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Wang X, Sun ML, Lin L, Ledesma-Amaro R, Wang K, Ji XJ. Engineering strategies for producing medium-long chain dicarboxylic acids in oleaginous yeasts. BIORESOURCE TECHNOLOGY 2025; 430:132593. [PMID: 40294756 DOI: 10.1016/j.biortech.2025.132593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Revised: 03/20/2025] [Accepted: 04/25/2025] [Indexed: 04/30/2025]
Abstract
Medium-long chain dicarboxylic acids (DCAs, C ≥ 6) are essential chemical raw materials, with wide applications in the chemical, pharmaceutical, material and food industries. However, the traditional chemical synthesis methods cause environmental pollution and are not in line with goals of sustainable development. With the development of synthetic biology, high-value-added DCAs can be biosynthesized from hydrophobic substrates (HSs) using suitable microorganisms. This review first summarizes the biosynthetic pathway of DCAs in oleaginous yeasts and then emphasizes the related engineering strategies for increasing the product yield, including promoter, enzyme, pathway, cell, fermentation, and downstream engineering. In addition, the challenges and development trends in the biosynthesis of DCAs are discussed, in light of the current progress, challenges, and trends in this field. Finally, guidelines for future research are proposed. Overall, this review systematically summarizes recent engineering strategies for DCAs production in oleaginous yeasts and offers valuable insights for future DCAs biosynthesis.
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Affiliation(s)
- Xin Wang
- State Key Laboratory of Materials-Oriented Chemical Engineering, College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China
| | - Mei-Li Sun
- State Key Laboratory of Materials-Oriented Chemical Engineering, College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China
| | - Lu Lin
- State Key Laboratory of Materials-Oriented Chemical Engineering, College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China
| | - Rodrigo Ledesma-Amaro
- Department of Bioengineering and Imperial College Centre for Synthetic Biology, Imperial College London, London SW7 2AZ, United Kingdom
| | - Kaifeng Wang
- State Key Laboratory of Materials-Oriented Chemical Engineering, College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China.
| | - Xiao-Jun Ji
- State Key Laboratory of Materials-Oriented Chemical Engineering, College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, No. 30 South Puzhu Road, Nanjing 211816, People's Republic of China.
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Chen M, Han C, Zhou P, Shi R, Xing Z, Chen Q, Xie GA, Xie R, Tan W, Liang H. Rational metabolic engineering of Escherichia coli for the industrial-scale production of l-phenylalanine. BIORESOURCE TECHNOLOGY 2025; 426:132325. [PMID: 40032190 DOI: 10.1016/j.biortech.2025.132325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 02/10/2025] [Accepted: 02/27/2025] [Indexed: 03/05/2025]
Abstract
Rational metabolic engineering has numerous applications in the optimization of microorganisms for the production of valuable compounds at the laboratory-scale. However, the existing strategies and tools are far from sufficient for engineering of industrial strains due to their specificity. The aim of this project was to implement novel strategies to enhance industrial l-phenylalanine (l-PHE) production and yield, including the regulation of key gene expressions, modifications of global transcription factors, creation of NADPH-independent pentose phosphate pathway and pyruvate-oxaloacetate-phosphoenolpyruvate cycle. The project also involved the identification and engineering of novel byproduct pathways and the development of a tyrosine-nonauxotrophic strain. Through comprehensive rational engineering, an industrial l-PHE producer, designated PHE17, achieved the highest production (103.15 g/L) and yield (0.229 g/g) of l-PHE reported thus far. This study also represents the first report on the iterative engineering of industrial l-PHE producers, thereby offering great significance for the engineering of other aromatic animo acids-producing strains.
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Affiliation(s)
- Minliang Chen
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China.
| | - Chao Han
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China
| | - Peng Zhou
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China
| | - Run Shi
- Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China
| | - Zhiwei Xing
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Jiaozuo Joincare Biotechnology Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China
| | - Qianqian Chen
- Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China
| | - Gou-An Xie
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China
| | - Rufei Xie
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China
| | - Wei Tan
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China
| | - Hengyu Liang
- Henan Joincare Biopharma Research Institute Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Jiaozuo Joincare Biotechnology Co. Ltd, Wanfang Industry Zone, Jiaozuo 454000, People's Republic of China; Guangdong Provincial Key Laboratory of Research and Development and Application of Fermentation and Semi-synthetic Drugs, Livzon New North River Pharmaceutical Co. Ltd, 1st Renmin Road, Qingyuan 511500, People's Republic of China.
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Zhai Y, Chen L, Ma L, Duan Y, Chen W, Long L, Wang G, Shi A, Chen G, Li D. Fluorescent protein-based anaerobic reporter for construction of promoter libraries in Clostridium autoethanogenum. Int J Biol Macromol 2025; 310:143155. [PMID: 40268006 DOI: 10.1016/j.ijbiomac.2025.143155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2025] [Revised: 03/10/2025] [Accepted: 04/12/2025] [Indexed: 04/25/2025]
Abstract
Clostridium autoethanogenum, a key organism for syngas fermentation, has great industrial potential as an anaerobic microbe. However, tools for monitoring and characterizing gene expression, such as fluorescent protein-based anaerobic reporters (FPARs), and promoter libraries for regulating expression intensity, are lacking. In this study, we developed a fluorescent protein-based anaerobic reporter (FPAR) tailored for C. autoethanogenum. The FPAR enabled intuitive and precise assessment of promoter activity, facilitating the creation of libraries of constitutive promoters with varying expression strengths, as well as lactose-inducible promoter libraries. The strongest constitutive promoter exhibited approximately 7.5-fold greater activity than the weakest, while the strongest inducible promoter demonstrated a 10-fold increase compared to the weakest. This work not only establishes an efficient FPAR system for C. autoethanogenum, but also provides key genetic elements for advancing metabolic engineering and optimizing industrial processes involving this microbe.
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Affiliation(s)
- Yida Zhai
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China; School of Environment, Harbin Institute of Technology, Harbin 150090, PR China; Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Limei Chen
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Longxue Ma
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Yu Duan
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China; School of Environment, Harbin Institute of Technology, Harbin 150090, PR China; Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Wuxi Chen
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Liucheng Long
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Guanglei Wang
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Aijia Shi
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China
| | - Guofu Chen
- School of Marine Science and Technology, Harbin Institute of Technology (Weihai), Weihai 264209, PR China.
| | - Demao Li
- Tianjin Key Laboratory for Industrial Biological System and Bioprocessing Engineering, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China.
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Guo Q, Zhong YF, Chen XY, Li YW, Yang YX, Nie ZK, Shi TQ. Transcriptome-Based Mining of the Strong Promoters for Hyperproduction of Gibberellin GA3 in Fusarium fujikuroi. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:8440-8447. [PMID: 40108859 DOI: 10.1021/acs.jafc.5c00408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
Gibberellin GA3 is a plant growth regulator with significant applications in agriculture, and Fusarium fujikuroi has gained attention as an excellent host for the industrial production of GA3. Although numerous gene-editing tools have been developed, the precise metabolic flux regulation in F. fujikuroi was significantly hindered because the endogenous promoters were rarely identified. In this study, a library containing 20 potential promoters was mined and constructed for the first time through transcriptome sequencing. Using β-glucuronidase as a reporter gene, promoter P10594 showed the highest relative activity and had a stable expression in different media, which was identified as a strong constitutive promoter. Subsequently, P10594 was used to regulate the metabolic flux for GA3 overproduction. The yield reached 0.89 g/L in the shake flask, 17.1% higher than the control strain. Finally, 2.38 g/L GA3 can be obtained in a 5 L bioreactor using the engineered strain FF-2. In general, the work enriched the promoter library in F. fujikuroi and provided help for reshaping the complex metabolic flow.
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Affiliation(s)
- Qi Guo
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Yue-Feng Zhong
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Xin-Yu Chen
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Ya-Wen Li
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Yu-Xin Yang
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
| | - Zhi-Kui Nie
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
- Jiangxi New Reyphon Biochemical Co., Ltd., In Salt Chemical Industry City, Jian 331307, People's Republic of China
| | - Tian-Qiong Shi
- School of Food Science and Pharmaceutical Engineering, Nanjing Normal University, 2 Xuelin Road, Qixia District, Nanjing 210023, People's Republic of China
- Jiangxi New Reyphon Biochemical Co., Ltd., In Salt Chemical Industry City, Jian 331307, People's Republic of China
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Wang G, Li M, Fan B, Liang X, Wang J, Shi Y, Zheng Q, Li D, An T. Introduction of human m 6Am methyltransferase PCIF1 facilitates the biosynthesis of terpenoids in Saccharomyces cerevisiae. Microb Cell Fact 2025; 24:78. [PMID: 40176045 PMCID: PMC11963462 DOI: 10.1186/s12934-025-02701-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Accepted: 03/20/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The application of synthetic biology techniques has been recognized as an efficient alternative for the biosynthesis of high-value natural products, and various metabolic engineering strategies have been employed to develop microbial cell factories. However, exploration of more efficient metabolic pathway optimization strategies is still required to further improve the producing potential of microbial cell factories to meet the industrial requirements. RESULTS In this study, we found that the introduction of human N6,2'-O-dimethyladenosine (m6Am) methyltransferase PCIF1 into Saccharomyces cerevisiae significantly promoted the biosynthesis of squalene, increased by 2.3-fold. Transcriptome analysis revealed that PCIF1 upregulated genes associated with glycolysis and acetyl-CoA biosynthesis pathways, and also activated the cell wall integrity mitogen-activated protein kinase (MAPK) pathway to improve the cell wall stress response. Importantly, PCIF1 expression notably enhanced squalene and sesquiterpenoid longifolene production in engineered yeast strains, with 2.3-fold and 1.4-fold higher increase, respectively. CONCLUSION This study presents a PCIF1-based metabolic engineering strategy that could serve as an effective approach for the optimization of terpene biosynthesis in yeast cell factories.
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Affiliation(s)
- Guoli Wang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Mingkai Li
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Bengui Fan
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Xiqin Liang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Jun Wang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Yanbing Shi
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Qiusheng Zheng
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Defang Li
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Tianyue An
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
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Li J, Gong S, Ma Y, Han P, Wang N, Fu Z, Zhang X, Huang X, Yang T, Tong H, Zhao GR, Wu Y, Yuan YJ. Creation of a eukaryotic multiplexed site-specific inversion system and its application for metabolic engineering. Nat Commun 2025; 16:1918. [PMID: 39994248 PMCID: PMC11850598 DOI: 10.1038/s41467-025-57206-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 02/12/2025] [Indexed: 02/26/2025] Open
Abstract
The site-specific recombination system is a versatile tool in genome engineering, enabling controlled DNA inversion or deletion at specific sites to generate genetic diversity. The multiplexed inversion system, which preferentially facilitates inversion at reverse-oriented sites rather than deletion at same-oriented sites, has not been found in eukaryotes. Here, we establish a multiplexed site-specific inversion system, Rci51-5/multi-sfxa101, in yeast. Firstly, we develop a high-throughput screening system based on the on/off transcriptional control of multiple markers by DNA inversion. After two rounds of progressively stringent directed evolution, a mutant Rci51-5 shows an ability of multisite inversion and a ~ 1000-fold increase in total inversion efficiency against the wild-type Rci derived from Salmonella typhimurium. Subsequently, we demonstrate that the Rci51-5/multi-sfxa101 system exhibits significantly lower deletion rate than the Cre/multi-loxP system. Using the synthetic metabolic pathway of β-carotene as an example, we illustrate that the system can effectively facilitate promoter substitution in the metabolic pathway, resulting in a more than 7-fold increase in the yield of β-carotene. In summary, we develop a multiplexed site-specific inversion system in eukaryotes, providing an approach to metabolic engineering and a tool for eukaryotic genome manipulation.
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Affiliation(s)
- Jieyi Li
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Simiao Gong
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Yuan Ma
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Peiyan Han
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Nan Wang
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Zongheng Fu
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Xinyi Zhang
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Xinyang Huang
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Tianyu Yang
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Hanze Tong
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Guang-Rong Zhao
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
| | - Yi Wu
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China.
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China.
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China.
| | - Ying-Jin Yuan
- State Key Laboratory of Synthetic Biology, Tianjin University, Tianjin, 300072, China
- Frontiers Science Center for Synthetic Biology and Key Laboratory of Systems Bioengineering (Ministry of Education), School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Frontiers Research Institute for Synthetic Biology, Tianjin University, Tianjin, 300072, China
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7
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Zheng X, Guo Y, Chen M, Lu Y, Du Y, Lei Y, Zheng P, Sun J. Promoter engineering with programmable upstream activating sequences in Aspergillus Niger cell factory. Microb Cell Fact 2025; 24:20. [PMID: 39815338 PMCID: PMC11734539 DOI: 10.1186/s12934-025-02642-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: 10/18/2024] [Accepted: 01/02/2025] [Indexed: 01/18/2025] Open
Abstract
BACKGROUND Aspergillus niger is an important industrial filamentous fungus used to produce organic acids and enzymes. A wide dynamic range of promoters, particularly strong promoters, are required for fine-tuning the regulation of gene expression to balance metabolic flux and achieve the high yields of desired products. However, the limited understanding of promoter architectures and activities restricts the efficient transcription regulation of targets in strain engineering in A. niger. RESULTS In this study, we identified two functional upstream activation sequences (UAS) located upstream of the core promoters of highly expressed genes in A. niger. We constructed and characterized a synthetic promoter library by fusing the efficient UAS elements upstream of the strong constitute PgpdA promoter in A. niger. It demonstrated that the strength of synthetic promoters was fine-tuned with a wide range by tandem assembly of the UAS elements. Notably, the most potent promoter exhibited 5.4-fold higher activity than the strongest PgpdA promoter reported previously, significantly extending the range of strong promoters. Using citric acid production as a case study, we employed the synthetic promoter library to enhance citric acid efflux by regulating the cexA expression in A. niger. It showed a 1.6-2.3-fold increase in citric acid production compared to the parent strain, achieving a maximum titer of 145.3 g/L. CONCLUSIONS This study proved that the synthetic promoter library was a powerful toolkit for precise tuning of transcription in A. niger. It also underscores the potential of promoter engineering for gene regulation in strain improvement of fungal cell factories.
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Affiliation(s)
- Xiaomei Zheng
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
| | - Yuting Guo
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
| | - Meiling Chen
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China
- School of Biotechnology, East China University of Science and Technology, Shanghai, 200237, China
| | - Yudan Lu
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
| | - Yimou Du
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
| | - Yu Lei
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China
| | - Ping Zheng
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China.
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China.
- University of Chinese Academy of Sciences, Beijing, 100049, China.
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China.
| | - Jibin Sun
- Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, 300308, China.
- National Center of Technology Innovation for Synthetic Biology, Tianjin, 300308, China.
- University of Chinese Academy of Sciences, Beijing, 100049, China.
- College of Biotechnology, Tianjin University of Science & Technology, Tianjin, 300457, China.
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Xie L, Yu W, Gao J, Wang H, Zhou YJ. Ogataea polymorpha as a next-generation chassis for industrial biotechnology. Trends Biotechnol 2024; 42:1363-1378. [PMID: 38622041 DOI: 10.1016/j.tibtech.2024.03.007] [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: 01/30/2024] [Revised: 03/15/2024] [Accepted: 03/18/2024] [Indexed: 04/17/2024]
Abstract
Ogataea (Hansenula) polymorpha is a nonconventional yeast with some unique characteristics, including fast growth, thermostability, and broad substrate spectrum. Other than common applications for protein production, O. polymorpha is attracting interest for chemical and protein production from methanol; a promising feedstock for the next-generation biomanufacturing due to its abundant sources and excellent characteristics. Benefiting from the development of synthetic biology, it has been engineered to produce value-added chemicals by extensively rewiring cellular metabolism. This Review discusses recently developed synthetic biology tools of O. polymorpha. The advances of chemicals production and systems biology were reviewed comprehensively. Finally, we look ahead to the developments of biomanufacturing in O. polymorpha to make an overall understanding of this chassis for academia and industry.
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Affiliation(s)
- Linfeng Xie
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wei Yu
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, CAS, 457 Zhongshan Road, Dalian 116023, China
| | - Jiaoqi Gao
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, CAS, 457 Zhongshan Road, Dalian 116023, China
| | - Haoyu Wang
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yongjin J Zhou
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, China; Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, CAS, 457 Zhongshan Road, Dalian 116023, China.
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9
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Hu Y, Zhang Q, Bai X, Men L, Ma J, Li D, Xu M, Wei Q, Chen R, Wang D, Yin X, Hu T, Xie T. Screening and modification of (+)-germacrene A synthase for the production of the anti-tumor drug (-)-β-elemene in engineered Saccharomyces cerevisiae. Int J Biol Macromol 2024; 279:135455. [PMID: 39260653 DOI: 10.1016/j.ijbiomac.2024.135455] [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: 07/04/2024] [Revised: 09/06/2024] [Accepted: 09/06/2024] [Indexed: 09/13/2024]
Abstract
(-)-β-Elemene is a primary bioactive compound derived from Curcuma wenyujin and has been widely utilized as an anti-tumor agent for various types of cancer. Due to the inefficiency of plant extraction methods for β-elemene, significant efforts have been directed toward the heterogeneous biosynthesis of β-elemene using microbial cell factories. However, there has been less emphasis on the stereochemical configuration of germacrene A and its rearranged product, β-elemene. In this study, we constructed a yeast cell factory to produce (-)-β-elemene by optimizing the mevalonate pathway and screening for germacrene A synthases (GASs) from both plant and microbial sources. Notably, we discovered that the rearranged products of GASs exhibited different conformations, and only (+)-germacrene A produced by plant-derived GASs could rearrange to form (-)-β-elemene. Building on this discovery, we further investigated the catalytic mechanisms of GASs and developed an efficient catalytic gene module for generating (+)-germacrene A. Ultimately, the engineered yeast produced 1152 mg/L of (-)-β-elemene, marking the highest titer reported in yeast to date. Overall, this work highlights the differences in the stereoconformations of catalytic products between plant- and microbial-derived germacrene A synthases and establishes a foundation for the green and efficient production of β-elemene with a specific stereochemical configuration.
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Affiliation(s)
- Yuhan Hu
- School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Qin Zhang
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Xue Bai
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Lianhui Men
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Jing Ma
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Dengyu Li
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Mengdie Xu
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China
| | - Qiuhui Wei
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China; Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou 311121, China
| | - Rong Chen
- School of Public Health, Hangzhou Normal University, Hangzhou 311121, China
| | - Daming Wang
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China; Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou 311121, China
| | - Xiaopu Yin
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China; Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou 311121, China.
| | - Tianyuan Hu
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China; Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou 311121, China.
| | - Tian Xie
- School of Pharmacy, Hangzhou Normal University, Hangzhou 311121, China; Key Laboratory of Elemene Class Anti-Cancer Chinese Medicines, Engineering Laboratory of Development and Application of Traditional Chinese Medicines, Collaborative Innovation Center of Traditional Chinese Medicines of Zhejiang Province, Hangzhou Normal University, Hangzhou 311121, China.
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10
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Chen S, Tan Z, Wang B, Xu H, Zhao Y, Tian B, Hua Y, Wang L. The Construction of an Extreme Radiation-Resistant Perchlorate-Reducing Bacterium Using Deinococcus deserti Promoters. Int J Mol Sci 2024; 25:11533. [PMID: 39519086 PMCID: PMC11546323 DOI: 10.3390/ijms252111533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2024] [Revised: 10/24/2024] [Accepted: 10/24/2024] [Indexed: 11/16/2024] Open
Abstract
Perchlorate is one of the major inorganic pollutants in the natural environment and the living environment, which is toxic to organisms and difficult to degrade due to its special structure. As previously reported, the Phoenix Mars lander detected approximately 0.6% perchlorate in the Martian soil, indicating challenges for Earth-based life to survive there. Currently, biological approaches using dissimilatory perchlorate-reducing bacteria (DPRB) are the most promising methods for perchlorate degradation. However, the majority of DPRB exhibit limited radiation resistance, rendering them unsuitable for survival on Mars. In this study, we obtained the transcriptome data of Deinococcus deserti, and predicted and identified multiple constitutive expression promoters of D. deserti with varying activities. The top-five most active promoters were separately fused to specific genes involved in the degradation of perchlorate from DPRB Dechloromonas agitata CKB, and transformed into Deinococcus radiodurans R1, forming a novel dissimilatory perchlorate-reducing bacterium, R1-CKB. It exhibited both efficient perchlorate degradation capability and strong radiation resistance, potentially offering a valuable tool for the further enhancement of the Martian atmosphere in the future.
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Affiliation(s)
- Shanhou Chen
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Zichun Tan
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Binqiang Wang
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Hong Xu
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Ye Zhao
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Bing Tian
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
| | - Yuejin Hua
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
- Qian Xuesen Collaborative Research Center of Astrochemistry and Space Life Sciences, Ningbo University, Ningbo 315211, China
| | - Liangyan Wang
- MOE Key Laboratory of Biosystems Homeostasis and Protection, Institute of Biophysics, College of Life Sciences, Zhejiang University, Hangzhou 310058, China; (S.C.); (Z.T.); (B.W.); (H.X.); (Y.Z.); (B.T.)
- Cancer Center, Zhejiang University, Hangzhou 310058, China
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11
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Ni X, Zhai X, Yu W, Ye M, Yang F, Zhou YJ, Gao J. Dynamically Regulating Homologous Recombination Enables Precise Genome Editing in Ogataea polymorpha. ACS Synth Biol 2024; 13:2938-2947. [PMID: 39230514 DOI: 10.1021/acssynbio.4c00349] [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] [Indexed: 09/05/2024]
Abstract
Methylotrophic yeast Ogataea polymorpha has become a promising cell factory due to its efficient utilization of methanol to produce high value-added chemicals. However, the low homologous recombination (HR) efficiency in O. polymorpha greatly hinders extensive metabolic engineering for industrial applications. Overexpression of HR-related genes successfully improved HR efficiency, which however brought cellular stress and reduced chemical production due to constitutive expression of the HR-related gene. Here, we engineered an HR repair pathway using the dynamically regulated gene ScRAD51 under the control of the l-rhamnose-induced promoter PLRA3 based on the previously constructed CRISPR-Cas9 system in O. polymorpha. Under the optimal inducible conditions, the appropriate expression level of ScRAD51 achieved up to 60% of HR rates without any detectable influence on cell growth in methanol, which was 10-fold higher than that of the wild-type strain. While adopting as the chassis strain for bioproductions, the dynamically regulated recombination system had 50% higher titers of fatty alcohols than that static regulation system. Therefore, this study provided a feasible platform in O. polymorpha for convenient genetic manipulation without perturbing cellular fitness.
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Affiliation(s)
- Xin Ni
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
- School of Biological Engineering, Dalian Polytechnic University, Dalian 116034, China
| | - Xiaoxin Zhai
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
- University of Chinese Academy of Sciences, Beijing 100049, PR China
| | - Wei Yu
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
| | - Min Ye
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
- University of Chinese Academy of Sciences, Beijing 100049, PR China
| | - Fan Yang
- School of Biological Engineering, Dalian Polytechnic University, Dalian 116034, China
| | - Yongjin J Zhou
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, PR China
| | - Jiaoqi Gao
- Division of Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, 457 Zhongshan Road, Dalian 116023, PR China
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian 116023, PR China
- Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, CAS, 457 Zhongshan Road, Dalian 116023, PR China
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12
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Li J, Gao J, Ye M, Cai P, Yu W, Zhai X, Zhou YJ. Engineering yeast for high-level production of β-farnesene from sole methanol. Metab Eng 2024; 85:194-200. [PMID: 39181436 DOI: 10.1016/j.ymben.2024.08.006] [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: 06/04/2024] [Revised: 08/14/2024] [Accepted: 08/21/2024] [Indexed: 08/27/2024]
Abstract
Methanol, a rich one-carbon feedstock, can be massively produced from CO2 by the liquid sunshine route, which is helpful to realize carbon neutrality. β-Farnesene is widely used in the production of polymers, surfactants, lubricants, and also serves as a suitable substitute for jet fuel. Constructing an efficient cell factory is a feasible approach for β-farnesene production through methanol biotransformation. Here, we extensively engineered the methylotrophic yeast Ogataea polymorpha for the efficient bio-production of β-farnesene using methanol as the sole carbon source. Our study demonstrated that sufficient supply of precursor acetyl-CoA and cofactor NADPH in an excellent yeast chassis had a 1.3-fold higher β-farnesene production than that of wild-type background strain. Further optimization of the mevalonate pathway and enhancement of acetyl-CoA supply led to a 7-fold increase in β-farnesene accumulation, achieving the highest reported sesquiterpenoids production (14.7 g/L with a yield of 46 mg/g methanol) from one-carbon feedstock under fed-batch fermentation in bioreactor. This study demonstrates the great potential of engineering O. polymorpha for high-level terpenoid production from methanol.
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Affiliation(s)
- Jingjing Li
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Jiaoqi Gao
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China; Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Min Ye
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Peng Cai
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Wei Yu
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Xiaoxin Zhai
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Yongjin J Zhou
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China; CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China; Dalian Key Laboratory of Energy Biotechnology, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
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