101
|
Enabling tools for high-throughput detection of metabolites: Metabolic engineering and directed evolution applications. Biotechnol Adv 2017; 35:950-970. [PMID: 28723577 DOI: 10.1016/j.biotechadv.2017.07.005] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 06/07/2017] [Accepted: 07/11/2017] [Indexed: 12/21/2022]
Abstract
Within the Design-Build-Test Cycle for strain engineering, rapid product detection and selection strategies remain challenging and limit overall throughput. Here we summarize a wide variety of modalities that transduce chemical concentrations into easily measured absorbance, luminescence, and fluorescence signals. Specifically, we cover protein-based biosensors (including transcription factors), nucleic acid-based biosensors, coupled enzyme reactions, bioorthogonal chemistry, and fluorescent and chromogenic dyes and substrates as modalities for detection. We focus on the use of these methods for strain engineering and enzyme discovery and conclude with remarks on the current and future state of biosensor development for application in the metabolic engineering field.
Collapse
|
102
|
Chen X, Yang X, Shen Y, Hou J, Bao X. Increasing Malonyl-CoA Derived Product through Controlling the Transcription Regulators of Phospholipid Synthesis in Saccharomyces cerevisiae. ACS Synth Biol 2017; 6:905-912. [PMID: 28132498 DOI: 10.1021/acssynbio.6b00346] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Malonyl-CoA is a precursor of a variety of compounds such as polyketides and flavonoids. In Saccharomyces cerevisiae, malonyl-CoA concentration is tightly regulated and therefore maintained at a very low level, limiting the production of malonyl-CoA-derived chemicals. Here we manipulated the phospholipid synthesis transcriptional regulators to control the malonyl-CoA levels and increase the downstream product. Through manipulating different regulators including Ino2p, Ino4p, Opi1p, and a series of synthetic Ino2p variants, combining with studying the inositol and choline effect, the engineered strain achieved a 9-fold increase of the titer of malonyl-CoA-derived product 3-hydroxypropionic acid, which is among the highest improvement relative to previously reported strategies. Our study provides a new strategy to regulate malonyl-CoA availability and will contribute to the production of other highly valued malonyl-CoA-derived chemicals.
Collapse
Affiliation(s)
- Xiaoxu Chen
- State Key Laboratory of Microbial
Technology, School of Life Science, Shandong University, Jinan 250100, China
| | - Xiaoyu Yang
- State Key Laboratory of Microbial
Technology, School of Life Science, Shandong University, Jinan 250100, China
| | - Yu Shen
- State Key Laboratory of Microbial
Technology, School of Life Science, Shandong University, Jinan 250100, China
| | - Jin Hou
- State Key Laboratory of Microbial
Technology, School of Life Science, Shandong University, Jinan 250100, China
| | - Xiaoming Bao
- State Key Laboratory of Microbial
Technology, School of Life Science, Shandong University, Jinan 250100, China
| |
Collapse
|
103
|
Younger AKD, Dalvie NC, Rottinghaus AG, Leonard JN. Engineering Modular Biosensors to Confer Metabolite-Responsive Regulation of Transcription. ACS Synth Biol 2017; 6:311-325. [PMID: 27744683 DOI: 10.1021/acssynbio.6b00184] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Efforts to engineer microbial factories have benefitted from mining biological diversity and high throughput synthesis of novel enzymatic pathways, yet screening and optimizing metabolic pathways remain rate-limiting steps. Metabolite-responsive biosensors may help to address these persistent challenges by enabling the monitoring of metabolite levels in individual cells and metabolite-responsive feedback control. We are currently limited to naturally evolved biosensors, which are insufficient for monitoring many metabolites of interest. Thus, a method for engineering novel biosensors would be powerful, yet we lack a generalizable approach that enables the construction of a wide range of biosensors. As a step toward this goal, we here explore several strategies for converting a metabolite-binding protein into a metabolite-responsive transcriptional regulator. By pairing a modular protein design approach with a library of synthetic promoters and applying robust statistical analyses, we identified strategies for engineering biosensor-regulated bacterial promoters and for achieving design-driven improvements of biosensor performance. We demonstrated the feasibility of this strategy by fusing a programmable DNA binding motif (zinc finger module) with a model ligand binding protein (maltose binding protein), to generate a novel biosensor conferring maltose-regulated gene expression. This systematic investigation provides insights that may guide the development of additional novel biosensors for diverse synthetic biology applications.
Collapse
Affiliation(s)
- Andrew K. D. Younger
- Interdisciplinary
Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, United States
| | - Neil C. Dalvie
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Austin G. Rottinghaus
- Department
of Chemical and Biological Engineering, University of Wisconsin−Madison, Madison, Wisconsin 53706, United States
| | - Joshua N. Leonard
- Department
of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Center
for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, United States
- Chemistry
of Life Processes Institute, Northwestern University, Evanston, Illinois 60208, United States
- Member, Robert
H. Lurie Comprehensive Cancer Center, Northwestern University, Evanston, Illinois 60208, United States
| |
Collapse
|
104
|
Liu C, Ding Y, Xian M, Liu M, Liu H, Ma Q, Zhao G. Malonyl-CoA pathway: a promising route for 3-hydroxypropionate biosynthesis. Crit Rev Biotechnol 2017; 37:933-941. [PMID: 28078904 DOI: 10.1080/07388551.2016.1272093] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
3-Hydroxypropionate (3HP) is an attractive platform chemical, serving as a precursor to a variety of commodity chemicals like acrylate and acrylamide, as well as a monomer of a biodegradable plastic. To establish a sustainable way to produce these commercially important chemicals and materials, fermentative production of 3HP is widely investigated in recent years. It is reported that 3HP can be produced from several intermediates, such as glycerol, malonyl-CoA, and β-alanine. Among all these biosynthetic routes, the malonyl-CoA pathway has some distinct advantages, including a broad feedstock spectrum, thermodynamic feasibility, and redox neutrality. To date, this pathway has been successfully constructed in various species including Escherichia coli, yeast and cyanobacteria, and optimized through carbon flux redirection, enzyme screening and engineering, and an increasing supply of energy and cofactors, resulting in significantly enhanced 3HP titer up to 40 g/L. These results show the feasibility of commercial manufacturing of 3HP and its derivatives in the future.
Collapse
Affiliation(s)
- Changshui Liu
- a CAS Key Lab of Biobased Materials , Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences , Qingdao , China.,b Institute of Oceanology , Chinese Academy of Sciences , Qingdao , China
| | - Yamei Ding
- b Institute of Oceanology , Chinese Academy of Sciences , Qingdao , China
| | - Mo Xian
- a CAS Key Lab of Biobased Materials , Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences , Qingdao , China
| | - Min Liu
- a CAS Key Lab of Biobased Materials , Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences , Qingdao , China
| | - Huizhou Liu
- a CAS Key Lab of Biobased Materials , Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences , Qingdao , China
| | - Qingjun Ma
- b Institute of Oceanology , Chinese Academy of Sciences , Qingdao , China
| | - Guang Zhao
- a CAS Key Lab of Biobased Materials , Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences , Qingdao , China
| |
Collapse
|
105
|
Liu D, Liu H, Li BZ, Qi H, Jia B, Zhou X, Du HX, Zhang W, Yuan YJ. Multigene Pathway Engineering with Regulatory Linkers (M-PERL). ACS Synth Biol 2016; 5:1535-1545. [PMID: 27389125 DOI: 10.1021/acssynbio.6b00123] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Multigene pathway engineering usually needs amounts of part libraries on transcriptional and translational regulation as well as mutant enzymes to achieve the optimal part combinations of the target pathways. We report a new strategy for multigene pathway engineering with regulatory linkers (M-PERL) focusing on tuning the transcriptional start site (TSS) of yeast promoters. The regulatory linkers are composed of two homologous ends of two adjacent gene parts for assembly and a central regulatory region between them. We investigated the effect of the homologous end's length on multigene assembly, analyzed the influences of truncated, replaced, and elongated TSS and the adjacent region on promoters, and introduced 5 to 40 random bases of N (A/T/C/G) in the central regulatory region of the linkers which effectively varied the promoter's strengths. The distinct libraries of five regulatory linkers were used simultaneously to assemble and tune all five genes in the violacein synthesis pathway. The gene expressions affected the product profiles significantly, and the recombinants for enhanced single component synthesis and varied composition synthesis were obtained. This study offers an efficient tool to assemble and regulate multigene pathways.
Collapse
Affiliation(s)
- Duo Liu
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Hong Liu
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Bing-Zhi Li
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Hao Qi
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Bin Jia
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Xiao Zhou
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Hao-Xing Du
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Wei Zhang
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| | - Ying-Jin Yuan
- Key
Laboratory of Systems Bioengineering (Ministry of Education), School
of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, P. R. China
- SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, 300072, P. R. China
| |
Collapse
|
106
|
Matsumoto T, Furuta K, Tanaka T, Kondo A. Sortase A-Mediated Metabolic Enzyme Ligation in Escherichia coli. ACS Synth Biol 2016; 5:1284-1289. [PMID: 27700053 DOI: 10.1021/acssynbio.6b00194] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
We demonstrate metabolic enzyme ligation using a transpeptidase (Staphylococcal sortase A) in the microbial cytoplasm for the redirection of metabolic flux through metabolic channeling. Here, sortase A expression was controlled by the lac promoter to trigger metabolic channeling by the addition of isopropyl-β-d-thiogalactopyranoside (IPTG). We tested covalent linking of pyruvate-formate lyase and phosphate acetyltransferase by sortase A-mediated ligation and evaluated the production of acetate. The time point of addition of IPTG was not critical for facilitating metabolic enzyme ligation, and acetate production increased upon expression of sortase A. These results show that sortase A-mediated enzyme ligation enhances an acetate-producing flux in E. coli. We have validated that sortase A-mediated enzyme ligation offers a metabolic channeling approach to redirect a central flux to a desired flux.
Collapse
Affiliation(s)
- Takuya Matsumoto
- Graduate
School of Science, Technology, and Innovation and ‡Department of Chemical Science and
Engineering, Graduate School of Engineering, Kobe University, 1-1
Rokkodaicho, Nada, Kobe 657-8501, Japan
| | - Kou Furuta
- Graduate
School of Science, Technology, and Innovation and ‡Department of Chemical Science and
Engineering, Graduate School of Engineering, Kobe University, 1-1
Rokkodaicho, Nada, Kobe 657-8501, Japan
| | - Tsutomu Tanaka
- Graduate
School of Science, Technology, and Innovation and ‡Department of Chemical Science and
Engineering, Graduate School of Engineering, Kobe University, 1-1
Rokkodaicho, Nada, Kobe 657-8501, Japan
| | - Akihiko Kondo
- Graduate
School of Science, Technology, and Innovation and ‡Department of Chemical Science and
Engineering, Graduate School of Engineering, Kobe University, 1-1
Rokkodaicho, Nada, Kobe 657-8501, Japan
| |
Collapse
|
107
|
Qian S, Cirino PC. Using metabolite-responsive gene regulators to improve microbial biosynthesis. Curr Opin Chem Eng 2016. [DOI: 10.1016/j.coche.2016.08.020] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
|
108
|
Biofuel metabolic engineering with biosensors. Curr Opin Chem Biol 2016; 35:150-158. [PMID: 27768949 DOI: 10.1016/j.cbpa.2016.09.020] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Revised: 09/15/2016] [Accepted: 09/22/2016] [Indexed: 11/21/2022]
Abstract
Metabolic engineering offers the potential to renewably produce important classes of chemicals, particularly biofuels, at an industrial scale. DNA synthesis and editing techniques can generate large pathway libraries, yet identifying the best variants is slow and cumbersome. Traditionally, analytical methods like chromatography and mass spectrometry have been used to evaluate pathway variants, but such techniques cannot be performed with high throughput. Biosensors - genetically encoded components that actuate a cellular output in response to a change in metabolite concentration - are therefore a promising tool for rapid and high-throughput evaluation of candidate pathway variants. Applying biosensors can also dynamically tune pathways in response to metabolic changes, improving balance and productivity. Here, we describe the major classes of biosensors and briefly highlight recent progress in applying them to biofuel-related metabolic pathway engineering.
Collapse
|
109
|
Albanesi D, de Mendoza D. FapR: From Control of Membrane Lipid Homeostasis to a Biotechnological Tool. Front Mol Biosci 2016; 3:64. [PMID: 27766255 PMCID: PMC5052256 DOI: 10.3389/fmolb.2016.00064] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Accepted: 09/21/2016] [Indexed: 01/22/2023] Open
Abstract
Phospholipids and fatty acids are not only one of the major components of cell membranes but also important metabolic intermediates in bacteria. Since the fatty acid biosynthetic pathway is essential and energetically expensive, organisms have developed a diversity of homeostatic mechanisms to fine-tune the concentration of lipids at particular levels. FapR is the first global regulator of lipid synthesis discovered in bacteria and is largely conserved in Gram-positive organisms including important human pathogens, such as Staphylococcus aureus, Bacillus anthracis, and Listeria monocytogenes. FapR is a transcription factor that negatively controls the expression of several genes of the fatty acid and phospholipid biosynthesis and was first identified in Bacillus subtilis. This review focuses on the genetic, biochemical and structural advances that led to a detailed understanding of lipid homeostasis control by FapR providing unique opportunities to learn how Gram-positive bacteria monitor the status of fatty acid biosynthesis and adjust the lipid synthesis accordingly. Furthermore, we also cover the potential of the FapR system as a target for new drugs against Gram-positive bacteria as well as its recent biotechnological applications in diverse organisms.
Collapse
Affiliation(s)
- Daniela Albanesi
- Laboratorio de Fisiología Microbiana, Instituto de Biología Molecular y Celular de Rosario, Consejo Nacional de Investigaciones Científicas y Técnicas, Universidad Nacional de Rosario Rosario, Argentina
| | - Diego de Mendoza
- Laboratorio de Fisiología Microbiana, Instituto de Biología Molecular y Celular de Rosario, Consejo Nacional de Investigaciones Científicas y Técnicas, Universidad Nacional de Rosario Rosario, Argentina
| |
Collapse
|
110
|
Synthetic Evolution of Metabolic Productivity Using Biosensors. Trends Biotechnol 2016; 34:371-381. [DOI: 10.1016/j.tibtech.2016.02.002] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Revised: 02/01/2016] [Accepted: 02/01/2016] [Indexed: 11/23/2022]
|
111
|
David F, Nielsen J, Siewers V. Flux Control at the Malonyl-CoA Node through Hierarchical Dynamic Pathway Regulation in Saccharomyces cerevisiae. ACS Synth Biol 2016; 5:224-33. [PMID: 26750662 DOI: 10.1021/acssynbio.5b00161] [Citation(s) in RCA: 96] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The establishment of a heterologous pathway in a microbial host for the production of industrially relevant chemicals at high titers and yields requires efficient adjustment of the central carbon metabolism to ensure that flux is directed toward the product of interest. This can be achieved through regulation at key branch points in the metabolic networks, and here we present a novel approach for dynamic modulation of pathway flux and enzyme expression levels. The approach is based on a hierarchical dynamic control system around the key pathway intermediate malonyl-CoA. The upper level of the control system ensures downregulation of endogenous use of malonyl-CoA for fatty acid biosynthesis, which results in accumulation of this pathway intermediate. The lower level of the control system is based on use of a novel biosensor for malonyl-CoA to activate expression of a heterologous pathway using this metabolite for production of 3-hydroxypropionic acid (3-HP). The malonyl-CoA sensor was developed based on the FapR transcription factor of Bacillus subtilis, and it demonstrates one of the first applications of a bacterial metabolite sensor in yeast. Introduction of the dual pathway control increased the production of 3-HP by 10-fold and can also be applied for production of other malonyl-CoA-derived products.
Collapse
Affiliation(s)
| | - Jens Nielsen
- Novo
Nordisk Foundation Center for Biosustainability, Technical University of Denmark, DK-2970 Hørsholm, Denmark
| | | |
Collapse
|
112
|
Intermediate-sensor assisted push–pull strategy and its application in heterologous deoxyviolacein production in Escherichia coli. Metab Eng 2016; 33:41-51. [DOI: 10.1016/j.ymben.2015.10.006] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2015] [Revised: 09/22/2015] [Accepted: 10/15/2015] [Indexed: 01/29/2023]
|
113
|
Synthetic biology for microbial production of lipid-based biofuels. Curr Opin Chem Biol 2015; 29:58-65. [PMID: 26479184 DOI: 10.1016/j.cbpa.2015.09.009] [Citation(s) in RCA: 48] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2015] [Revised: 09/15/2015] [Accepted: 09/15/2015] [Indexed: 11/22/2022]
Abstract
The risks of maintaining current CO2 emission trends have led to interest in producing biofuels using engineered microbes. Microbial biofuels reduce emissions because CO2 produced by fuel combustion is offset by CO2 captured by growing biomass, which is later used as feedstock for biofuel fermentation. Hydrocarbons found in petroleum fuels share striking similarity with biological lipids. Here we review synthetic metabolic pathways based on fatty acid and isoprenoid metabolism to produce alkanes and other molecules suitable as biofuels. We further discuss engineering strategies to optimize engineered biosynthetic routes, as well as the potential of synthetic biology for sustainable manufacturing.
Collapse
|
114
|
Fidan O, Zhan J. Recent advances in engineering yeast for pharmaceutical protein production. RSC Adv 2015. [DOI: 10.1039/c5ra13003d] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Currently available systems and synthetic biology tools can be applied to yeast engineering for improved biopharmaceutical protein production.
Collapse
Affiliation(s)
- Ozkan Fidan
- Department of Biological Engineering
- Utah State University
- Logan
- USA
| | - Jixun Zhan
- Department of Biological Engineering
- Utah State University
- Logan
- USA
| |
Collapse
|