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Xie X, Zhong M, Huang X, Yuan X, Mahna N, Mussagy CU, Ren M. Astaxanthin biosynthesis for functional food development and space missions. Crit Rev Biotechnol 2025; 45:923-937. [PMID: 39428346 DOI: 10.1080/07388551.2024.2410364] [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: 12/18/2023] [Revised: 07/21/2024] [Accepted: 09/11/2024] [Indexed: 10/22/2024]
Abstract
Astaxanthin (AXT), a natural carotenoid, has strong antioxidant and anti-ageing effects and can reduce ultraviolet light-induced damage to cells and DNA, stimulate the immune system, and improve cardiovascular disease prognosis. Despite its wide applications in the: nutraceutical, cosmetic, aquaculture, and pharmaceutical industries, AXT industrial production and application are hindered by natural source scarcity, low production efficiency, and high requirements. This review compares the qualitative differences of AXT derived from different natural sources, evaluates the upstream procedures for AXT expression in different chassis organisms, and investigates synthetic biology- and cell factory-based strategies for the industrial production of natural AXT. Synthetic biology is a promising novel strategy for reprogramming plants or microorganisms to produce AXT. Additionally, genetic engineering using cell factories extends beyond terrestrial applications, as it may contribute to the long-term sustainability of human health during space exploration and migration endeavors. This review provides a theoretical basis for the efficient and accurate genetic engineering of AXT from the microalga Haematococcuspluvialis, providing a valuable reference for future research on the biomanufacturing of AXT and other biological metabolites.
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Affiliation(s)
- Xiulan Xie
- Laboratory of Space Biology, Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, Chengdu, China
| | - Moyu Zhong
- Laboratory of Space Biology, Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, Chengdu, China
| | - Xinxin Huang
- Laboratory of Space Biology, Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, Chengdu, China
- State Key Laboratory of Cotton Biology, School of Agricultural Sciences, Zhengzhou University, Zhengzhou, China
| | - Xinrui Yuan
- Laboratory of Space Biology, Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, Chengdu, China
| | - Nasser Mahna
- Department of Horticultural Sciences, Faculty of Agriculture, University of Tabriz, Tabriz, Iran
| | - Cassamo Ussemane Mussagy
- Escuela de Agronomía, Facultad de Ciencias Agronómicas y de los Alimentos, Pontificia Universidad Católica de Valparaíso, Quillota, Chile
| | - Maozhi Ren
- Laboratory of Space Biology, Institute of Urban Agriculture, Chinese Academy of Agricultural Sciences, Chengdu, China
- State Key Laboratory of Cotton Biology, School of Agricultural Sciences, Zhengzhou University, Zhengzhou, China
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2
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Bleisch R, Ihadjadene Y, Torrisi A, Walther T, Mühlstädt G, Steingröwer J, Streif S, Krujatz F. Physiological Adaptation of Chromochloris zofingiensis in Three-Phased Cultivation Performed in a Pilot-Scale Photobioreactor. Life (Basel) 2025; 15:648. [PMID: 40283202 PMCID: PMC12028653 DOI: 10.3390/life15040648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2025] [Revised: 04/04/2025] [Accepted: 04/07/2025] [Indexed: 04/29/2025] Open
Abstract
Chromochloris zofingiensis is a green alga that serves as a valuable source of lipids, proteins, and carotenoids. Compared to well-studied microalgal carotenoid producers, C. zofingiensis offers several advantages, including high biomass, lipid and carotenoid productivity as well as less susceptibility to contaminations. C. zofingiensis can achieve growth rates up to four times higher than those of H. pluvialis under optimal phototrophic conditions. Although several studies have examined its cultivation and carotenogenesis under different tropic growth modes at laboratory scale, few have focused on pilot-scale systems. The goal of this study is to investigate the microalga's physiological adaptation in a 200 L tubular photobioreactor during a three-phase semi-continuous cultivation strategy, particularly focusing on the changes in macromolecular and pigment composition. After an initial biomass accumulation phase, a two-phased stress phase was applied combining nutrient depletion (phase 1) and osmotic salt stress conditions (phase 2). Following this procedure, the cellular protein content dropped to 44.7% of its initial level, while the lipid content rose by up to 320%. Additionally, the astaxanthin concentration increased from 1.1 mg/gDW to 4.9 mg/gDW during the last osmotic stress phases, aligning with results from published laboratory-scale studies.
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Affiliation(s)
- Richard Bleisch
- Institute of Natural Materials Technology, Technische Universität Dresden, 01069 Dresden, Germany; (R.B.); (Y.I.); (T.W.); (J.S.)
- Chair of Automatic Control & System Dynamics, Technische Universität Chemnitz, 09126 Chemnitz, Germany;
| | - Yob Ihadjadene
- Institute of Natural Materials Technology, Technische Universität Dresden, 01069 Dresden, Germany; (R.B.); (Y.I.); (T.W.); (J.S.)
- Chair of Automatic Control & System Dynamics, Technische Universität Chemnitz, 09126 Chemnitz, Germany;
| | - Agnese Torrisi
- Department of Industrial Engineering DII, University of Padova, 35131 Padova, Italy;
| | - Thomas Walther
- Institute of Natural Materials Technology, Technische Universität Dresden, 01069 Dresden, Germany; (R.B.); (Y.I.); (T.W.); (J.S.)
| | | | - Juliane Steingröwer
- Institute of Natural Materials Technology, Technische Universität Dresden, 01069 Dresden, Germany; (R.B.); (Y.I.); (T.W.); (J.S.)
| | - Stefan Streif
- Chair of Automatic Control & System Dynamics, Technische Universität Chemnitz, 09126 Chemnitz, Germany;
- Fraunhofer Institute for Molecular Biology and Applied Ecology, Department of Bioresources, 35392 Giessen, Germany
| | - Felix Krujatz
- Chair of Automatic Control & System Dynamics, Technische Universität Chemnitz, 09126 Chemnitz, Germany;
- biotopa gGmbH—Center for Applied Aquaculture & Bioeconomy, 01454 Radeberg, Germany
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Li Q, Wang X, Teng Y, Yu X, Zhao Y. Gamma-aminobutyric acid as a regulator of astaxanthin production in Haematococcus lacustris under salinity: Exploring physiology, signaling, autophagy, and multi-omics landscape. BIORESOURCE TECHNOLOGY 2024; 413:131466. [PMID: 39260731 DOI: 10.1016/j.biortech.2024.131466] [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: 06/26/2024] [Revised: 08/31/2024] [Accepted: 09/07/2024] [Indexed: 09/13/2024]
Abstract
Haematococcus lacustris-derived natural astaxanthin has significant commercial value, but stressful conditions alone impair cell growth and reduce the total productivity of astaxanthin in industrial settings. This study used gamma-aminobutyric acid (GABA) to increase biomass, astaxanthin productivity, and tolerance to salinity. GABA under NaCl stress enhanced the biomass to 1.76 g/L, astaxanthin content to 30.37 mg g-1, and productivity to 4.10 mg/L d-1, outperforming the control. Further analysis showed GABA enhanced nitrogen assimilation, Ca2+ level, and cellular GABA content, boosting substrate synthesis, energy metabolism, osmoregulation, autophagy, and antioxidant defenses. GABA also activated signaling pathways involving phytohormones, cAMP, cGMP, and MAPK, aiding astaxanthin synthesis. The application of biomarkers (ethylene, salicylic acid, trans-zeatin) and an autophagy inhibitor cooperated with GABA to further enhance the total astaxanthin productivity under NaCl stress. Combining GABA with 25 μM salicylic acid maximized astaxanthin yield at 4.79 mg/L d-1, offering new strategies for industrial astaxanthin production.
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Affiliation(s)
- Qingqing Li
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming 650500, China
| | - Xiang Wang
- Key Laboratory of Eutrophication and Red Tide Prevention of Guangdong Higher Education Institutes, College of Life Science and Technology, Jinan University, Guangzhou 510632, China
| | - Yajun Teng
- Kunming Customs Technology Center, Kunming 650228, China
| | - Xuya Yu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming 650500, China.
| | - Yongteng Zhao
- Yunnan Urban Agricultural Engineering & Technological Research Center, College of Agronomy and Life Science, Kunming University, Kunming 650214, China.
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Hu Y, Kim N, Roth MS, Louie KB, Kosina SM, Upadhyaya S, Jeffers TL, Jordan JS, Bowen BP, Niyogi KK, Northen TR. Green microalga Chromochloris zofingiensis conserves substrate uptake pattern but changes their metabolic uses across trophic transition. Front Microbiol 2024; 15:1470054. [PMID: 39664052 PMCID: PMC11631937 DOI: 10.3389/fmicb.2024.1470054] [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: 07/24/2024] [Accepted: 11/08/2024] [Indexed: 12/13/2024] Open
Abstract
The terrestrial green alga Chromochloris zofingiensis is an emerging model species with potential applications including production of triacylglycerol or astaxanthin. How C. zofingiensis interacts with the diverse substrates during trophic transitions is unknown. To characterize its substrate utilization and secretion dynamics, we cultivated the alga in a soil-based defined medium in transition between conditions with and without glucose supplementation. Then, we examined its exometabolite and endometabolite profiles. This analysis revealed that regardless of trophic modes, C. zofingiensis preferentially uptakes exogenous lysine, arginine, and purines, while secreting orotic acid. Here, we obtained metabolomic evidences that C. zofingiensis may use arginine for putrescine synthesis when in transition to heterotrophy, and for the TCA cycle during transition to photoautotrophy. We also report that glucose and fructose most effectively inhibited photosynthesis among thirteen different sugars. The utilized or secreted metabolites identified in this study provide important information to improve C. zofingiensis cultivation, and to expand its potential industrial and pharmaceutical applications.
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Affiliation(s)
- Yuntao Hu
- PrognomiQ Inc., San Mateo, CA, United States
| | - Nakian Kim
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Melissa S. Roth
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Katherine B. Louie
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Suzanne M. Kosina
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Shivani Upadhyaya
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Tim L. Jeffers
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
| | - Jacob S. Jordan
- Department of Chemistry, University of California, Berkeley, Berkeley, CA, United States
| | - Benjamin P. Bowen
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Krishna K. Niyogi
- Department of Plant and Microbial Biology, University of California, Berkeley, Berkeley, CA, United States
- Howard Hughes Medical Institute, University of California, Berkeley, Berkeley, CA, United States
- Molecular Biophysics and Integrated Bioimaging Division, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Trent R. Northen
- Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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Chen Q, Liu M, Mi W, Wan D, Song G, Huang W, Bi Y. Regulation Mechanism of Gibberellic Acid-3 for Astaxanthin Biosynthesis in Heterotrophic Growing Chromochloris zofingiensis. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72:25574-25585. [PMID: 39513753 DOI: 10.1021/acs.jafc.4c05296] [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: 11/15/2024]
Abstract
Chromochloris zofingiensis has been proven as a potential resource for large-scale astaxanthin production, but little information on phytohormones for its growth and astaxanthin accumulation could be obtained. This study explored the impact of gibberellic acid-3 (GA3) on growth and astaxanthin biosynthesis in heterotrophic C. zofingiensis. After 6 days of cultivation with GA3, biomass and astaxanthin yields in 7.5 L fermenters reached 268.5 g·L-1 and 0.34 g·L-1, respectively, which were 6% and 89% higher than those in the control. GA3 changed transcription levels of genes linked to carbon metabolism, lipid metabolism, astaxanthin production, and ABC transporters. Genes related to astaxanthin biosynthesis, such as phytoene synthase (PSY), phytoene desaturase (PDS), beta-carotenoid hydroxylase (CHYb), and beta-carotenoid ketolase (BKT), were up-regulated under GA3 induction. The enhancement of carbon metabolism and lipid metabolism led to elevated consumption of substrates and generation of reducing power, thus facilitating astaxanthin biosynthesis. By using GA3 and arginine together, the astaxanthin yield increased to 0.39 g·L-1, which was 18% higher than that obtained under GA3 induction. It could be concluded that GA3 showed significant effects on astaxanthin biosynthesis. This research proposed novel feasible approaches to enhance astaxanthin production in heterotrophic C. zofingiensis.
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Affiliation(s)
- Qiaohong Chen
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Mingmeng Liu
- School of Civil Engineering, Hubei Engineering University, Xiaogan 432000, China
| | - Wujuan Mi
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Dong Wan
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Gaofei Song
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Weichao Huang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Yonghong Bi
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
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Qumsani AT. The contribution of microorganisms to sustainable development: towards a green future through synthetic biology and systems biology. JOURNAL OF UMM AL-QURA UNIVERSITY FOR APPLIED SCIENCES 2024. [DOI: 10.1007/s43994-024-00180-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 07/13/2024] [Indexed: 01/03/2025]
Abstract
AbstractMicroorganisms, though invisible, they play a pivotal role in influencing both the global economy and societal progress., and job market. This discussion highlights their significant impact on various sectors like food, pharmaceuticals, and chemicals. These versatile microorganisms act as efficient cell factories, producing chemicals from renewable sources and aiding in waste degradation. The historical development of microbial cell factories has relied on a trial-and-error approach, following a cyclic process of design, construction, testing, and refinement. The essay delves into the critical role of microorganisms in sustainable development, highlighting their capacity for sustainable chemical production and waste degradation. The incorporation of microbial technology presents significant opportunities for advancing the United Nations’ Sustainable Development Goals. Microorganisms contribute significantly to sustainable development by influencing the economy, creating jobs, improving food and pharmaceutical production, and advancing chemical manufacturing. Their utilization brings advantages like cleaner production methods, renewable resource utilization, and healthcare contributions. Overall, microorganisms are essential players in sustainable development, offering solutions for a more environmentally friendly and economically viable future.
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Cai C, Xu N, Feng J, Zhang J, Zhao Q, Liu H, Nan B, Li X, Wang Y. Energy metabolism analysis of exogenous glutamate on promoting co-accumulation of astaxanthin yield and biomass in Phaffia rhodozyma D3. BIORESOURCE TECHNOLOGY 2024; 402:130834. [PMID: 38740311 DOI: 10.1016/j.biortech.2024.130834] [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: 01/03/2024] [Revised: 05/03/2024] [Accepted: 05/10/2024] [Indexed: 05/16/2024]
Abstract
Effective metabolic regulators play an essential role in regulating astaxanthin biosynthesis in Phaffia rhodozyma. In this study, it was found that 5 mM glutamate increased the astaxanthin yield and biomass of P. rhodozyma D3 to 22.34 mg/L and 6.12 g/L, which were 1.22 and 1.33 times higher than the control group, respectively. Meanwhile, glucose uptake was increased and the level of reactive oxygen species (ROS) was reduced with 5 mM glutamate. To further explore the interrelationship between glutamate and astaxanthin synthesis, the energy metabolism of P. rhodozyma D3 with and without glutamate was analysed. Glutamate promoted the Embden-Meyerhof-Parnas pathway (EMP) metabolic flux, modulated the tricarboxylic acid (TCA) cycle and the pentose phosphate pathway (PPP), activated the ornithine cycle and purine metabolism, and provided more ATP and NADPH for astaxanthin accumulation. This study clarified the possible mechanism by which glutamate promoted astaxanthin accumulation in P. rhodozyma.
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Affiliation(s)
- Chunyu Cai
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Na Xu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Jiale Feng
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Jiahua Zhang
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Qianxi Zhao
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Huimin Liu
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China; National Engineering Laboratory for Wheat and Corn Deep Processing, Changchun, China.
| | - Bo Nan
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Xia Li
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China.
| | - Yuhua Wang
- College of Food Science and Engineering, Jilin Agricultural University, Changchun, China; Jilin Province Innovation Center for Food Biological Manufacture, Jilin Agricultural University, Changchun, China; National Processing Laboratory for Soybean Industry and Technology, Changchun, China; National Engineering Laboratory for Wheat and Corn Deep Processing, Changchun, China.
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Lin JY, Ng IS. Enhanced carbon capture, lipid and lutein production in Chlamydomonas reinhardtii under meso-thermophilic conditions using chaperone and CRISPRi system. BIORESOURCE TECHNOLOGY 2023:129340. [PMID: 37343802 DOI: 10.1016/j.biortech.2023.129340] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 06/13/2023] [Accepted: 06/14/2023] [Indexed: 06/23/2023]
Abstract
Microalgae are widely recognized as a promising bioresource for producing renewable fuels and chemicals. Microalgal biorefinery has tremendous potential for incorporation into circular bioeconomy, including sustainability, cascading use, and waste reduction. In this study, genetic engineering was used to enhance the growth, lipid and lutein productivity of Chlamydomonas reinhardtii including strains of CC400, PY9, pCHS, and PG. Notably, CRISPRi mediated on phosphoenolpyruvate carboxylase (PEPC1) gene to down-regulate the branch pathway from glycolysis to partitioning more carbon flux to lipid was explored under meso-thermophilic condition. The best chassis PGi, which has overexpressed chaperone GroELS and applied CRISPRi resulting in the highest biomass of 2.56 g/L and also boosted the lipids and lutein with 893 and 23.5 mg/L, respectively at 35 °C. Finally, all strains with CRISPRi exhibited higher transcriptional levels of the crucial genes from photosynthesis, starch, lipid and lutein metabolism, thus reaching a CO2 assimilation of 1.087 g-CO2/g-DCW in mixotrophic condition.
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Affiliation(s)
- Jia-Yi Lin
- Department of Chemical Engineering, National Cheng Kung University, Tainan 70101, Taiwan
| | - I-Son Ng
- Department of Chemical Engineering, National Cheng Kung University, Tainan 70101, Taiwan.
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Wan S, Liu X, Sun W, Lv B, Li C. Current advances for omics-guided process optimization of microbial manufacturing. BIORESOUR BIOPROCESS 2023; 10:30. [PMID: 38647562 PMCID: PMC10992112 DOI: 10.1186/s40643-023-00647-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 03/25/2023] [Indexed: 04/25/2024] Open
Abstract
Currently, microbial manufacturing is widely used in various fields, such as food, medicine and energy, for its advantages of greenness and sustainable development. Process optimization is the committed step enabling the commercialization of microbial manufacturing products. However, the present optimization processes mainly rely on experience or trial-and-error method ignoring the intrinsic connection between cellular physiological requirement and production performance, so in many cases the productivity of microbial manufacturing could not been fully exploited at economically feasible cost. Recently, the rapid development of omics technologies facilitates the comprehensive analysis of microbial metabolism and fermentation performance from multi-levels of molecules, cells and microenvironment. The use of omics technologies makes the process optimization more explicit, boosting microbial manufacturing performance and bringing significant economic benefits and social value. In this paper, the traditional and omics technologies-guided process optimization of microbial manufacturing are systematically reviewed, and the future trend of process optimization is prospected.
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Affiliation(s)
- Shengtong Wan
- Key Laboratory of Medical Molecule Science and Pharmaceutical Engineering, Ministry of Industry and Information Technology, Institute of Biochemical Engineering, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, People's Republic of China
| | - Xin Liu
- Department of Chemical Engineering, Tsinghua University, Beijing, China
- Key Lab for Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China
- Center for Synthetic and Systems Biology, Tsinghua University, Beijing, China
| | - Wentao Sun
- Department of Chemical Engineering, Tsinghua University, Beijing, China.
- Key Lab for Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China.
- Center for Synthetic and Systems Biology, Tsinghua University, Beijing, China.
| | - Bo Lv
- Key Laboratory of Medical Molecule Science and Pharmaceutical Engineering, Ministry of Industry and Information Technology, Institute of Biochemical Engineering, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, People's Republic of China.
| | - Chun Li
- Key Laboratory of Medical Molecule Science and Pharmaceutical Engineering, Ministry of Industry and Information Technology, Institute of Biochemical Engineering, School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing, 100081, People's Republic of China.
- Department of Chemical Engineering, Tsinghua University, Beijing, China.
- Key Lab for Industrial Biocatalysis, Ministry of Education, Tsinghua University, Beijing, China.
- Center for Synthetic and Systems Biology, Tsinghua University, Beijing, China.
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