS) loading platform. The results presented here provide a detailed biochemical description of β-amino acid selection and will further aid in future efforts to develop engineered lactam-producing PKS platforms.
- Published
- 2018
21. ClusterCAD: A computational platform for type i modular polyketide synthase design
- Author
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Eng, CH, Backman, TWH, Bailey, CB, Magnan, C, García Martín, H, Katz, L, Baldi, P, and Keasling, JD
- Abstract
© The Author(s) 2017. Published by Oxford University Press on behalf of Nucleic Acids Research. ClusterCAD is a web-based toolkit designed to leverage the collinear structure and deterministic logic of type I modular polyketide synthases (PKSs) for synthetic biology applications. The unique organization of these megasynthases, combined with the diversity of their catalytic domain building blocks, has fueled an interest in harnessing the biosynthetic potential of PKSs for the microbial production of both novel natural product analogs and industrially relevant small molecules. However, a limited theoretical understanding of the determinants of PKS fold and function poses a substantial barrier to the design of active variants, and identifying strategies to reliably construct functional PKS chimeras remains an active area of research. In this work, we formalize a paradigm for the design of PKS chimeras and introduce ClusterCAD as a computational platform to streamline and simplify the process of designing experiments to test strategies for engineering PKS variants. ClusterCAD provides chemical structures with stereochemistry for the intermediates generated by each PKS module, as well as sequence- and structure-based search tools that allow users to identify modules based either on amino acid sequence or on the chemical structure of the cognate polyketide intermediate. ClusterCAD can be accessed at https://clustercad.jbei.org and at http://clustercad.igb.uci.edu.
- Published
- 2018
22. OpenMSI Arrayed Analysis Toolkit: Analyzing Spatially Defined Samples Using Mass Spectrometry Imaging
- Author
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De Raad, M, De Rond, T, Rübel, O, Keasling, JD, Northen, TR, and Bowen, BP
- Subjects
Data Analysis ,Soil ,Glycoside Hydrolases ,Datasets as Topic ,Bioengineering ,Particle Size ,Chemical Engineering ,Other Chemical Sciences ,Software ,Mass Spectrometry ,Analytical Chemistry - Abstract
© 2017 American Chemical Society. Mass spectrometry imaging (MSI) has primarily been applied in localizing biomolecules within biological matrices. Although well-suited, the application of MSI for comparing thousands of spatially defined spotted samples has been limited. One reason for this is a lack of suitable and accessible data processing tools for the analysis of large arrayed MSI sample sets. The OpenMSI Arrayed Analysis Toolkit (OMAAT) is a software package that addresses the challenges of analyzing spatially defined samples in MSI data sets. OMAAT is written in Python and is integrated with OpenMSI (http://openmsi.nersc.gov), a platform for storing, sharing, and analyzing MSI data. By using a web-based python notebook (Jupyter), OMAAT is accessible to anyone without programming experience yet allows experienced users to leverage all features. OMAAT was evaluated by analyzing an MSI data set of a high-throughput glycoside hydrolase activity screen comprising 384 samples arrayed onto a NIMS surface at a 450 μm spacing, decreasing analysis time >100-fold while maintaining robust spot-finding. The utility of OMAAT was demonstrated for screening metabolic activities of different sized soil particles, including hydrolysis of sugars, revealing a pattern of size dependent activities. These results introduce OMAAT as an effective toolkit for analyzing spatially defined samples in MSI. OMAAT runs on all major operating systems, and the source code can be obtained from the following GitHub repository: https://github.com/biorack/omaat.
- Published
- 2017
23. Control of stress tolerance in bacterial host organsms for bioproduction of fuels
- Author
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Mukhopadhyay, A, Hillson, NJ, and Keasling, JD
- Published
- 2017
24. Erratum: The JBEI quantitative metabolic modeling library (jQMM): A python library for modeling microbial metabolism[BMC Bioinformatics,18 (2017),(1)]DOI:10.1186/s12859-017-1615-y
- Author
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Birkel, GW, Ghosh, A, Kumar, VS, Weaver, D, Ando, D, Backman, TWH, Arkin, AP, Keasling, JD, and Martín, HG
- Abstract
Following publication of this article [1], it has come to our attention that an incomplete version of Fig. 7 was included in this article. The complete figure is shown below with the missing text included to the left of the chart.
- Published
- 2017
25. Production of Odd-Carbon Dicarboxylic Acids in Escherichia coli Using an Engineered Biotin-Fatty Acid Biosynthetic Pathway
- Author
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Haushalter, RW, Phelan, RM, Hoh, KM, Su, C, Wang, G, Baidoo, EEK, and Keasling, JD
- Abstract
© 2017 American Chemical Society. Dicarboxylic acids are commodity chemicals used in the production of plastics, polyesters, nylons, fragrances, and medications. Bio-based routes to dicarboxylic acids are gaining attention due to environmental concerns about petroleum-based production of these compounds. Some industrial applications require dicarboxylic acids with specific carbon chain lengths, including odd-carbon species. Biosynthetic pathways involving cytochrome P450-catalyzed oxidation of fatty acids in yeast and bacteria have been reported, but these systems produce almost exclusively even-carbon species. Here we report a novel pathway to odd-carbon dicarboxylic acids directly from glucose in Escherichia coli by employing an engineered pathway combining enzymes from biotin and fatty acid synthesis. Optimization of the pathway will lead to industrial strains for the production of valuable odd-carbon diacids.
- Published
- 2017
26. Bio-based production of fuels and industrial chemicals by repurposing antibiotic-producing type i modular polyketide synthases: Opportunities and challenges
- Author
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Yuzawa, S, Keasling, JD, and Katz, L
- Abstract
© 2017 Japan Antibiotics Research Association All rights reserved 0021-8820/17. Complex polyketides comprise a large number of natural products that have broad application in medicine and agriculture. They are produced in bacteria and fungi from large enzyme complexes named type I modular polyketide synthases (PKSs) that are composed of multifunctional polypeptides containing discrete enzymatic domains organized into modules. The modular nature of PKSs has enabled a multitude of efforts to engineer the PKS genes to produce novel polyketides of predicted structure. We have repurposed PKSs to produce a number of short-chain mono- and di-carboxylic acids and ketones that could have applications as fuels or industrial chemicals.
- Published
- 2017
27. Whole-cell biocatalytic and de novo production of alkanes from free fatty acids in Saccharomyces cerevisiae
- Author
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Foo, JL, Susanto, AV, Keasling, JD, Leong, SSJ, and Chang, MW
- Subjects
alkane ,Fatty Acids ,Oryza ,Saccharomyces cerevisiae ,Fatty Acids, Nonesterified ,whole-cell biocatalysis ,Cellular and Metabolic Engineering ,Recombinant Proteins ,aldehyde ,biofuels ,Dioxygenases ,Bioreactors ,de novo biosynthesis ,Metabolic Engineering ,Alkanes ,whole‐cell biocatalysis ,Nonesterified ,Biocatalysis ,Communication to the Editor ,fatty acid ,Plant Proteins ,Biotechnology - Abstract
© 2016 The Authors. Biotechnology and Bioengineering Published by Wiley Periodicals, Inc. Rapid global industrialization in the past decades has led to extensive utilization of fossil fuels, which resulted in pressing environmental problems due to excessive carbon emission. This prompted increasing interest in developing advanced biofuels with higher energy density to substitute fossil fuels and bio-alkane has gained attention as an ideal drop-in fuel candidate. Production of alkanes in bacteria has been widely studied but studies on the utilization of the robust yeast host, Saccharomyces cerevisiae, for alkane biosynthesis have been lacking. In this proof-of-principle study, we present the unprecedented engineering of S. cerevisiae for conversion of free fatty acids to alkanes. A fatty acid α-dioxygenase from Oryza sativa (rice) was expressed in S. cerevisiae to transform C12–18free fatty acids to C11–17aldehydes. Co-expression of a cyanobacterial aldehyde deformylating oxygenase converted the aldehydes to the desired alkanes. We demonstrated the versatility of the pathway by performing whole-cell biocatalytic conversion of exogenous free fatty acid feedstocks into alkanes as well as introducing the pathway into a free fatty acid overproducer for de novo production of alkanes from simple sugar. The results from this work are anticipated to advance the development of yeast hosts for alkane production. Biotechnol. Bioeng. 2017;114: 232–237. © 2016 The Authors. Biotechnology and Bioengineering Published by Wiley Periodicals, Inc.
- Published
- 2017
28. Engineering an NADPH/NADP+Redox Biosensor in Yeast
- Author
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Zhang, J, Sonnenschein, N, Pihl, TPB, Pedersen, KR, Jensen, MK, and Keasling, JD
- Subjects
technology, industry, and agriculture ,macromolecular substances - Abstract
© 2016 American Chemical Society Genetically encoded biosensors have emerged as powerful tools for timely and precise in vivo evaluation of cellular metabolism. In particular, biosensors that can couple intercellular cues with downstream signaling responses are currently attracting major attention within health science and biotechnology. Still, there is a need for bioprospecting and engineering of more biosensors to enable real-time monitoring of specific cellular states and controlling downstream actuation. In this study, we report the engineering and application of a transcription factor-based NADPH/NADP+redox biosensor in the budding yeast Saccharomyces cerevisiae. Using the biosensor, we are able to monitor the cause of oxidative stress by chemical induction, and changes in NADPH/NADP+ratios caused by genetic manipulations. Because of the regulatory potential of the biosensor, we also show that the biosensor can actuate upon NADPH deficiency by activation of NADPH regeneration. Finally, we couple the biosensor with an expression of dosage-sensitive genes (DSGs) and thereby create a novel tunable sensor-selector useful for synthetic selection of cells with higher NADPH/NADP+ratios from mixed cell populations. We show that the combination of exploitation and rational engineering of native signaling components is applicable for diagnosis, regulation, and selection of cellular redox states.
- Published
- 2016
29. The Need for Integrated Approaches in Metabolic Engineering
- Author
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Lechner, A, Brunk, E, and Keasling, JD
- Subjects
Metabolic Engineering ,Transcriptome ,Biotechnology - Abstract
© 2016 Cold Spring Harbor Laboratory Press. This review highlights state-of-the-art procedures for heterologous small-molecule biosynthesis, the associated bottlenecks, and new strategies that have the potential to accelerate future accomplishments in metabolic engineering. We emphasize that a combination of different approaches over multiple time and size scales must be considered for successful pathway engineering in a heterologous host. We have classified these optimization procedures based on the "system" that is being manipulated: transcriptome, translatome, proteome, or reactome. By bridging multiple disciplines, including molecular biology, biochemistry, biophysics, and computational sciences, we can create an integral framework for the discovery and implementation of novel biosynthetic production routes.
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- 2016
30. EasyClone-MarkerFree: A vector toolkit for marker-less integration of genes into Saccharomyces cerevisiae via CRISPR-Cas9
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Jessop-Fabre, MM, Jakočiūnas, T, Stovicek, V, Dai, Z, Jensen, MK, Keasling, JD, and Borodina, I
- Subjects
Genetic Vectors ,Medical Biotechnology ,Saccharomyces cerevisiae ,Transformation ,Industrial Biotechnology ,3-hydroxypropionic acid ,Environmental Biotechnology ,Genetic ,Genetic Loci ,RNA ,CRISPR-Cas Systems ,CRISPR-Cas9 ,Genetic Engineering ,Metabolic engineering ,Guide ,Biotechnology - Abstract
© 2016 The Authors. Biotechnology Journal published by WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim. Saccharomyces cerevisiae is an established industrial host for production of recombinant proteins, fuels and chemicals. To enable stable integration of multiple marker-free overexpression cassettes in the genome of S. cerevisiae, we have developed a vector toolkit EasyClone-MarkerFree. The integration of linearized expression cassettes into defined genomic loci is facilitated by CRISPR/Cas9. Cas9 is recruited to the chromosomal location by specific guide RNAs (gRNAs) expressed from a set of gRNA helper vectors. Using our genome engineering vector suite, single and triple insertions are obtained with 90–100% and 60–70% targeting efficiency, respectively. We demonstrate application of the vector toolkit by constructing a haploid laboratory strain (CEN.PK113-7D) and a diploid industrial strain (Ethanol Red) for production of 3-hydroxypropionic acid, where we tested three different acetyl-CoA supply strategies, requiring overexpression of three to six genes each. Among the tested strategies was a bacterial cytosolic pyruvate dehydrogenase complex, which was integrated into the genome in a single transformation. The publicly available EasyClone-MarkerFree vector suite allows for facile and highly standardized genome engineering, and should be of particular interest to researchers working on yeast chassis with limited markers available.
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- 2016
31. Alteration of Polyketide Stereochemistry from anti to syn by a Ketoreductase Domain Exchange in a Type i Modular Polyketide Synthase Subunit
- Author
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Eng, CH, Yuzawa, S, Wang, G, Baidoo, EEK, Katz, L, and Keasling, JD
- Abstract
© 2016 American Chemical Society. Polyketide natural products have broad applications in medicine. Exploiting the modular nature of polyketide synthases to alter stereospecificity is an attractive strategy for obtaining natural product analogues with altered pharmaceutical properties. We demonstrate that by retaining a dimerization element present in LipPks1+TE, we are able to use a ketoreductase domain exchange to alter α-methyl group stereochemistry with unprecedented retention of activity and simultaneously achieve a novel alteration of polyketide product stereochemistry from anti to syn. The substrate promiscuity of LipPks1+TE further provided a unique opportunity to investigate the substrate dependence of ketoreductase activity in a polyketide synthase module context.
- Published
- 2016
32. Photosynthetic conversion of CO2to farnesyl diphosphate-derived phytochemicals (amorpha-4,11-diene and squalene) by engineered cyanobacteria
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Choi, SY, Lee, HJ, Choi, J, Kim, J, Sim, SJ, Um, Y, Kim, Y, Lee, TS, Keasling, JD, and Woo, HM
- Abstract
© 2016 The Author(s). Background: Metabolic engineering of cyanobacteria has enabled photosynthetic conversion of CO2to value-added chemicals as bio-solar cell factories. However, the production levels of isoprenoids in engineered cyanobacteria were quite low, compared to other microbial hosts. Therefore, modular optimization of multiple gene expressions for metabolic engineering of cyanobacteria is required for the production of farnesyl diphosphate-derived isoprenoids from CO2. Results: Here, we engineered Synechococcus elongatus PCC 7942 with modular metabolic pathways consisting of the methylerythritol phosphate pathway enzymes and the amorphadiene synthase for production of amorpha-4,11-diene, resulting in significantly increased levels (23-fold) of amorpha-4,11-diene (19.8 mg/L) in the best strain relative to a parental strain. Replacing amorphadiene synthase with squalene synthase led to the synthesis of a high amount of squalene (4.98 mg/L/OD730). Overexpression of farnesyl diphosphate synthase is the most critical factor for the significant production, whereas overexpression of 1-deoxy-d-xylulose 5-phosphate reductase is detrimental to the cell growth and the production. Additionally, the cyanobacterial growth inhibition was alleviated by expressing a terpene synthase in S. elongatus PCC 7942 strain with the optimized MEP pathway only (SeHL33). Conclusions: This is the first demonstration of photosynthetic production of amorpha-4,11-diene from CO2in cyanobacteria and production of squalene in S. elongatus PCC 7942. Our optimized modular OverMEP strain (SeHL33) with either co-expression of ADS or SQS demonstrated the highest production levels of amorpha-4,11-diene and squalene, which could expand the list of farnesyl diphosphate-derived isoprenoids from CO2as bio-solar cell factories.
- Published
- 2016
33. Engineering temporal accumulation of a low recalcitrance polysaccharide leads to increased C6 sugar content in plant cell walls
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Vega-Sánchez, ME, Loqué, D, Lao, J, Catena, M, Verhertbruggen, Y, Herter, T, Yang, F, Harholt, J, Ebert, B, Baidoo, EEK, Keasling, JD, Scheller, HV, Heazlewood, JL, and Ronald, PC
- Subjects
Aging ,Technology ,fungi ,food and beverages ,Genetically Modified ,Plants ,bioenergy ,Biological Sciences ,mixed-linkage glucan ,senescence-associated promoter ,Medical and Health Sciences ,Cell Wall ,Polysaccharides ,Plant Cells ,CslF6 ,cell wall engineering ,gluconic acid ,Glucans ,Biotechnology - Abstract
© 2015 Society for Experimental Biology, Association of Applied Biologists and John Wiley & Sons Ltd. Reduced cell wall recalcitrance and increased C6 monosaccharide content are desirable traits for future biofuel crops, as long as these biomass modifications do not significantly alter normal growth and development. Mixed-linkage glucan (MLG), a cell wall polysaccharide only present in grasses and related species among flowering plants, is comprised of glucose monomers linked by both β-1,3 and β-1,4 bonds. Previous data have shown that constitutive production of MLG in barley (Hordeum vulgare) severely compromises growth and development. Here, we used spatio-temporal strategies to engineer Arabidopsis thaliana plants to accumulate significant amounts of MLG in the cell wall by expressing the rice CslF6 MLG synthase using secondary cell wall and senescence-associated promoters. Results using secondary wall promoters were suboptimal. When the rice MLG synthase was expressed under the control of a senescence-associated promoter, we obtained up to four times more glucose in the matrix cell wall fraction and up to a 42% increase in saccharification compared to control lines. Importantly, these plants grew and developed normally. The induction of MLG deposition at senescence correlated with an increase of gluconic acid in cell wall extracts of transgenic plants in contrast to the other approaches presented in this study. MLG produced in Arabidopsis has an altered structure compared to the grass glucan, which likely affects its solubility, while its molecular size is unaffected. The induction of cell wall polysaccharide biosynthesis in senescing tissues offers a novel engineering alternative to enhance cell wall properties of lignocellulosic biofuel crops.
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- 2015
34. Acute Limonene Toxicity in Escherichia coli Is Caused by Limonene Hydroperoxide and Alleviated by a Point Mutation in Alkyl Hydroperoxidase AhpC
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Chubukov, V, Mingardon, F, Schackwitz, W, Baidoo, EEK, Alonso-Gutierrez, J, Hu, Q, Lee, TS, Keasling, JD, Mukhopadhyay, A, and Müller, V
- Subjects
Terpenes ,Escherichia coli Proteins ,Cyclohexenes ,Escherichia coli ,Point Mutation ,Hydrogen Peroxide ,Peroxiredoxins ,Microbiology ,Limonene - Abstract
© 2015, American Society for Microbiology. Limonene, a major component of citrus peel oil, has a number of applications related to microbiology. The antimicrobial properties of limonene make it a popular disinfectant and food preservative, while its potential as a biofuel component has made it the target of renewable production efforts through microbial metabolic engineering. For both applications, an understanding of microbial sensitivity or tolerance to limonene is crucial, but the mechanism of limonene toxicity remains enigmatic. In this study, we characterized a limonene-tolerant strain of Escherichia coli and found a mutation in ahpC, encoding alkyl hydroperoxidase, which alleviated limonene toxicity. We show that the acute toxicity previously attributed to limonene is largely due to the common oxidation product limonene hydroperoxide, which forms spontaneously in aerobic environments. The mutant AhpC protein with an L-to-Q change at position 177 (AhpCL177Q) was able to alleviate this toxicity by reducing the hydroperoxide to a more benign compound. We show that the degree of limonene toxicity is a function of its oxidation level and that nonoxidized limonene has relatively little toxicity to wild-type E. coli cells. Our results have implications for both the renewable production of limonene and the applications of limonene as an antimicrobial.
- Published
- 2015
35. A Method to Constrain Genome-Scale Models with 13C Labeling Data
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García Martín, H, Kumar, VS, Weaver, D, Ghosh, A, Chubukov, V, Mukhopadhyay, A, Arkin, A, and Keasling, JD
- Abstract
© 2015 Wen et al. Current limitations in quantitatively predicting biological behavior hinder our efforts to engineer biological systems to produce biofuels and other desired chemicals. Here, we present a new method for calculating metabolic fluxes, key targets in metabolic engineering, that incorporates data from 13C labeling experiments and genome-scale models. The data from 13C labeling experiments provide strong flux constraints that eliminate the need to assume an evolutionary optimization principle such as the growth rate optimization assumption used in Flux Balance Analysis (FBA). This effective constraining is achieved by making the simple but biologically relevant assumption that flux flows from core to peripheral metabolism and does not flow back. The new method is significantly more robust than FBA with respect to errors in genome-scale model reconstruction. Furthermore, it can provide a comprehensive picture of metabolite balancing and predictions for unmeasured extracellular fluxes as constrained by 13C labeling data. A comparison shows that the results of this new method are similar to those found through 13C Metabolic Flux Analysis (13C MFA) for central carbon metabolism but, additionally, it provides flux estimates for peripheral metabolism. The extra validation gained by matching 48 relative labeling measurements is used to identify where and why several existing COnstraint Based Reconstruction and Analysis (COBRA) flux prediction algorithms fail. We demonstrate how to use this knowledge to refine these methods and improve their predictive capabilities. This method provides a reliable base upon which to improve the design of biological systems.
- Published
- 2015
36. Exploiting members of the BAHD acyltransferase family to synthesize multiple hydroxycinnamate and benzoate conjugates in yeast
- Author
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Eudes, A, Mouille, M, Robinson, DS, Benites, VT, Wang, G, Roux, L, Tsai, Y-L, Baidoo, EEK, Chiu, T-Y, Heazlewood, JL, Scheller, HV, Mukhopadhyay, A, Keasling, JD, Deutsch, S, Loque, D, Eudes, A, Mouille, M, Robinson, DS, Benites, VT, Wang, G, Roux, L, Tsai, Y-L, Baidoo, EEK, Chiu, T-Y, Heazlewood, JL, Scheller, HV, Mukhopadhyay, A, Keasling, JD, Deutsch, S, and Loque, D
- Abstract
BACKGROUND: BAHD acyltransferases, named after the first four biochemically characterized enzymes of the group, are plant-specific enzymes that catalyze the transfer of coenzyme A-activated donors onto various acceptor molecules. They are responsible for the synthesis in plants of a myriad of secondary metabolites, some of which are beneficial for humans either as therapeutics or as specialty chemicals such as flavors and fragrances. The production of pharmaceutical, nutraceutical and commodity chemicals using engineered microbes is an alternative, green route to energy-intensive chemical syntheses that consume petroleum-based precursors. However, identification of appropriate enzymes and validation of their functional expression in heterologous hosts is a prerequisite for the design and implementation of metabolic pathways in microbes for the synthesis of such target chemicals. RESULTS: For the synthesis of valuable metabolites in the yeast Saccharomyces cerevisiae, we selected BAHD acyltransferases based on their preferred donor and acceptor substrates. In particular, BAHDs that use hydroxycinnamoyl-CoAs and/or benzoyl-CoA as donors were targeted because a large number of molecules beneficial to humans belong to this family of hydroxycinnamate and benzoate conjugates. The selected BAHD coding sequences were synthesized and cloned individually on a vector containing the Arabidopsis gene At4CL5, which encodes a promiscuous 4-coumarate:CoA ligase active on hydroxycinnamates and benzoates. The various S. cerevisiae strains obtained for co-expression of At4CL5 with the different BAHDs effectively produced a wide array of valuable hydroxycinnamate and benzoate conjugates upon addition of adequate combinations of donors and acceptor molecules. In particular, we report here for the first time the production in yeast of rosmarinic acid and its derivatives, quinate hydroxycinnamate esters such as chlorogenic acid, and glycerol hydroxycinnamate esters. Similarly, we achieved
- Published
- 2016
37. Divergent Mechanistic Routes for the Formation of gem-Dimethyl Groups in the Biosynthesis of Complex Polyketides
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Keasling, JD
- Published
- 2015
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38. Narrowing the gap between the promise and reality of polyketide synthases as a synthetic biology platform
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Keasling, JD
- Published
- 2014
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39. Enzyme analysis of the polyketide synthase leads to the discovery of a novel analog of the antibiotic alpha-lipomycin
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Keasling, JD
- Published
- 2013
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40. Broad Substrate Specificity of the Loading Didomain of the Lipomycin Polyketide Synthase
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Keasling, JD
- Published
- 2013
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41. Construction of a Part of a 3-Hydroxypropionate Cycle for Heterologous Polyketide Biosynthesis in Escherichia coli
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Keasling, JD
- Published
- 2012
- Full Text
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42. Heterologous production of polyketides by modular type I polyketide synthases in Escherichia coli
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Keasling, JD
- Published
- 2012
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43. Binary vector copy number engineering improves Agrobacterium-mediated transformation.
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Szarzanowicz MJ, Waldburger LM, Busche M, Geiselman GM, Kirkpatrick LD, Kehl AJ, Tahmin C, Kuo RC, McCauley J, Pannu H, Cui R, Liu S, Hillson NJ, Brunkard JO, Keasling JD, Gladden JM, Thompson MG, and Shih PM
- Abstract
The copy number of a plasmid is linked to its functionality, yet there have been few attempts to optimize higher-copy-number mutants for use across diverse origins of replication in different hosts. We use a high-throughput growth-coupled selection assay and a directed evolution approach to rapidly identify origin of replication mutations that influence copy number and screen for mutants that improve Agrobacterium-mediated transformation (AMT) efficiency. By introducing these mutations into binary vectors within the plasmid backbone used for AMT, we observe improved transient transformation of Nicotiana benthamiana in four diverse tested origins (pVS1, RK2, pSa and BBR1). For the best-performing origin, pVS1, we isolate higher-copy-number variants that increase stable transformation efficiencies by 60-100% in Arabidopsis thaliana and 390% in the oleaginous yeast Rhodosporidium toruloides. Our work provides an easily deployable framework to generate plasmid copy number variants that will enable greater precision in prokaryotic genetic engineering, in addition to improving AMT efficiency., (© 2024. The Author(s).)
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- 2024
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44. Metabolic engineering of yeast for de novo production of kratom monoterpene indole alkaloids.
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Holtz M, Rago D, Nedermark I, Hansson FG, Lehka BJ, Hansen LG, Marcussen NEJ, Veneman WJ, Ahonen L, Wungsintaweekul J, Acevedo-Rocha CG, Dirks RP, Zhang J, Keasling JD, and Jensen MK
- Abstract
Monoterpene indole alkaloids (MIAs) from Mitragyna speciosa ("kratom"), such as mitragynine and speciogynine, are promising novel scaffolds for opioid receptor ligands for treatment of pain, addiction, and depression. While kratom leaves have been used for centuries in South-East Asia as stimulant and pain management substance, the biosynthetic pathway of these psychoactives have only recently been partially elucidated. Here, we demonstrate the de novo production of mitragynine and speciogynine in Saccharomyces cerevisiae through the reconstruction of a five-step synthetic pathway from common MIA precursor strictosidine comprising fungal tryptamine 4-monooxygenase to bypass an unknown kratom hydroxylase. Upon optimizing cultivation conditions, a titer of ∼290 μg/L kratom MIAs from glucose was achieved. Untargeted metabolomics analysis of lead production strains led to the identification of numerous shunt products derived from the activity of strictosidine synthase (STR) and dihydrocorynantheine synthase (DCS), highlighting them as candidates for enzyme engineering to further improve kratom MIAs production in yeast. Finally, by feeding fluorinated tryptamine and expressing a human tailoring enzyme, we further demonstrate production of fluorinated and hydroxylated mitragynine derivatives with potential applications in drug discovery campaigns. Altogether, this study introduces a yeast cell factory platform for the biomanufacturing of complex natural and new-to-nature kratom MIAs derivatives with therapeutic potential., Competing Interests: Declaration of Competing Interest L.G.H., J.Z., J.D.K. and M.K.J. have financial interests in Biomia. J.D.K. also has financial interests in Amyris, Lygos, Demetrix, Napigen, Apertor Pharmaceuticals, Maple Bio, Ansa Biotechnologies, Berkeley Yeast and Zero Acre Farms respectively. R.P.D. and W.J.V. have financial interest in Future Genomics Technologies. All other authors have no competing interests., (Copyright © 2024. Published by Elsevier Inc.)
- Published
- 2024
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45. Neurospora intermedia from a traditional fermented food enables waste-to-food conversion.
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Maini Rekdal V, Villalobos-Escobedo JM, Rodriguez-Valeron N, Olaizola Garcia M, Prado Vásquez D, Rosales A, Sörensen PM, Baidoo EEK, Calheiros de Carvalho A, Riley R, Lipzen A, He G, Yan M, Haridas S, Daum C, Yoshinaga Y, Ng V, Grigoriev IV, Munk R, Wijaya CH, Nuraida L, Damayanti I, Cruz-Morales P, and Keasling JD
- Subjects
- Indonesia, Food Microbiology, Metagenomics, Humans, Metabolomics methods, Fermentation, Fermented Foods microbiology, Neurospora genetics, Neurospora metabolism, Neurospora classification, Phylogeny
- Abstract
Fungal fermentation of food and agricultural by-products holds promise for improving food sustainability and security. However, the molecular basis of fungal waste-to-food upcycling remains poorly understood. Here we use a multi-omics approach to characterize oncom, a fermented food traditionally produced from soymilk by-products in Java, Indonesia. Metagenomic sequencing of samples from small-scale producers in Western Java indicated that the fungus Neurospora intermedia dominates oncom. Further transcriptomic, metabolomic and phylogenomic analysis revealed that oncom-derived N. intermedia utilizes pectin and cellulose degradation during fermentation and belongs to a genetically distinct subpopulation associated with human-generated by-products. Finally, we found that N. intermedia grew on diverse by-products such as fruit and vegetable pomace and plant-based milk waste, did not encode mycotoxins, and could create foods that were positively perceived by consumers outside Indonesia. These results showcase the traditional significance and future potential of fungal fermentation for creating delicious and nutritious foods from readily available by-products., (© 2024. The Author(s).)
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- 2024
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46. A Simple and Effective Strategy for the Development of Robust Promoter-Centric Gene Expression Tools.
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Yang T, Chen Y, Luo X, Keasling JD, Fan K, and Pan G
- Subjects
- Gene Expression Regulation, Bacterial, 5' Untranslated Regions genetics, Genetic Engineering methods, Gene Expression genetics, Promoter Regions, Genetic genetics, Streptomyces genetics, Streptomyces metabolism, Synthetic Biology methods
- Abstract
Promoter-centric genetic tools play a crucial role in controlling gene expression for various applications, such as strain engineering and synthetic biology studies. Hence, a critical need persists for the development of robust gene expression tools. Streptomyces are well-known prolific producers of natural products and exceptional surrogate hosts for the production of high-value chemical compounds and enzymes. In this study, we reported a straightforward and effective strategy for the creation of potent gene expression tools. This was primarily achieved by introducing an additional -35-like motif upstream of the original -35 region of the promoter, coupled with the integration of a palindromic cis -element into the 5'-UTR region. This approach has generated a collection of robust constitutive and inducible gene expression tools tailored for Streptomyces . Of particular note, the fully activated o xytetracycline-inducible gene expression system containing an engineered k asO p* promoter ( OK ) exhibited nearly an order of magnitude greater activity compared to the well-established high-strength promoter kasO p* under the tested conditions, establishing itself as a powerful gene expression system for Streptomyces . This strategy is expected to be applicable in modifying various other promoters to acquire robust gene expression tools, as evidenced by the enhancement observed in the other two promoters, PL and P21 in this study. Moreover, the effectiveness of these tools has been demonstrated through the augmented production of transglutaminase and daptomycin. The gene expression tools established in this study, alongside those anticipated in forthcoming research, are positioned to markedly advance pathway engineering and synthetic biology investigations in Streptomyces and other microbial strains.
- Published
- 2024
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47. Verazine biosynthesis from simple sugars in engineered Saccharomyces cerevisiae.
- Author
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Winegar PH, Hudson GA, Dell LB, Astolfi MCT, Reed J, Payet RD, Ombredane HCJ, Iavarone AT, Chen Y, Gin JW, Petzold CJ, Osbourn AE, and Keasling JD
- Subjects
- Sugars metabolism, Saccharomyces cerevisiae metabolism, Saccharomyces cerevisiae genetics, Metabolic Engineering, Veratrum Alkaloids metabolism
- Abstract
Steroidal alkaloids are FDA-approved drugs (e.g., Zytiga) and promising drug candidates/leads (e.g., cyclopamine); yet many of the ≥697 known steroidal alkaloid natural products remain underutilized as drugs because it can be challenging to scale their biosynthesis in their producing organisms. Cyclopamine is a steroidal alkaloid produced by corn lily (Veratrum spp.) plants, and it is an inhibitor of the Hedgehog (Hh) signaling pathway. Therefore, cyclopamine is an important drug candidate/lead to treat human diseases that are associated with dysregulated Hh signaling, such as basal cell carcinoma and acute myeloid leukemia. Cyclopamine and its semi-synthetic derivatives have been studied in (pre)clinical trials as Hh inhibitor-based drugs. However, challenges in scaling the production of cyclopamine have slowed efforts to improve its efficacy and safety profile through (bio)synthetic derivatization, often limiting drug development to synthetic analogs of cyclopamine such as the FDA-approved drugs Odomzo, Daurismo, and Erivedge. If a platform for the scalable and sustainable production of cyclopamine were established, then its (bio)synthetic derivatization, clinical development, and, ultimately, widespread distribution could be accelerated. Ongoing efforts to achieve this goal include the biosynthesis of cyclopamine in Veratrum plant cell culture and the semi-/total chemical synthesis of cyclopamine. Herein, this work advances efforts towards a promising future approach: the biosynthesis of cyclopamine in engineered microorganisms. We completed the heterologous microbial production of verazine (biosynthetic precursor to cyclopamine) from simple sugars (i.e., glucose and galactose) in engineered Saccharomyces cerevisiae (S. cerevisiae) through the inducible upregulation of the native yeast mevalonate and lanosterol biosynthetic pathways, diversion of biosynthetic flux from ergosterol (i.e., native sterol in S. cerevisiae) to cholesterol (i.e., biosynthetic precursor to verazine), and expression of a refactored five-step verazine biosynthetic pathway. The engineered S. cerevisiae strain that produced verazine contains eight heterologous enzymes sourced from seven different species. Importantly, S. cerevisiae-produced verazine was indistinguishable via liquid chromatography-mass spectrometry from both a commercial standard (Veratrum spp. plant-produced) and Nicotiana benthamiana-produced verazine. To the best of our knowledge, this is the first report describing the heterologous production of a steroidal alkaloid in an engineered yeast. Verazine production was ultimately increased through design-build-test-learn cycles to a final titer of 83 ± 3 μg/L (4.1 ± 0.1 μg/g DCW). Together, this research lays the groundwork for future microbial biosynthesis of cyclopamine, (bio)synthetic derivatives of cyclopamine, and other steroidal alkaloid natural products., (Copyright © 2024 International Metabolic Engineering Society. Published by Elsevier Inc. All rights reserved.)
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- 2024
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48. Triumphs and Challenges of Natural Product Discovery in the Postgenomic Era.
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Cano-Prieto C, Undabarrena A, de Carvalho AC, Keasling JD, and Cruz-Morales P
- Subjects
- Humans, Drug Discovery methods, Drug Discovery history, History, 20th Century, History, 21st Century, Biological Products chemistry, Biological Products metabolism, Biological Products history, Genomics methods
- Abstract
Natural products have played significant roles as medicine and food throughout human history. Here, we first provide a brief historical overview of natural products, their classification and biosynthetic origins, and the microbiological and genetic methods used for their discovery. We also describe and discuss the technologies that revolutionized the field, which transitioned from classic genetics to genome-centric discovery approximately two decades ago. We then highlight the most recent advancements and approaches in the current postgenomic era, in which genome mining is a standard operation and high-throughput analytical methods allow parallel discovery of genes and molecules at an unprecedented pace. Finally, we discuss the new challenges faced by the field of natural products and the future of systematic heterologous expression and strain-independent discovery, which promises to deliver more molecules in vials than ever before.
- Published
- 2024
- Full Text
- View/download PDF
49. Systematic engineering for production of anti-aging sunscreen compound in Pseudomonas putida.
- Author
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Yunus IS, Hudson GA, Chen Y, Gin JW, Kim J, Baidoo EEK, Petzold CJ, Adams PD, Simmons BA, Mukhopadhyay A, Keasling JD, and Lee TS
- Subjects
- Pseudomonas putida metabolism, Pseudomonas putida genetics, Sunscreening Agents metabolism, Metabolic Engineering
- Abstract
Sunscreen has been used for thousands of years to protect skin from ultraviolet radiation. However, the use of modern commercial sunscreen containing oxybenzone, ZnO, and TiO
2 has raised concerns due to their negative effects on human health and the environment. In this study, we aim to establish an efficient microbial platform for production of shinorine, a UV light absorbing compound with anti-aging properties. First, we methodically selected an appropriate host for shinorine production by analyzing central carbon flux distribution data from prior studies alongside predictions from genome-scale metabolic models (GEMs). We enhanced shinorine productivity through CRISPRi-mediated downregulation and utilized shotgun proteomics to pinpoint potential competing pathways. Simultaneously, we improved the shinorine biosynthetic pathway by refining its design, optimizing promoter usage, and altering the strength of ribosome binding sites. Finally, we conducted amino acid feeding experiments under various conditions to identify the key limiting factors in shinorine production. The study combines meta-analysis of13 C-metabolic flux analysis, GEMs, synthetic biology, CRISPRi-mediated gene downregulation, and omics analysis to improve shinorine production, demonstrating the potential of Pseudomonas putida KT2440 as platform for shinorine production., Competing Interests: Declaration of competing interest The authors declare no competing interests., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2024
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50. Advances in Engineering Nucleotide Sugar Metabolism for Natural Product Glycosylation in Saccharomyces cerevisiae .
- Author
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Crowe SA, Liu Y, Zhao X, Scheller HV, and Keasling JD
- Subjects
- Glycosylation, Biological Products metabolism, Nucleotides metabolism, Metabolic Networks and Pathways, Saccharomyces cerevisiae metabolism, Saccharomyces cerevisiae genetics, Metabolic Engineering methods
- Abstract
Glycosylation is a ubiquitous modification present across all of biology, affecting many things such as physicochemical properties, cellular recognition, subcellular localization, and immunogenicity. Nucleotide sugars are important precursors needed to study glycosylation and produce glycosylated products. Saccharomyces cerevisiae is a potentially powerful platform for producing glycosylated biomolecules, but it lacks nucleotide sugar diversity. Nucleotide sugar metabolism is complex, and understanding how to engineer it will be necessary to both access and study heterologous glycosylations found across biology. This review overviews the potential challenges with engineering nucleotide sugar metabolism in yeast from the salvage pathways that convert free sugars to their associated UDP-sugars to de novo synthesis where nucleotide sugars are interconverted through a complex metabolic network with governing feedback mechanisms. Finally, recent examples of engineering complex glycosylation of small molecules in S. cerevisiae are explored and assessed.
- Published
- 2024
- Full Text
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