1
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Giaveri S, Bohra N, Diehl C, Yang HY, Ballinger M, Paczia N, Glatter T, Erb TJ. Integrated translation and metabolism in a partially self-synthesizing biochemical network. Science 2024; 385:174-178. [PMID: 38991083 DOI: 10.1126/science.adn3856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 06/03/2024] [Indexed: 07/13/2024]
Abstract
One of the hallmarks of living organisms is their capacity for self-organization and regeneration, which requires a tight integration of metabolic and genetic networks. We sought to construct a linked metabolic and genetic network in vitro that shows such lifelike behavior outside of a cellular context and generates its own building blocks from nonliving matter. We integrated the metabolism of the crotonyl-CoA/ethyl-malonyl-CoA/hydroxybutyryl-CoA cycle with cell-free protein synthesis using recombinant elements. Our network produces the amino acid glycine from CO2 and incorporates it into target proteins following DNA-encoded instructions. By orchestrating ~50 enzymes we established a basic cell-free operating system in which genetically encoded inputs into a metabolic network are programmed to activate feedback loops allowing for self-integration and (partial) self-regeneration of the complete system.
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Affiliation(s)
- Simone Giaveri
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
| | - Nitin Bohra
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
- Max Planck School Matter to Life, Heidelberg, Germany
| | - Christoph Diehl
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
| | - Hao Yuan Yang
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
- Max Planck School Matter to Life, Heidelberg, Germany
| | - Martine Ballinger
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
| | - Nicole Paczia
- Core Facility for Metabolomics and Small Molecule Mass Spectrometry, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
| | - Timo Glatter
- Facility for Mass Spectrometry and Proteomics, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
| | - Tobias J Erb
- Department of Biochemistry and Synthetic Metabolism, Max Planck Institute for Terrestrial Microbiology, Marburg, Germany
- SYNMIKRO Center for Synthetic Microbiology, Marburg, Germany
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2
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Peng T, Guo J, Tong X. Advances in biosynthesis and metabolic engineering strategies of cordycepin. Front Microbiol 2024; 15:1386855. [PMID: 38903790 PMCID: PMC11188397 DOI: 10.3389/fmicb.2024.1386855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 04/26/2024] [Indexed: 06/22/2024] Open
Abstract
Cordyceps militaris, also called as bei-chong-cao, is an insect-pathogenic fungus from the Ascomycota phylum and the Clavicipitaceae family. It is a valuable filamentous fungus with medicinal and edible properties that has been utilized in traditional Chinese medicine (TCM) and as a nutritious food. Cordycepin is the bioactive compound firstly isolated from C. militaris and has a variety of nutraceutical and health-promoting properties, making it widely employed in nutraceutical and pharmaceutical fields. Due to the low composition and paucity of wild resources, its availability from natural sources is limited. With the elucidation of the cordycepin biosynthetic pathway and the advent of synthetic biology, a green cordycepin biosynthesis in Saccharomyces cerevisiae and Metarhizium robertsii has been developed, indicating a potential sustainable production method of cordycepin. Given that, this review primarily focused on the metabolic engineering and heterologous biosynthesis strategies of cordycepin.
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Affiliation(s)
| | - Jinlin Guo
- The Ministry of Education Key Laboratory of Standardization of Chinese Medicine, Key Laboratory of Systematic Research of Distinctive Chinese Medicine Resources in Southwest China, Resources Breeding Base of Co-Founded, College of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Xinxin Tong
- The Ministry of Education Key Laboratory of Standardization of Chinese Medicine, Key Laboratory of Systematic Research of Distinctive Chinese Medicine Resources in Southwest China, Resources Breeding Base of Co-Founded, College of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
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3
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Wei X, Yang X, Hu C, Li Q, Liu Q, Wu Y, Xie L, Ning X, Li F, Cai T, Zhu Z, Zhang YHPJ, Zhang Y, Chen X, You C. ATP-free in vitro biotransformation of starch-derived maltodextrin into poly-3-hydroxybutyrate via acetyl-CoA. Nat Commun 2024; 15:3267. [PMID: 38627361 PMCID: PMC11021460 DOI: 10.1038/s41467-024-46871-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 03/13/2024] [Indexed: 04/19/2024] Open
Abstract
In vitro biotransformation (ivBT) facilitated by in vitro synthetic enzymatic biosystems (ivSEBs) has emerged as a highly promising biosynthetic platform. Several ivSEBs have been constructed to produce poly-3-hydroxybutyrate (PHB) via acetyl-coenzyme A (acetyl-CoA). However, some systems are hindered by their reliance on costly ATP, limiting their practicality. This study presents the design of an ATP-free ivSEB for one-pot PHB biosynthesis via acetyl-CoA utilizing starch-derived maltodextrin as the sole substrate. Stoichiometric analysis indicates this ivSEB can self-maintain NADP+/NADPH balance and achieve a theoretical molar yield of 133.3%. Leveraging simple one-pot reactions, our ivSEBs achieved a near-theoretical molar yield of 125.5%, the highest PHB titer (208.3 mM, approximately 17.9 g/L) and the fastest PHB production rate (9.4 mM/h, approximately 0.8 g/L/h) among all the reported ivSEBs to date, and demonstrated easy scalability. This study unveils the promising potential of ivBT for the industrial-scale production of PHB and other acetyl-CoA-derived chemicals from starch.
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Affiliation(s)
- Xinlei Wei
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Xue Yang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Congcong Hu
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Key Laboratory of Industrial Fermentation Microbiology, Ministry of Education, Tianjin Industrial Microbiology Key Laboratory, College of Biotechnology, Tianjin University of Science and Technology, Tianjin, 300457, People's Republic of China
| | - Qiangzi Li
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China
| | - Qianqian Liu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Yue Wu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Leipeng Xie
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Xiao Ning
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China
| | - Fei Li
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Tao Cai
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Zhiguang Zhu
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China
- National Technology Innovation Center of Synthetic Biology, Tianjin, 300308, People's Republic of China
| | - Yi-Heng P Job Zhang
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China
- National Technology Innovation Center of Synthetic Biology, Tianjin, 300308, People's Republic of China
| | - Yanfei Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China
- National Technology Innovation Center of Synthetic Biology, Tianjin, 300308, People's Republic of China
| | - Xuejun Chen
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China
| | - Chun You
- In vitro Synthetic Biology Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China.
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, People's Republic of China.
- University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, People's Republic of China.
- National Technology Innovation Center of Synthetic Biology, Tianjin, 300308, People's Republic of China.
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4
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Lim S, Clark DS. Phase-separated biomolecular condensates for biocatalysis. Trends Biotechnol 2024; 42:496-509. [PMID: 37925283 DOI: 10.1016/j.tibtech.2023.10.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Revised: 10/09/2023] [Accepted: 10/10/2023] [Indexed: 11/06/2023]
Abstract
Nature often uses dynamically assembling multienzymatic complexes called metabolons to achieve spatiotemporal control of complex metabolic reactions. Researchers are aiming to mimic this strategy of organizing enzymes to enhance the performance of artificial biocatalytic systems. Biomolecular condensates formed through liquid-liquid phase separation (LLPS) can serve as a powerful tool to drive controlled assembly of enzymes. Diverse enzymatic pathways have been reconstituted within catalytic condensates in vitro as well as synthetic membraneless organelles in living cells. Furthermore, in vivo condensates have been engineered to regulate metabolic pathways by selectively sequestering enzymes. Thus, harnessing LLPS for controlled organization of enzymes provides an opportunity to dynamically regulate biocatalytic processes.
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Affiliation(s)
- Samuel Lim
- Department of Systems Biology, Harvard Medical School, Boston, MA, 02115, USA
| | - Douglas S Clark
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA, 94720, USA; Molecular Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA..
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5
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Dong H, Yang X, Shi J, Xiao C, Zhang Y. Exploring the Feasibility of Cell-Free Synthesis as a Platform for Polyhydroxyalkanoate (PHA) Production: Opportunities and Challenges. Polymers (Basel) 2023; 15:polym15102333. [PMID: 37242908 DOI: 10.3390/polym15102333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 05/12/2023] [Accepted: 05/13/2023] [Indexed: 05/28/2023] Open
Abstract
The extensive utilization of traditional petroleum-based plastics has resulted in significant damage to the natural environment and ecological systems, highlighting the urgent need for sustainable alternatives. Polyhydroxyalkanoates (PHAs) have emerged as promising bioplastics that can compete with petroleum-based plastics. However, their production technology currently faces several challenges, primarily focused on high costs. Cell-free biotechnologies have shown significant potential for PHA production; however, despite recent progress, several challenges still need to be overcome. In this review, we focus on the status of cell-free PHA synthesis and compare it with microbial cell-based PHA synthesis in terms of advantages and drawbacks. Finally, we present prospects for the development of cell-free PHA synthesis.
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Affiliation(s)
- Huaming Dong
- School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, Wuhan 430205, China
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Xue Yang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin 300308, China
| | - Jingjing Shi
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin 300308, China
| | - Chunqiao Xiao
- School of Environmental Ecology and Biological Engineering, Wuhan Institute of Technology, Wuhan 430205, China
| | - Yanfei Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin 300308, China
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6
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Toward modular construction of cell-free multienzyme systems. CHINESE JOURNAL OF CATALYSIS 2022. [DOI: 10.1016/s1872-2067(21)64002-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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7
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Frohnmeyer H, Rueben S, Elling L. Gram‐scale production of GDP‐β‐l‐fucose with multi‐enzyme cascades in a repetitive‐batch mode. ChemCatChem 2022. [DOI: 10.1002/cctc.202200443] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Hannes Frohnmeyer
- RWTH Aachen University: Rheinisch-Westfalische Technische Hochschule Aachen Institute of Biotechnology and Helmholtz-Institute for Biomedical Engineering GERMANY
| | - Simon Rueben
- RWTH Aachen University: Rheinisch-Westfalische Technische Hochschule Aachen Institute of Biotechnology and Helmholtz-Institute for Biomedical Engineering GERMANY
| | - Lothar Elling
- RWTH Aachen University: Rheinisch-Westfalische Technische Hochschule Aachen Institute of Biotechnology and Helmholtz-Institute for Biomedical Engineering Pauwelsstr. 20 52074 Aachen GERMANY
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8
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Ju SB, Seo MJ, Yeom SJ. In Vitro One-Pot 3-Hydroxypropanal Production from Cheap C1 and C2 Compounds. Int J Mol Sci 2022; 23:ijms23073990. [PMID: 35409349 PMCID: PMC8999356 DOI: 10.3390/ijms23073990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Revised: 04/02/2022] [Accepted: 04/02/2022] [Indexed: 12/04/2022] Open
Abstract
One- or two-carbon (C1 or C2) compounds have been considered attractive substrates because they are inexpensive and abundant. Methanol and ethanol are representative C1 and C2 compounds, which can be used as bio-renewable platform feedstocks for the biotechnological production of value-added natural chemicals. Methanol-derived formaldehyde and ethanol-derived acetaldehyde can be converted to 3-hydroxypropanal (3-HPA) via aldol condensation. 3-HPA is used in food preservation and as a precursor for 3-hydroxypropionic acid and 1,3-propanediol that are starting materials for manufacturing biocompatible plastic and polytrimethylene terephthalate. In this study, 3-HPA was biosynthesized from formaldehyde and acetaldehyde using deoxyribose-5-phosphate aldolase from Thermotoga maritima (DERATma) and cloned and expressed in Escherichia coli for 3-HPA production. Under optimum conditions, DERATma produced 7 mM 3-HPA from 25 mM substrate (formaldehyde and acetaldehyde) for 60 min with 520 mg/L/h productivity. To demonstrate the one-pot 3-HPA production from methanol and ethanol, we used methanol dehydrogenase from Lysinibacillus xylanilyticus (MDHLx) and DERATma. One-pot 3-HPA production via aldol condensation of formaldehyde and acetaldehyde from methanol and ethanol, respectively, was investigated under optimized reaction conditions. This is the first report on 3-HPA production from inexpensive alcohol substrates (methanol and ethanol) by cascade reaction using DERATma and MDHLx.
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Affiliation(s)
- Su-Bin Ju
- School of Biological Sciences and Biotechnology, Graduate School, Chonnam National University, Yong-bong-ro 77, Gwangju 61186, Korea;
- School of Biological Sciences and Technology, Chonnam National University, Gwangju 61186, Korea;
| | - Min-Ju Seo
- School of Biological Sciences and Technology, Chonnam National University, Gwangju 61186, Korea;
| | - Soo-Jin Yeom
- School of Biological Sciences and Biotechnology, Graduate School, Chonnam National University, Yong-bong-ro 77, Gwangju 61186, Korea;
- School of Biological Sciences and Technology, Chonnam National University, Gwangju 61186, Korea;
- Correspondence:
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9
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Li F, Wei X, Zhang L, Liu C, You C, Zhu Z. Installing a Green Engine To Drive an Enzyme Cascade: A Light‐Powered In Vitro Biosystem for Poly(3‐hydroxybutyrate) Synthesis. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202111054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Fei Li
- Tianjin Institute of Industrial Biotechnology Chinese Academy of Sciences 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
| | - Xinlei Wei
- Tianjin Institute of Industrial Biotechnology Chinese Academy of Sciences 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
| | - Lin Zhang
- Key Laboratory of Plant Resources Institute of Botany Chinese Academy of Sciences 20 Nanxincun, Xiangshan Beijing 100093 P. R. China
| | - Cheng Liu
- Key Laboratory of Plant Resources Institute of Botany Chinese Academy of Sciences 20 Nanxincun, Xiangshan Beijing 100093 P. R. China
| | - Chun You
- Tianjin Institute of Industrial Biotechnology Chinese Academy of Sciences 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
- University of Chinese Academy of Sciences 19A Yuquan Road, Shijingshan District Beijing 100049 P. R. China
- National Technology Innovation Center of Synthetic Biology 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
| | - Zhiguang Zhu
- Tianjin Institute of Industrial Biotechnology Chinese Academy of Sciences 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
- University of Chinese Academy of Sciences 19A Yuquan Road, Shijingshan District Beijing 100049 P. R. China
- National Technology Innovation Center of Synthetic Biology 32 West 7th Avenue, Tianjin Airport Economic Area Tianjin 300308 P. R. China
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10
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Cui Z, Wang Z, Zheng M, Chen T. Advances in biological production of acetoin: a comprehensive overview. Crit Rev Biotechnol 2021; 42:1135-1156. [PMID: 34806505 DOI: 10.1080/07388551.2021.1995319] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Acetoin, a high-value-added bio-based platform chemical, is widely used in foods, cosmetics, agriculture, and the chemical industry. It is an important precursor for the synthesis of: 2,3-butanediol, liquid hydrocarbon fuels and heterocyclic compounds. Since the fossil resources are becoming increasingly scarce, biological production of acetoin has received increasing attention as an alternative to chemical synthesis. Although there are excellent reviews on the: application, catabolism and fermentative production of acetoin, little attention has been paid to acetoin production via: electrode-assisted fermentation, whole-cell biocatalysis, and in vitro/cell-free biocatalysis. In this review, acetoin biosynthesis pathways and relevant key enzymes are firstly reviewed. In addition, various strategies for biological acetoin production are summarized including: cell-free biocatalysis, whole-cell biocatalysis, microbial fermentation, and electrode-assisted fermentation. The advantages and disadvantages of the different approaches are discussed and weighed, illustrating the increasing progress toward economical, green and efficient production of acetoin. Additionally, recent advances in acetoin extraction and recovery in downstream processing are also briefly reviewed. Moreover, the current issues and future prospects of diverse strategies for biological acetoin production are discussed, with the hope of realizing the promises of industrial acetoin biomanufacturing in the near future.
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Affiliation(s)
- Zhenzhen Cui
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,Frontier Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, China
| | - Zhiwen Wang
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,Frontier Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, China
| | - Meiyu Zheng
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,Frontier Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, China
| | - Tao Chen
- Department of Biochemical Engineering, School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,Frontier Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (MOE), School of Chemical Engineering and Technology, Tianjin University, Tianjin, China.,SynBio Research Platform, Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin, China
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11
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Wendisch VF, Kosec G, Heux S, Brautaset T. Aerobic Utilization of Methanol for Microbial Growth and Production. ADVANCES IN BIOCHEMICAL ENGINEERING/BIOTECHNOLOGY 2021; 180:169-212. [PMID: 34761324 DOI: 10.1007/10_2021_177] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Methanol is a reduced one-carbon (C1) compound. It supports growth of aerobic methylotrophs that gain ATP from reduced redox equivalents by respiratory phosphorylation in their electron transport chains. Notably, linear oxidation of methanol to carbon dioxide may yield three reduced redox equivalents if methanol oxidation is NAD-dependent as, e.g., in Bacillus methanolicus. Methanol has a higher degree of reduction per carbon than glucose (6 vs. 4), and thus, lends itself as an ideal carbon source for microbial production of reduced target compounds. However, C-C bond formation in the RuMP or serine cycle, a prerequisite for production of larger molecules, requires ATP and/or reduced redox equivalents. Moreover, heat dissipation and a high demand for oxygen during catabolic oxidation of methanol may pose challenges for fermentation processes. In this chapter, we summarize metabolic pathways for aerobic methanol utilization, aerobic methylotrophs as industrial production hosts, strain engineering, and methanol bioreactor processes. In addition, we provide technological and market outlooks.
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Affiliation(s)
- Volker F Wendisch
- Genetics of Prokaryotes, Faculty of Biology and CeBiTec, Bielefeld University, Bielefeld, Germany.
| | | | - Stéphanie Heux
- LISBP, Université de Toulouse, CNRS, INRA, INSA, Toulouse, France
| | - Trygve Brautaset
- Department of Biotechnology and Food Sciences, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
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12
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13
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Li F, Wei X, Zhang L, Liu C, You C, Zhu Z. Installing a Green Engine To Drive an Enzyme Cascade: A Light-Powered In Vitro Biosystem for Poly(3-hydroxybutyrate) Synthesis. Angew Chem Int Ed Engl 2021; 61:e202111054. [PMID: 34664348 DOI: 10.1002/anie.202111054] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Indexed: 01/22/2023]
Abstract
Many existing in vitro biosystems harness power from the chemical energy contained in substrates and co-substrates, and light or electric energy provided from abiotic parts, leading to a compromise in atom economy, incompatibility between biological and abiotic parts, and most importantly, incapability to spatiotemporally co-regenerate ATP and NADPH. In this study, we developed a light-powered in vitro biosystem for poly(3-hydroxybutyrate) (PHB) synthesis using natural thylakoid membranes (TMs) to regenerate ATP and NADPH for a five-enzyme cascade. Through effective coupling of cofactor regeneration and mass conversion, 20 mM PHB was yielded from 50 mM sodium acetate with a molar conversion efficiency of carbon of 80.0 % and a light-energy conversion efficiency of 3.04 %, which are much higher than the efficiencies of similar in vitro PHB synthesis biosystems. This suggests the promise of installing TMs as a green engine to drive more enzyme cascades.
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Affiliation(s)
- Fei Li
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China
| | - Xinlei Wei
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China
| | - Lin Zhang
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, 20 Nanxincun, Xiangshan, Beijing, 100093, P. R. China
| | - Cheng Liu
- Key Laboratory of Plant Resources, Institute of Botany, Chinese Academy of Sciences, 20 Nanxincun, Xiangshan, Beijing, 100093, P. R. China
| | - Chun You
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China.,University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, P. R. China.,National Technology Innovation Center of Synthetic Biology, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China
| | - Zhiguang Zhu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China.,University of Chinese Academy of Sciences, 19A Yuquan Road, Shijingshan District, Beijing, 100049, P. R. China.,National Technology Innovation Center of Synthetic Biology, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, P. R. China
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14
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Imura M, Etoh S, Iwakiri R, Okano K, Honda K. Improvement of production yield of l-cysteine through in vitro metabolic pathway with thermophilic enzymes. J Biosci Bioeng 2021; 132:585-591. [PMID: 34600806 DOI: 10.1016/j.jbiosc.2021.09.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 09/01/2021] [Accepted: 09/02/2021] [Indexed: 01/10/2023]
Abstract
The demand for the amino acid l-cysteine is increasing in the food, cosmetic, and pharmaceutical industries. Conventionally, the commercial production of l-cysteine is achieved by its extraction from the acid hydrolysate of hair and feathers. However, this production method is associated with the release of environmentally hazardous wastewater. Additionally, l-cysteine produced from animal sources cannot be halal-certified, which limits the market size. Although recent studies have developed an alternative commercial l-cysteine production method based on microbial fermentation, the production yield was insufficient owing to the cytotoxicity of l-cysteine against the host cells. In a previous study, we had developed an in vitrol-cysteine production method with a combination of 11 thermophilic enzymes, which yielded 10.5 mM l-cysteine from 20 mM glucose. In this study, we performed re-screening for enzymes catalyzing the rate-limiting steps of the in vitro pathway. Subsequently, the genes encoding enzymes necessary for the in vitro synthesis of l-cysteine were assembled in an expression vector and co-expressed in a single strain. To prevent the synthesis of hydrogen peroxide (H2O2), which is a byproduct and inhibits the enzyme activity, the redox balance in this biosynthetic pathway was maintained by replacing the H2O2-forming NADH oxidase with another enzymatic reaction in which pyruvate was used as a sacrificial substrate. The re-designed in vitro synthetic pathway resulted in the production of 28.2 mM l-cysteine from 20 mM glucose with a molar yield of 70.5%.
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Affiliation(s)
- Makoto Imura
- Mitsubishi Corporation Life Sciences Limited, 1-6 Higashihama, Saiki, Oita 876-8580, Japan
| | - Shinichi Etoh
- Mitsubishi Corporation Life Sciences Limited, 1-6 Higashihama, Saiki, Oita 876-8580, Japan
| | - Ryo Iwakiri
- Mitsubishi Corporation Life Sciences Limited, 1-6 Higashihama, Saiki, Oita 876-8580, Japan
| | - Kenji Okano
- International Center for Biotechnology, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan; Industrial Biotechnology Initiative Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Kohsuke Honda
- International Center for Biotechnology, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan; Industrial Biotechnology Initiative Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
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15
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Sundaram S, Diehl C, Cortina NS, Bamberger J, Paczia N, Erb TJ. A Modular In Vitro Platform for the Production of Terpenes and Polyketides from CO 2. Angew Chem Int Ed Engl 2021; 60:16420-16425. [PMID: 33938102 PMCID: PMC8362062 DOI: 10.1002/anie.202102333] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 04/02/2021] [Indexed: 01/12/2023]
Abstract
A long-term goal in realizing a sustainable biocatalysis and organic synthesis is the direct use of the greenhouse gas CO2 as feedstock for the production of bulk and fine chemicals, such as pharmaceuticals, fragrances and food additives. Here we developed a modular in vitro platform for the continuous conversion of CO2 into complex multi-carbon compounds, such as monoterpenes (C10 ), sesquiterpenes (C15 ) and polyketides. Combining natural and synthetic metabolic pathway modules, we established a route from CO2 into the key intermediates acetyl- and malonyl-CoA, which can be subsequently diversified through the action of different terpene and polyketide synthases. Our proof-of-principle study demonstrates the simultaneous operation of different metabolic modules comprising of up to 29 enzymes in one pot, which paves the way for developing and optimizing synthesis routes for the generation of complex CO2 -based chemicals in the future.
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Affiliation(s)
- Srividhya Sundaram
- Department of Biochemistry and Synthetic MetabolismMax Planck Institute for Terrestrial MicrobiologyKarl-von-Frisch-Strasse 1035043MarburgGermany
| | - Christoph Diehl
- Department of Biochemistry and Synthetic MetabolismMax Planck Institute for Terrestrial MicrobiologyKarl-von-Frisch-Strasse 1035043MarburgGermany
| | - Niña Socorro Cortina
- Department of Biochemistry and Synthetic MetabolismMax Planck Institute for Terrestrial MicrobiologyKarl-von-Frisch-Strasse 1035043MarburgGermany
| | - Jan Bamberger
- Equipment Center for Mass Spectrometry and Elemental AnalysisDepartment of ChemistryPhilipps-Universität MarburgHans-Meerwein-Strasse 435043MarburgGermany
| | - Nicole Paczia
- Core Facility for Metabolomics and Small Molecule Mass SpectrometryMax Planck Institute for Terrestrial MicrobiologyKarl-von-Frisch-Strasse 1035043MarburgGermany
| | - Tobias J. Erb
- Department of Biochemistry and Synthetic MetabolismMax Planck Institute for Terrestrial MicrobiologyKarl-von-Frisch-Strasse 1035043MarburgGermany
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16
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Sundaram S, Diehl C, Cortina NS, Bamberger J, Paczia N, Erb TJ. Eine modulare In‐vitro‐Plattform für die Produktion von Terpenen und Polyketiden aus CO
2. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202102333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Srividhya Sundaram
- Abteilung Biochemie und Synthetischer Metabolismus Max-Planck-Institut für terrestrische Mikrobiologie Karl-von-Frisch-Straße 10 35043 Marburg Deutschland
| | - Christoph Diehl
- Abteilung Biochemie und Synthetischer Metabolismus Max-Planck-Institut für terrestrische Mikrobiologie Karl-von-Frisch-Straße 10 35043 Marburg Deutschland
| | - Niña Socorro Cortina
- Abteilung Biochemie und Synthetischer Metabolismus Max-Planck-Institut für terrestrische Mikrobiologie Karl-von-Frisch-Straße 10 35043 Marburg Deutschland
| | - Jan Bamberger
- Gerätezentrum Massenspektrometrie und Elementanalytik Abteilung Chemie Philipps-Universität Marburg Hans-Meerwein-Straße 4 35043 Marburg Deutschland
| | - Nicole Paczia
- Serviceeinheit Metabolomics und Kleinmolekül-Massenspektrometrie Max-Planck-Institut für terrestrische Mikrobiologie Karl-von-Frisch-Straße 10 35043 Marburg Deutschland
| | - Tobias J. Erb
- Abteilung Biochemie und Synthetischer Metabolismus Max-Planck-Institut für terrestrische Mikrobiologie Karl-von-Frisch-Straße 10 35043 Marburg Deutschland
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17
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Mahour R, Marichal‐Gallardo PA, Rexer TFT, Reichl U. Multi‐enzyme Cascades for the
In Vitro
Synthesis of Guanosine Diphosphate L‐Fucose. ChemCatChem 2021. [DOI: 10.1002/cctc.202001854] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Reza Mahour
- Department of Bioprocess Engineering Max Planck Institute for Dynamics of Complex Technical Systems Sandtorstrasse 1 39106 Magdeburg Germany
| | - Pavel A. Marichal‐Gallardo
- Department of Bioprocess Engineering Max Planck Institute for Dynamics of Complex Technical Systems Sandtorstrasse 1 39106 Magdeburg Germany
| | - Thomas F. T. Rexer
- Department of Bioprocess Engineering Max Planck Institute for Dynamics of Complex Technical Systems Sandtorstrasse 1 39106 Magdeburg Germany
| | - Udo Reichl
- Max Planck Institute for Dynamics of Complex Technical Systems Sandtorstrasse 1 39106 Magdeburg
- Otto-von-Guericke-University Magdeburg Chair of Bioprocess Engineering Universitätsplatz 2 39106 Magdeburg Germany
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18
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An ATP-free in vitro synthetic enzymatic biosystem facilitating one-pot stoichiometric conversion of starch to mannitol. Appl Microbiol Biotechnol 2021; 105:1913-1924. [PMID: 33544214 DOI: 10.1007/s00253-021-11154-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Revised: 01/16/2021] [Accepted: 01/28/2021] [Indexed: 01/05/2023]
Abstract
D-Mannitol (hereinafter as mannitol) is a six-carbon sugar alcohol with diverse applications in food and pharmaceutical industries. To overcome the drawbacks of the chemical hydrogenation method commonly used for mannitol production at present, there is a need to search for novel prospective mannitol production strategies that are of high yield and low cost. In this study, we present a novel approach for the stoichiometric synthesis of mannitol via an in vitro synthetic enzymatic biosystem using the low-cost starch as substrate. By dividing the overall reaction pathway into three modules which could be executed sequentially in one pot, our design aimed at the stoichiometric conversion of starch-based materials into mannitol in an ATP-independent and cofactor-balanced manner. At optimized conditions, high product yields of around 95-98% were achieved using both 10 g/L and 50 g/L maltodextrin as substrate, indicating the potential of our designed system for industrial applications. This study not only provides a high-efficient strategy for the synthesis of mannitol but also expands the product scope of sugar alcohols by the in vitro synthetic enzymatic biosystems using low-cost starch-based materials as the input. KEY POINTS : • We described a design-build-test-learn pipeline to construct in vitro biosystems. • The designed system comprised six key enzymes and another three enzymes. • The system converted maltodextrin stoichiometrically to mannitol in one pot.
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19
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Mizuno H, Tsuge Y. Elevated, non-proliferative temperatures change the profile of fermentation products in Corynebacterium glutamicum. Appl Microbiol Biotechnol 2020; 105:367-377. [PMID: 33242127 DOI: 10.1007/s00253-020-11024-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 11/09/2020] [Accepted: 11/16/2020] [Indexed: 10/22/2022]
Abstract
Although temperature is a crucial factor affecting enzymatic activity on biochemical and biofuel production, the reaction temperature for the generation of these products is usually set at the optimal growth temperature of the host strain, even under non-proliferative conditions. Given that the production of fermentation products only requires a fraction of the cell's metabolic pathways, the optimal temperatures for microbial growth and the fermentative production of a target compound may be different. Here, we investigated the effect of temperature on lactic and succinic acids production, and related enzymatic activities, in wild-type and succinic acid-overproducing strains of Corynebacterium glutamicum. Interestingly, fermentative production of lactic acid increased with the temperature in wild-type: production was 69% higher at 42.5 °C, a temperature that exceeded the upper limit for growth, than that at the optimal growth temperature (30 °C). Conversely, succinic acid production was decreased by 13% under the same conditions in wild-type. The specific activity of phosphoenolpyruvate carboxylase decreased with the increase in temperature. In contrast, the other glycolytic and reductive TCA cycle enzymes demonstrated increased or constant activity as the temperature was increased. When using a succinic acid over-producing strain, succinic acid production was increased by 34% at 42.5 °C. Our findings demonstrate that the profile of fermentation products is dependent upon temperature, which could be caused by the modulation of enzymatic activities. Moreover, we report that elevated temperatures, exceeding the upper limit for cell growth, can be used to increase the production of target compounds in C. glutamicum. KEY POINTS: • Lactate productivity was increased by temperature elevation. • Succinate productivity was increased by temperature elevation when lactate pathway was deleted. • Specific activity of phosphoenolpyruvate carboxylase was decreased by temperature elevation.
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Affiliation(s)
- Hikaru Mizuno
- Graduate School of Natural Science and Technology, Kanazawa University, Kakuma-machi, Kanazawa, Ishikawa, 920-1192, Japan
| | - Yota Tsuge
- Graduate School of Natural Science and Technology, Kanazawa University, Kakuma-machi, Kanazawa, Ishikawa, 920-1192, Japan. .,Institute for Frontier Science Initiative, Kanazawa University, Kakuma-machi, Kanazawa, Ishikawa, 920-1192, Japan.
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20
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de Oliveira Almeida R, Valente GT. Predicting metabolic pathways of plant enzymes without using sequence similarity: Models from machine learning. THE PLANT GENOME 2020; 13:e20043. [PMID: 33217216 DOI: 10.1002/tpg2.20043] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 06/03/2020] [Accepted: 06/10/2020] [Indexed: 06/11/2023]
Abstract
Most of the bioinformatics tools for enzyme annotation focus on enzymatic function assignments. Sequence similarity to well-characterized enzymes is often used for functional annotation and to assign metabolic pathways. However, these approaches are not feasible for all sequences leading to inaccurate annotations or lack of metabolic pathway information. Here we present the mApLe (metabolic pathway predictor of plant enzymes), a high-performance machine learning-based tool with models to label the metabolic pathway of enzymes rather than specifying enzymes' reactions. The mApLe uses molecular descriptors of the enzyme sequences to perform predictions without considering sequence similarities with reference sequences. Hence, mApLe can classify a diversity of enzymes, even the ones without any homolog or with incomplete EC numbers. This tool can be used to improve the quality of genomic annotation of plants or to narrow down the number of candidate genes for metabolic engineering researches. The mApLe tool is available online, and the GUI can be locally installed.
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Affiliation(s)
- Rodrigo de Oliveira Almeida
- Instituto Federal de Educação, Ciência e Tecnologia do Sudeste de Minas Gerais, Muriaé, Brazil
- Department of Bioprocess and Biotechnology, School of Agriculture, São Paulo State University (Unesp), Botucatu, Brazil
| | - Guilherme Targino Valente
- Department of Bioprocess and Biotechnology, School of Agriculture, São Paulo State University (Unesp), Botucatu, Brazil
- Department of Developmental Genetics, Max Planck Institut für Herz- und Lungenforschung, Bad Nauheim, Germany
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21
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Chen H, Zhang YHPJ. Enzymatic regeneration and conservation of ATP: challenges and opportunities. Crit Rev Biotechnol 2020; 41:16-33. [PMID: 33012193 DOI: 10.1080/07388551.2020.1826403] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
Adenosine triphosphate (ATP), the universal energy currency of life, has a central role in numerous biochemical reactions with potential for the synthesis of numerous high-value products. ATP can be regenerated by three types of mechanisms: substrate level phosphorylation, oxidative phosphorylation, and photophosphorylation. Current ATP regeneration methods are mainly based on substrate level phosphorylation catalyzed by one enzyme, several cascade enzymes, or in vitro synthetic enzymatic pathways. Among them, polyphosphate kinases and acetate kinase, along with their respective phosphate donors, are the most popular approaches for in vitro ATP regeneration. For in vitro artificial pathways, either ATP-free or ATP-balancing strategies can be implemented via smart pathway design by choosing ATP-independent enzymes. Also, we discuss some remaining challenges and suggest perspectives, especially for industrial biomanufacturing. Development of ATP regeneration systems featuring low cost, high volumetric productivity, long lifetime, flexible compatibility, and great robustness could be one of the bottom-up strategies for cascade biocatalysis and in vitro synthetic biology.
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Affiliation(s)
- Hongge Chen
- College of Life Sciences, Henan Agricultural University, Zhengzhou, China
| | - Yi-Heng P Job Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin Airport Economic Area, Tianjin, China
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22
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Kalnenieks U, Balodite E, Rutkis R. Metabolic Engineering of Bacterial Respiration: High vs. Low P/O and the Case of Zymomonas mobilis. Front Bioeng Biotechnol 2019; 7:327. [PMID: 31781557 PMCID: PMC6861446 DOI: 10.3389/fbioe.2019.00327] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 10/28/2019] [Indexed: 11/13/2022] Open
Abstract
Respiratory chain plays a pivotal role in the energy and redox balance of aerobic bacteria. By engineering respiration, it is possible to alter the efficiency of energy generation and intracellular redox state, and thus affect the key bioprocess parameters: cell yield, productivity and stress resistance. Here we summarize the current metabolic engineering and synthetic biology approaches to bacterial respiratory metabolism, with a special focus on the respiratory chain of the ethanologenic bacterium Zymomonas mobilis. Electron transport in Z. mobilis can serve as a model system of bacterial respiration with low oxidative phosphorylation efficiency. Its application for redox balancing and relevance for improvement of stress tolerance are analyzed.
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Affiliation(s)
- Uldis Kalnenieks
- Institute of Microbiology and Biotechnology, University of Latvia, Riga, Latvia
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23
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Loan TD, Easton CJ, Alissandratos A. DNA amplification with in situ nucleoside to dNTP synthesis, using a single recombinant cell lysate of E. coli. Sci Rep 2019; 9:15621. [PMID: 31666578 PMCID: PMC6821818 DOI: 10.1038/s41598-019-51917-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Accepted: 10/07/2019] [Indexed: 02/08/2023] Open
Abstract
Nucleic acid amplification (NAA) is a cornerstone of modern molecular and synthetic biology. Routine application by non-specialists, however, is hampered by difficulties with storing and handling the requisite labile and expensive reagents, such as deoxynucleoside triphosphates (dNTPs) and polymerases, and the complexity of protocols for their use. Here, a recombinant E. coli extract is reported that provides all the enzymes to support high-fidelity DNA amplification, and with labile dNTPs generated in situ from cheap and stable deoxynucleosides. Importantly, this is obtained from a single, engineered cell strain, through minimal processing, as a lysate capable of replacing the cold-stored commercial reagents in a typical PCR. This inexpensive preparation is highly active, as 1 L of bacterial culture is enough to supply ~106 NAA reactions. Lyophilized lysate can be used after a single-step reconstitution, resulting overall in a greatly simplified workflow and a promising synthetic biology tool, in particular for applications such as diagnostics.
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Affiliation(s)
- Thomas D Loan
- Research School of Chemistry, Australian National University, Canberra, Australia
| | - Christopher J Easton
- Research School of Chemistry, Australian National University, Canberra, Australia
| | - Apostolos Alissandratos
- Research School of Chemistry, Australian National University, Canberra, Australia. .,CSIRO Synthetic Biology Future Science Platform, Australian National University, Canberra, Australia.
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24
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Okano K, Zhu Q, Honda K. In vitro reconstitution of non-phosphorylative Entner-Doudoroff pathway for lactate production. J Biosci Bioeng 2019; 129:269-275. [PMID: 31594693 DOI: 10.1016/j.jbiosc.2019.09.010] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 09/02/2019] [Accepted: 09/14/2019] [Indexed: 01/20/2023]
Abstract
In vitro metabolic engineering is an emerging framework for bioproduction systems, in which synthetic metabolic pathways are constructed using a limited number of enzymes. Employment of thermophilic enzymes as catalytic elements in pathways enables the use of simple heat purification of recombinantly expressed enzymes. However, thermophilic enzymes are generally incompatible with thermo-labile substrates and intermediates. In previous work, we showed that lactate production through a non-ATP forming chimeric Embden-Meyerhof (EM) pathway required careful adjustment of the metabolic fluxes by continuous substrate feeding and optimization of enzyme ratios to prevent the accumulation and degradation of thermo-labile intermediates (Ye et al., Microb. Cell Fact., 11, 120, 2012). In the study reported here, we constructed an in vitro non-phosphorylative Entner-Doudoroff (np-ED) pathway. Because of the high thermal stability of the metabolic intermediates in the np-ED pathway, it could prevent degradation of accumulated metabolic intermediates caused by inconstant metabolic fluxes, and batch-mode production of lactate in which the concentrations of the substrate and metabolic intermediates change dynamically could be achieved. By combining the enzymes involved in the np-ED pathway and lactate dehydrogenase, 20.9 mM lactate was produced from 10 mM glucose and 1 mM gluconate in 6 h.
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Affiliation(s)
- Kenji Okano
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamada-oka, Suita, Osaka 565-0871, Japan.
| | - Qianqin Zhu
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamada-oka, Suita, Osaka 565-0871, Japan
| | - Kohsuke Honda
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamada-oka, Suita, Osaka 565-0871, Japan
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25
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Guevara G, Olortegui Flores Y, Fernández de las Heras L, Perera J, Navarro Llorens JM. Metabolic engineering of Rhodococcus ruber Chol-4: A cell factory for testosterone production. PLoS One 2019; 14:e0220492. [PMID: 31348804 PMCID: PMC6660089 DOI: 10.1371/journal.pone.0220492] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 07/17/2019] [Indexed: 11/30/2022] Open
Abstract
Rhodococcus ruber Chol-4 is a potent steroid degrader that has a great potential as a biotechnological tool. As proof of concept, this work presents testosterone production from 4-androstene-3,17-dione by tailoring innate catabolic enzymes of the steroid catabolism inside the strain. A R. ruber quadruple mutant was constructed in order to avoid the breakage of the steroid nucleus. At the same time, an inducible expression vector for this strain was developed. The 17-ketoreductase gene from the fungus Cochliobolus lunatus was cloned and overexpressed in this vector. The engineered strain was able to produce testosterone from 4-androstene-3,17-dione using glucose for cofactor regeneration with a molar conversion of 61%. It is important to note that 91% of the testosterone was secreted outside the cell after 3 days of cell biotransformation. The results support the idea that Rhodococcus ruber Chol-4 can be metabolically engineered and can be used for the production of steroid intermediates.
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Affiliation(s)
- Govinda Guevara
- Department of Biochemistry and Molecular Biology, Facultad de CC, Biológicas, C/Jose Antonio Novais, Universidad Complutense de Madrid, Madrid, Spain
| | - Yamileth Olortegui Flores
- Department of Biochemistry and Molecular Biology, Facultad de CC, Biológicas, C/Jose Antonio Novais, Universidad Complutense de Madrid, Madrid, Spain
| | - Laura Fernández de las Heras
- Department of Biochemistry and Molecular Biology, Facultad de CC, Biológicas, C/Jose Antonio Novais, Universidad Complutense de Madrid, Madrid, Spain
| | - Julián Perera
- Department of Biochemistry and Molecular Biology, Facultad de CC, Biológicas, C/Jose Antonio Novais, Universidad Complutense de Madrid, Madrid, Spain
| | - Juana María Navarro Llorens
- Department of Biochemistry and Molecular Biology, Facultad de CC, Biológicas, C/Jose Antonio Novais, Universidad Complutense de Madrid, Madrid, Spain
- * E-mail:
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26
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A critical comparison of cellular and cell-free bioproduction systems. Curr Opin Biotechnol 2019; 60:221-229. [PMID: 31207555 DOI: 10.1016/j.copbio.2019.05.003] [Citation(s) in RCA: 46] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Accepted: 05/07/2019] [Indexed: 12/22/2022]
Abstract
Conversion of biological feedstocks into value-added chemicals is mostly performed via microbial fermentation. An emerging alternative approach is the use of cell-free systems, consisting of purified enzymes and cofactors. Unfortunately, the in vivo and in vitro research communities rarely interact, which leads to oversimplifications and exaggerations that do not permit fair comparison of the two strategies and impede synergistic interactions. Here, we provide a comprehensive account for the advantages and drawbacks associated with each strategy, and further discuss recent research efforts that aim to breach the limits of cellular and cell-free production. We also explore emerging hybrid solutions that integrate the benefits of both worlds and could expand the boundaries of biosynthesis.
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27
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Taniguchi H, Imura M, Okano K, Honda K. Developing a single strain for in vitro salvage synthesis of NAD + at high temperatures and its potential for bioconversion. Microb Cell Fact 2019; 18:75. [PMID: 31023312 PMCID: PMC6482498 DOI: 10.1186/s12934-019-1125-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Accepted: 04/22/2019] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Thermostable enzymes have several advantages over their mesophilic counterparts for industrial applications. However, trade-offs such as thermal instability of enzyme substrates or co-factors exist. Nicotinamide adenine dinucleotide (NAD+) is an important co-factor in many enzyme-catalyzed oxidation-reduction reactions. This compound spontaneously decomposes at elevated temperatures and basic pH, a property that limits catalysis of NAD+/NADH-dependent bioconversions using thermostable enzymes to short timeframes. To address this issue, an "in vitro metabolic pathway" for salvage synthesis of NAD+ using six thermophilic enzymes was constructed to resynthesize NAD+ from its thermal decomposition products at high temperatures. RESULTS An integrated strain, E. coli DH5α (pBR-CI857, pGETS118-NAD+), that codes for six thermophilic enzymes in a single operon was constructed. Gene-expression levels of these enzymes in the strain were modulated by their sequential order in the operon. An enzyme solution containing these enzymes was prepared by the heat purification from the cell lysate of the integrated strain, and used as an enzyme cocktail for salvage synthesis of NAD+. The salvage activity for synthesis of NAD+ from its thermal decomposition products was found to be 0.137 ± 0.006 µmol min-1 g-1 wet cells. More than 50% of this initial activity remained after 24 h at 60 °C. The enzyme cocktail could maintain a NAD+ concentration of 1 mM for 12 h at 60 °C. Furthermore, this enzyme cocktail supported continuous NAD+/NADH-dependent redox reactions using only NAD+/NADH derived from host cells, without the need for addition of external NAD+. CONCLUSIONS The integrated strain allows preparation of an enzyme cocktail that can solve the problem of NAD+ instability at high temperatures. The strain simplifies preparation of the enzyme cocktail, and thus expands the applicability of the in vitro metabolic engineering method using thermostable enzymes. Further optimization of gene expressions in the integrated strain can be achieved by using various types of ribosome binding sites as well as promoters.
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Affiliation(s)
- Hironori Taniguchi
- Department of Biotechnology, Graduate School of Engineering, Osaka University, Yamadaoka 2-1, Suita, Osaka, 565-0871, Japan
| | - Makoto Imura
- KOHJIN Life Sciences Co., Ltd., Higashihama 1-6, Saiki, Oita, 876-858, Japan
| | - Kenji Okano
- Department of Biotechnology, Graduate School of Engineering, Osaka University, Yamadaoka 2-1, Suita, Osaka, 565-0871, Japan
| | - Kohsuke Honda
- Department of Biotechnology, Graduate School of Engineering, Osaka University, Yamadaoka 2-1, Suita, Osaka, 565-0871, Japan.
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28
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Petroll K, Kopp D, Care A, Bergquist PL, Sunna A. Tools and strategies for constructing cell-free enzyme pathways. Biotechnol Adv 2018; 37:91-108. [PMID: 30521853 DOI: 10.1016/j.biotechadv.2018.11.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Revised: 10/22/2018] [Accepted: 11/20/2018] [Indexed: 12/12/2022]
Abstract
Single enzyme systems or engineered microbial hosts have been used for decades but the notion of assembling multiple enzymes into cell-free synthetic pathways is a relatively new development. The extensive possibilities that stem from this synthetic concept makes it a fast growing and potentially high impact field for biomanufacturing fine and platform chemicals, pharmaceuticals and biofuels. However, the translation of individual single enzymatic reactions into cell-free multi-enzyme pathways is not trivial. In reality, the kinetics of an enzyme pathway can be very inadequate and the production of multiple enzymes can impose a great burden on the economics of the process. We examine here strategies for designing synthetic pathways and draw attention to the requirements of substrates, enzymes and cofactor regeneration systems for improving the effectiveness and sustainability of cell-free biocatalysis. In addition, we comment on methods for the immobilisation of members of a multi-enzyme pathway to enhance the viability of the system. Finally, we focus on the recent development of integrative tools such as in silico pathway modelling and high throughput flux analysis with the aim of reinforcing their indispensable role in the future of cell-free biocatalytic pathways for biomanufacturing.
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Affiliation(s)
- Kerstin Petroll
- Department of Molecular Sciences, Macquarie University, Sydney, Australia
| | - Dominik Kopp
- Department of Molecular Sciences, Macquarie University, Sydney, Australia
| | - Andrew Care
- Department of Molecular Sciences, Macquarie University, Sydney, Australia; Biomolecular Discovery and Design Research Centre, Macquarie University, Sydney, Australia
| | - Peter L Bergquist
- Department of Molecular Sciences, Macquarie University, Sydney, Australia; Department of Molecular Medicine & Pathology, University of Auckland, Auckland, New Zealand
| | - Anwar Sunna
- Department of Molecular Sciences, Macquarie University, Sydney, Australia; Biomolecular Discovery and Design Research Centre, Macquarie University, Sydney, Australia.
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29
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Jia X, Kelly RM, Han Y. Simultaneous biosynthesis of ( R)-acetoin and ethylene glycol from D-xylose through in vitro metabolic engineering. Metab Eng Commun 2018; 7:e00074. [PMID: 30197863 PMCID: PMC6127078 DOI: 10.1016/j.mec.2018.e00074] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Revised: 06/18/2018] [Accepted: 06/24/2018] [Indexed: 11/28/2022] Open
Abstract
(R)-acetoin is a four-carbon platform compound used as the precursor for synthesizing novel optically active materials. Ethylene glycol (EG) is a large-volume two-carbon commodity chemical used as the anti-freezing agent and building-block molecule for various polymers. Currently established microbial fermentation processes for converting monosaccharides to either (R)-acetoin or EG are plagued by the formation of undesirable by-products. We show here that a cell-free bioreaction scheme can generate enantiomerically pure acetoin and EG as co-products from biomass-derived D-xylose. The seven-step, ATP-free system included in situ cofactor regeneration and recruited enzymes from Escherichia coli W3110, Bacillus subtilis shaijiu 32 and Caulobacter crescentus CB 2. Optimized in vitro biocatalytic conditions generated 3.2 mM (R)-acetoin with stereoisomeric purity of 99.5% from 10 mM D-xylose at 30 °C and pH 7.5 after 24 h, with an initial (R)-acetoin productivity of 1.0 mM/h. Concomitantly, EG was produced at 5.5 mM, with an initial productivity of 1.7 mM/h. This in vitro biocatalytic platform illustrates the potential for production of multiple value-added biomolecules from biomass-based sugars with no ATP requirement.
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Key Words
- (R)-acetoin
- BSA, bovine serum albumin
- Cofactor regeneration
- D-xylose
- EG, ethylene glycol
- EMP, Embden-Meyerhoff-Parnas
- Ethylene glycol
- FAD, flavin adenine dinucleotide
- GC, gas chromatography
- HPLC, high-pressure liquid chromatography
- IPTG, isopropyl-β-D-thiogalactopyranoside
- In vitro metabolic engineering
- LB, lysogeny broth
- NAD+, oxidized nicotinamide adenine dinucleotide
- NADH, reduced nicotinamide adenine dinucleotide
- PET, polyethylene terephthalate
- PP, pentose phosphate
- SDS-PAGE, sodium dodecyl sulfate-polyacrylamide gel electrophoresis
- ThDP, Thiamine diphosphate
- ee, enantiomeric excess
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Affiliation(s)
- Xiaojing Jia
- National Key Laboratory of Biochemical Engineering, Institute of Process Engineering, Chinese Academy of Sciences, Beijing 100190, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Robert M. Kelly
- Department of Chemical and Biomolecular Engineering North Carolina State University, Raleigh, NC 27695-7905, USA
| | - Yejun Han
- National Key Laboratory of Biochemical Engineering, Institute of Process Engineering, Chinese Academy of Sciences, Beijing 100190, China
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30
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Shi T, Han P, You C, Zhang YHPJ. An in vitro synthetic biology platform for emerging industrial biomanufacturing: Bottom-up pathway design. Synth Syst Biotechnol 2018; 3:186-195. [PMID: 30345404 PMCID: PMC6190512 DOI: 10.1016/j.synbio.2018.05.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Revised: 05/21/2018] [Accepted: 05/23/2018] [Indexed: 01/29/2023] Open
Abstract
Although most in vitro (cell-free) synthetic biology projects are usually used for the purposes of fundamental research or the formation of high-value products, in vitro synthetic biology platform, which can implement complicated biochemical reactions by the in vitro assembly of numerous enzymes and coenzymes, has been proposed for low-cost biomanufacturing of bioenergy, food, biochemicals, and nutraceuticals. In addition to the most important advantage-high product yield, in vitro synthetic biology platform features several other biomanufacturing advantages, such as fast reaction rate, easy product separation, open process control, broad reaction condition, tolerance to toxic substrates or products, and so on. In this article, we present the basic bottom-up design principles of in vitro synthetic pathway from basic building blocks-BioBricks (thermoenzymes and/or immobilized enzymes) to building modules (e.g., enzyme complexes or multiple enzymes as a module) with specific functions. With development in thermostable building blocks-BioBricks and modules, the in vitro synthetic biology platform would open a new biomanufacturing age for the cost-competitive production of biocommodities.
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Affiliation(s)
| | | | - Chun You
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, China
| | - Yi-Heng P. Job Zhang
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, 32 West 7th Avenue, Tianjin Airport Economic Area, Tianjin, 300308, China
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31
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Wohlgemuth R. Horizons of Systems Biocatalysis and Renaissance of Metabolite Synthesis. Biotechnol J 2018; 13:e1700620. [DOI: 10.1002/biot.201700620] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Revised: 04/26/2018] [Indexed: 12/12/2022]
Affiliation(s)
- Roland Wohlgemuth
- European Federation of Biotechnology; Section on Applied Biocatalysis (ESAB); Theodor-Heuss-Allee 25,Frankfurt am Main 60486 Germany
- Sigma-Aldrich; Member of Merck Group; Industriestrasse 25,Buchs 9470 Switzerland
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32
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Cell-free synthetic biology for in vitro biosynthesis of pharmaceutical natural products. Synth Syst Biotechnol 2018; 3:83-89. [PMID: 29900420 PMCID: PMC5995452 DOI: 10.1016/j.synbio.2018.02.002] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2017] [Revised: 01/29/2018] [Accepted: 02/08/2018] [Indexed: 01/26/2023] Open
Abstract
Natural products with significant biological activities continuously act as rich sources for drug discovery and development. To harness the potential of these valuable compounds, robust methods need to be developed for their rapid and sustainable production. Cell-free biosynthesis of pharmaceutical natural products by in vitro reconstruction of the entire biosynthetic pathways represents one such solution. In this review, we focus on in vitro biosynthesis of two important classes of natural products, polyketides (PKs) and nonribosomal peptides (NRPs). First, we summarize purified enzyme-based systems for the biosynthesis of PKs, NRPs, and PK/NRP hybrids. Then, we introduce the cell-free protein synthesis (CFPS)-based technology for natural product production. With that, we discuss challenges and opportunities of cell-free synthetic biology for in vitro biosynthesis of natural products.
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33
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Affiliation(s)
- Josef M. Sperl
- Chair of Chemistry of Biogenic
Resources, Technical University of Munich, Campus Straubing for Biotechnology
and Sustainability, Schulgasse 16, 94315 Straubing, Germany
| | - Volker Sieber
- Chair of Chemistry of Biogenic
Resources, Technical University of Munich, Campus Straubing for Biotechnology
and Sustainability, Schulgasse 16, 94315 Straubing, Germany
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34
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Wilding KM, Schinn SM, Long EA, Bundy BC. The emerging impact of cell-free chemical biosynthesis. Curr Opin Biotechnol 2018; 53:115-121. [PMID: 29310029 DOI: 10.1016/j.copbio.2017.12.019] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Revised: 12/16/2017] [Accepted: 12/19/2017] [Indexed: 02/07/2023]
Abstract
Biomanufacturing has emerged as a promising alternative to chemocatalysis for green, renewable, complex synthesis of biofuels, medicines, and fine chemicals. Cell-free chemical biosynthesis offers additional advantages over in vivo production, enabling plug-and-play assembly of separately produced enzymes into an optimal cascade, versatile reaction conditions, and direct access to the reaction environment. In order for these advantages to be realized on the larger scale of industry, strategies are needed to reduce costs of biocatalyst generation, improve biocatalyst stability, and enable economically sustainable continuous cascade operation. Here we overview the advantages and remaining challenges of applying cell-free chemical biosynthesis for commodity production, and discuss recent advances in cascade engineering, enzyme immobilization, and enzyme encapsulation which constitute important steps towards addressing these challenges.
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Affiliation(s)
- Kristen M Wilding
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Song-Min Schinn
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Emily A Long
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States
| | - Bradley C Bundy
- Department of Chemical Engineering, Brigham Young University, Provo, UT, United States.
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