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Wu Y, Peng X, Fan D, Han S, Yang X. Pathway reconstruction and metabolic engineering for the de novo and enhancing production of monacolin J in Pichia pastoris. Bioprocess Biosyst Eng 2024:10.1007/s00449-024-03069-2. [PMID: 39085651 DOI: 10.1007/s00449-024-03069-2] [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: 05/10/2024] [Accepted: 07/22/2024] [Indexed: 08/02/2024]
Abstract
The statin is the primary cholesterol-lowering drug. Monacolin J (MJ) is a key intermediate in the biosynthetic pathway of statin. It was obtained in industry by the alkaline hydrolysis of lovastatin. The hydrolysis process resulted in multiple by-products and expensive cost of wastewater treatment. In this work, we used Pichia pastoris as the host to produce the MJ. The biosynthesis pathway of MJ was built in P. pastoris. The stable recombinant strain MJ2 was obtained by the CRISPR (clustered regularly interspaced short palindromic repeats)-Cas9 genome-editing tool, and produced the MJ titer of 153.6 ± 2.4 mg/L. The metabolic engineering was utilized to enhance the production of MJ, and the fermentation condition was optimized. The MJ titer of 357.5 ± 5.0 mg/L was obtained from the recombinant strain MJ5-AZ with ATP-dependent citrate lyase (ACL), glucose-6-phosphate dehydrogenase (ZWF1) and four lovB genes, 132.7% higher than that from the original strain MJ2. The recombinant strain MJ5-AZ was cultured in a 7-L fermenter, and the MJ titer of 1493.0 ± 9.2 mg/L was achieved. The results suggested that increasing the gene dosage of rate-limiting step in the biosynthesis pathway of chemicals could improve the titer of production. It might be applicable to the production optimization of other polyketide metabolites.
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Affiliation(s)
- Yiping Wu
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, 510006, Guangdong, People's Republic of China
| | - Xuefang Peng
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, 510006, Guangdong, People's Republic of China
| | - Dexun Fan
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, 510006, Guangdong, People's Republic of China
| | - Shuangyan Han
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, 510006, Guangdong, People's Republic of China
| | - Xiaorong Yang
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou, 510006, Guangdong, People's Republic of China.
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2
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Jenkins Sánchez LR, Sips LM, Van Bogaert INA. Just passing through: Deploying aquaporins in microbial cell factories. Biotechnol Prog 2024:e3497. [PMID: 39051848 DOI: 10.1002/btpr.3497] [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: 02/29/2024] [Revised: 07/05/2024] [Accepted: 07/10/2024] [Indexed: 07/27/2024]
Abstract
As microbial membranes are naturally impermeable to even the smallest biomolecules, transporter proteins are physiologically essential for normal cell functioning. This makes transporters a key target area for engineering enhanced cell factories. As part of the wider cellular transportome, aquaporins (AQPs) are responsible for transporting small polar solutes, encompassing many compounds which are of great interest for industrial biotechnology, including cell feedstocks, numerous commercially relevant polyols and even weak organic acids. In this review, examples of cell factory engineering by targeting AQPs are presented. These AQP modifications aid in redirecting carbon fluxes and boosting bioconversions either by enhanced feedstock uptake, improved intermediate retention, increasing product export into the media or superior cell viability against stressors with applications in both bacterial and yeast production platforms. Additionally, the future potential for AQP deployment and targeting is discussed, showcasing hurdles and considerations of this strategy as well as recent advances and future directions in the field. By leveraging the natural diversity of AQPs and breakthroughs in channel protein engineering, these transporters are poised to be promising tools capable of enhancing a wide variety of biotechnological processes.
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Affiliation(s)
- Liam Richard Jenkins Sánchez
- BioPort Group, Centre for Synthetic Biology, Department of Biotechnology, Faculty of Bio-science Engineering, Ghent University, Ghent, Belgium
| | - Lobke Maria Sips
- BioPort Group, Centre for Synthetic Biology, Department of Biotechnology, Faculty of Bio-science Engineering, Ghent University, Ghent, Belgium
| | - Inge Noëlle Adriënne Van Bogaert
- BioPort Group, Centre for Synthetic Biology, Department of Biotechnology, Faculty of Bio-science Engineering, Ghent University, Ghent, Belgium
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3
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Antunes M, Sá-Correia I. The role of ion homeostasis in adaptation and tolerance to acetic acid stress in yeasts. FEMS Yeast Res 2024; 24:foae016. [PMID: 38658183 PMCID: PMC11092280 DOI: 10.1093/femsyr/foae016] [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: 03/19/2024] [Revised: 04/16/2024] [Accepted: 04/23/2024] [Indexed: 04/26/2024] Open
Abstract
Maintenance of asymmetric ion concentrations across cellular membranes is crucial for proper yeast cellular function. Disruptions of these ionic gradients can significantly impact membrane electrochemical potential and the balance of other ions, particularly under stressful conditions such as exposure to acetic acid. This weak acid, ubiquitous to both yeast metabolism and industrial processes, is a major inhibitor of yeast cell growth in industrial settings and a key determinant of host colonization by pathogenic yeast. Acetic acid toxicity depends on medium composition, especially on the pH (H+ concentration), but also on other ions' concentrations. Regulation of ion fluxes is essential for effective yeast response and adaptation to acetic acid stress. However, the intricate interplay among ion balancing systems and stress response mechanisms still presents significant knowledge gaps. This review offers a comprehensive overview of the mechanisms governing ion homeostasis, including H+, K+, Zn2+, Fe2+/3+, and acetate, in the context of acetic acid toxicity, adaptation, and tolerance. While focus is given on Saccharomyces cerevisiae due to its extensive physiological characterization, insights are also provided for biotechnologically and clinically relevant yeast species whenever available.
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Affiliation(s)
- Miguel Antunes
- iBB—Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
- Associate Laboratory i4HB—Institute for Health and Bioeconomy at Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
| | - Isabel Sá-Correia
- iBB—Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
- Associate Laboratory i4HB—Institute for Health and Bioeconomy at Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisbon, Portugal
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4
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Antunes M, Kale D, Sychrová H, Sá-Correia I. The Hrk1 kinase is a determinant of acetic acid tolerance in yeast by modulating H + and K + homeostasis. MICROBIAL CELL (GRAZ, AUSTRIA) 2023; 10:261-276. [PMID: 38053573 PMCID: PMC10695635 DOI: 10.15698/mic2023.12.809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 10/15/2023] [Accepted: 10/26/2023] [Indexed: 12/07/2023]
Abstract
Acetic acid-induced stress is a common challenge in natural environments and industrial bioprocesses, significantly affecting the growth and metabolic performance of Saccharomyces cerevisiae. The adaptive response and tolerance to this stress involves the activation of a complex network of molecular pathways. This study aims to delve deeper into these mechanisms in S. cerevisiae, particularly focusing on the role of the Hrk1 kinase. Hrk1 is a key determinant of acetic acid tolerance, belonging to the NPR/Hal family, whose members are implicated in the modulation of the activity of plasma membrane transporters that orchestrate nutrient uptake and ion homeostasis. The influence of Hrk1 on S. cerevisiae adaptation to acetic acid-induced stress was explored by employing a physiological approach based on previous phosphoproteomics analyses. The results from this study reflect the multifunctional roles of Hrk1 in maintaining proton and potassium homeostasis during different phases of acetic acid-stressed cultivation. Hrk1 is shown to play a role in the activation of plasma membrane H+-ATPase, maintaining pH homeostasis, and in the modulation of plasma membrane potential under acetic acid stressed cultivation. Potassium (K+) supplementation of the growth medium, particularly when provided at limiting concentrations, led to a notable improvement in acetic acid stress tolerance of the hrk1Δ strain. Moreover, abrogation of this kinase expression is shown to confer a physiological advantage to growth under K+ limitation also in the absence of acetic acid stress. The involvement of the alkali metal cation/H+ exchanger Nha1, another proposed molecular target of Hrk1, in improving yeast growth under K+ limitation or acetic acid stress, is proposed.
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Affiliation(s)
- Miguel Antunes
- iBB—Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal
- Associate Laboratory i4HB—Institute for Health and Bioeconomy at Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
| | - Deepika Kale
- Laboratory of Membrane Transport, Institute of Physiology, Czech Academy of Sciences, Videnska 1083, 142 00 Prague 4, Czech Republic
| | - Hana Sychrová
- Laboratory of Membrane Transport, Institute of Physiology, Czech Academy of Sciences, Videnska 1083, 142 00 Prague 4, Czech Republic
| | - Isabel Sá-Correia
- iBB—Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal
- Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal
- Associate Laboratory i4HB—Institute for Health and Bioeconomy at Instituto Superior Técnico, Universidade de Lisboa, Av. Rovisco Pais, 1049-001 Lisbon, Portugal
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Joun J, Sirohi R, Sim SJ. The effects of acetate and glucose on carbon fixation and carbon utilization in mixotrophy of Haematococcus pluvialis. BIORESOURCE TECHNOLOGY 2023; 367:128218. [PMID: 36332870 DOI: 10.1016/j.biortech.2022.128218] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 10/22/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
Abstract
The culture method using sodium acetate and glucose, widely used as organic carbon sources in the mixotrophy of Haematococcus pluvialis, was compared with its autotrophy. In the 12-day culture, mixotrophy using sodium acetate and glucose increased by 40.4% and 77.1%, respectively, compared to autotrophy, but the mechanisms for the increasing biomass were different. The analysis of the mechanism was divided into autotrophic and heterotrophic metabolism. The mixotrophy with glucose increased the biomass by directly supplying the substrate and ATP to the TCA cycle while inhibiting photosynthesis. Gene expressions related to glycolysis and carbon fixation pathway were confirmed in autotrophy and mixotrophy with glucose and acetate. The metabolism predicted in the mixotrophy with acetate and glucose was proposed via autotrophic and heterotrophic metabolism analysis. The mechanism of Haematococcus pluvialis under mixotrophic conditions with high CO2 concentration was confirmed through this study.
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Affiliation(s)
- Jaemin Joun
- Department of Chemical and Biological Engineering, Korea University, 145, Anam-ro, Seoungbuk-gu, Seoul 02841, Republic of Korea
| | - Ranjna Sirohi
- Department of Chemical and Biological Engineering, Korea University, 145, Anam-ro, Seoungbuk-gu, Seoul 02841, Republic of Korea
| | - Sang Jun Sim
- Department of Chemical and Biological Engineering, Korea University, 145, Anam-ro, Seoungbuk-gu, Seoul 02841, Republic of Korea.
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The NPR/Hal family of protein kinases in yeasts: biological role, phylogeny and regulation under environmental challenges. Comput Struct Biotechnol J 2022; 20:5698-5712. [PMID: 36320937 PMCID: PMC9596735 DOI: 10.1016/j.csbj.2022.10.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 09/30/2022] [Accepted: 10/02/2022] [Indexed: 11/30/2022] Open
Abstract
Protein phosphorylation is the most common and versatile post-translational modification occurring in eukaryotes. In yeast, protein phosphorylation is fundamental for maintaining cell growth and adapting to sudden changes in environmental conditions by regulating cellular processes and activating signal transduction pathways. Protein kinases catalyze the reversible addition of phosphate groups to target proteins, thereby regulating their activity. In Saccharomyces cerevisiae, kinases are classified into six major groups based on structural and functional similarities. The NPR/Hal family of kinases comprises nine fungal-specific kinases that, due to lack of similarity with the remaining kinases, were classified to the “Other” group. These kinases are primarily implicated in regulating fundamental cellular processes such as maintaining ion homeostasis and controlling nutrient transporters’ concentration at the plasma membrane. Despite their biological relevance, these kinases remain poorly characterized and explored. This review provides an overview of the information available regarding each of the kinases from the NPR/Hal family, including their known biological functions, mechanisms of regulation, and integration in signaling pathways in S. cerevisiae. Information gathered for non-Saccharomyces species of biotechnological or clinical relevance is also included.
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7
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Yi X, Wu J, Jiang H, Zhao Y, Mei J. Kinase expression enhances phenolic aldehydes conversion and ethanol fermentability of Zymomonas mobilis. Bioprocess Biosyst Eng 2022; 45:1319-1329. [PMID: 35786774 DOI: 10.1007/s00449-022-02747-3] [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: 03/28/2022] [Accepted: 06/11/2022] [Indexed: 11/26/2022]
Abstract
Kinases modulate the various physiological activities of microbial fermenting strains including the conversion of lignocellulose-derived phenolic aldehydes (4-hydroxyaldehyde, vanillin, and syringaldehyde). Here, we comprehensively investigated the gene transcriptional profiling of the kinases under the stress of phenolic aldehydes for ethanologenic Zymomonas mobilis using DNA microarray. Among 47 kinase genes, three genes of ZMO0003 (adenylylsulfate kinase), ZMO1162 (histidine kinase), and ZMO1391 (diacylglycerol kinase), were differentially expressed against 4-hydroxybenzaldehyde and vanillin, in which the overexpression of ZMO1162 promoted the phenolic aldehydes conversion and ethanol fermentability. The perturbance originated from plasmid-based expression of ZMO1162 gene contributed to a unique expression profiling of genome-encoding genes under all three phenolic aldehydes stress. Differentially expressed ribosome genes were predicted as one of the main contributors to phenolic aldehydes conversion and thus finally enhanced ethanol fermentability for Z. mobilis ZM4. The results provided an insight into the kinases on regulation of phenolic aldehydes conversion and ethanol fermentability for Z. mobilis ZM4, as well as the target object for rational design of robust biorefinery strains.
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Affiliation(s)
- Xia Yi
- Jiangxi Provincial Key Laboratory of Systems Biomedicine, Jiujiang University, 17 Lufeng Road, Jiujiang, 332000, China.
- National-Local Joint Engineering Research Center for Biomass Refining and High-Quality Utilization, Changzhou University, Changzhou, 213164, China.
| | - Jianfang Wu
- Jiangxi Provincial Key Laboratory of Systems Biomedicine, Jiujiang University, 17 Lufeng Road, Jiujiang, 332000, China
| | - He Jiang
- Jiangxi Provincial Key Laboratory of Systems Biomedicine, Jiujiang University, 17 Lufeng Road, Jiujiang, 332000, China
| | - Yan Zhao
- Jiangxi Provincial Key Laboratory of Systems Biomedicine, Jiujiang University, 17 Lufeng Road, Jiujiang, 332000, China
| | - Jun Mei
- Jiangxi Provincial Key Laboratory of Systems Biomedicine, Jiujiang University, 17 Lufeng Road, Jiujiang, 332000, China
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8
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Bustos C, Quezada J, Veas R, Altamirano C, Braun-Galleani S, Fickers P, Berrios J. Advances in Cell Engineering of the Komagataella phaffii Platform for Recombinant Protein Production. Metabolites 2022; 12:metabo12040346. [PMID: 35448535 PMCID: PMC9027633 DOI: 10.3390/metabo12040346] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/01/2022] [Accepted: 04/06/2022] [Indexed: 12/11/2022] Open
Abstract
Komagataella phaffii (formerly known as Pichia pastoris) has become an increasingly important microorganism for recombinant protein production. This yeast species has gained high interest in an industrial setting for the production of a wide range of proteins, including enzymes and biopharmaceuticals. During the last decades, relevant bioprocess progress has been achieved in order to increase recombinant protein productivity and to reduce production costs. More recently, the improvement of cell features and performance has also been considered for this aim, and promising strategies with a direct and substantial impact on protein productivity have been reported. In this review, cell engineering approaches including metabolic engineering and energy supply, transcription factor modulation, and manipulation of routes involved in folding and secretion of recombinant protein are discussed. A lack of studies performed at the higher-scale bioreactor involving optimisation of cultivation parameters is also evidenced, which highlights new research aims to be considered.
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Affiliation(s)
- Cristina Bustos
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
- Microbial Processes and Interactions, TERRA Teaching and Research Centre, Gembloux Agro-Bio Tech, University of Liège, Av. de la Faculté 2B, 5030 Gembloux, Belgium;
| | - Johan Quezada
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
| | - Rhonda Veas
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
| | - Claudia Altamirano
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
| | - Stephanie Braun-Galleani
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
| | - Patrick Fickers
- Microbial Processes and Interactions, TERRA Teaching and Research Centre, Gembloux Agro-Bio Tech, University of Liège, Av. de la Faculté 2B, 5030 Gembloux, Belgium;
| | - Julio Berrios
- School of Biochemical Engineering, Pontificia Universidad Católica de Valparaíso, Av. Brasil 2085, Valparaíso 2362803, Chile; (C.B.); (J.Q.); (R.V.); (C.A.); (S.B.-G.)
- Correspondence: ; Tel.: +56-32-237-2012
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Gupta A, Rangarajan PN. Histidine is essential for growth of Komagataella phaffii cultured in YPA medium. FEBS Open Bio 2022; 12:1241-1252. [PMID: 35416413 PMCID: PMC9157411 DOI: 10.1002/2211-5463.13408] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 02/26/2022] [Accepted: 04/12/2022] [Indexed: 11/08/2022] Open
Abstract
Komagataella phaffii (a.k.a. Pichia pastoris) requires histidine for optimal growth when cultured in a medium containing yeast extract, peptone (YP) and acetate (YPA). We demonstrate that HIS4-deficient, K. phaffii strain GS115 exhibits a growth defect on YP-media containing acetate, but not on other carbon sources. K. phaffii X33, a prototroph, grows better than K. phaffii GS115 (his4), a histidine auxotroph in YPA. Normal growth of GS115 is restored either by the expression of HIS4 or by culturing in YPA containing ≥0.6 mM histidine. In presence of histidine, expression of several genes is altered including those encoding key subunits of mitochondrial ATP synthase, transporters of amino acids and nutrients, as well as biosynthetic enzymes. Thus, histidine should be included as an essential component for optimal growth of K.phaffii histidine auxotrophs cultured in YPA.
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Affiliation(s)
- Aditi Gupta
- Department of Biochemistry, Indian Institute of Science, Bangalore, 560012, India
| | - Pundi N Rangarajan
- Department of Biochemistry, Indian Institute of Science, Bangalore, 560012, India
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10
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Ren Y, Liu Q, Liu H, Zhou X, Zhang Y, Cai M. High-level living cell production of cytidine-5'-diphosphocholine in metabolically engineered yeast. J Biotechnol 2021; 341:129-136. [PMID: 34536458 DOI: 10.1016/j.jbiotec.2021.08.013] [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: 05/20/2021] [Revised: 08/17/2021] [Accepted: 08/24/2021] [Indexed: 10/20/2022]
Abstract
Industrial production of neuroprotective drug CDP-choline is accomplished via permeabilized or lysed cell biotransformation because of the inefficient penetration of substrates into intact cells. We previously proposed a novel one-step living cell method for CDP-choline production by engineered yeast, but obtained low titer and molar yield. This study develops a high-production strain with improved molar yield by metabolic engineering strategies. The selective markers previously integrated into host cell were recovered for facilitating genetic modification, which however resulted a strain with improved CDP-choline titer and molar yield to CMP. Knockout of 5'-NT or CDA in CMP sinking pathway but not APY in CTP sinking pathway further improved CDP-choline titer and molar yield to CMP. However, overexpression of seven enzymes in CTP synthetic pathway showed no positive functions. Finally, optimization of CMP and choline phosphate levels for the optimized recombinant strains achieved a high-level CDP-choline of ~30 g/L, which was enhanced by 400% compared to the previous work. Also, the molar yield of CDP-choline to CMP increased from 40% to 84.7%. The titer and molar yield are comparable to the reported permeabilized or lysed cell based biotransformation methods. It represents a novel and competitive paradigm for the potential industrial production of CDP-choline.
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Affiliation(s)
- Yanna Ren
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Qi Liu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Haifeng Liu
- China Resources Angde Biotech Pharma Co., Ltd., 78 E-jiao Street, Liaocheng, China
| | - Xiangshan Zhou
- China Resources Angde Biotech Pharma Co., Ltd., 78 E-jiao Street, Liaocheng, China; China Resources Biopharmaceutical Co., Ltd., 1301-84 Sightseeing Road, Shenzhen, China
| | - Yuanxing Zhang
- Shanghai Collaborative Innovation Center for Biomanufacturing, 130 Meilong Road, Shanghai 200237, China
| | - Menghao Cai
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China.
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11
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Tippelt A, Nett M. Saccharomyces cerevisiae as host for the recombinant production of polyketides and nonribosomal peptides. Microb Cell Fact 2021; 20:161. [PMID: 34412657 PMCID: PMC8374128 DOI: 10.1186/s12934-021-01650-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 08/05/2021] [Indexed: 01/30/2023] Open
Abstract
As a robust, fast growing and genetically tractable organism, the budding yeast Saccharomyces cerevisiae is one of the most widely used hosts in biotechnology. Its applications range from the manufacturing of vaccines and hormones to bulk chemicals and biofuels. In recent years, major efforts have been undertaken to expand this portfolio to include structurally complex natural products, such as polyketides and nonribosomally synthesized peptides. These compounds often have useful pharmacological properties, which make them valuable drugs for the treatment of infectious diseases, cancer, or autoimmune disorders. In nature, polyketides and nonribosomal peptides are generated by consecutive condensation reactions of short chain acyl-CoAs or amino acids, respectively, with the substrates and reaction intermediates being bound to large, multidomain enzymes. For the reconstitution of these multistep catalytic processes, the enzymatic assembly lines need to be functionally expressed and the required substrates must be supplied in reasonable quantities. Furthermore, the production hosts need to be protected from the toxicity of the biosynthetic products. In this review, we will summarize and evaluate the status quo regarding the heterologous production of polyketides and nonribosomal peptides in S. cerevisiae. Based on a comprehensive literature analysis, prerequisites for a successful pathway reconstitution could be deduced, as well as recurring bottlenecks in this microbial host.
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Affiliation(s)
- Anna Tippelt
- Department of Biochemical and Chemical Engineering, Laboratory of Technical Biology, TU Dortmund University, Emil-Figge-Strasse 66, 44227, Dortmund, Germany
| | - Markus Nett
- Department of Biochemical and Chemical Engineering, Laboratory of Technical Biology, TU Dortmund University, Emil-Figge-Strasse 66, 44227, Dortmund, Germany.
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12
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Xu Y, Li Z. Utilization of ethanol for itaconic acid biosynthesis by engineered Saccharomyces cerevisiae. FEMS Yeast Res 2021; 21:6329683. [PMID: 34320205 DOI: 10.1093/femsyr/foab043] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 07/27/2021] [Indexed: 11/14/2022] Open
Abstract
In Saccharomyces cerevisiae, ethanol can serve as both a carbon source and NADH donor for the production of acetyl-CoA derivatives. Here we investigated the metabolic regulation of ethanol utilization for itaconic acid production by S. cerevisiae. To understand the interconnection between the TCA cycle and the glyoxylate pathway, mitochondrial membrane transporter proteins SFC1, YHM2, CTP1, DIC1, and MPC1 were knocked out and results showed that SFC1 functions as an important entrance of the glyoxylate pathway into the TCA cycle, and YHM2 is helpful to IA production but not the primary pathway for citric acid supply. To decrease the accumulation of acetic acid, the major ADP/ATP carrier of the mitochondrial inner membrane, AAC2, was upregulated and determined to accelerate ethanol utilization and itaconic acid production. RNA sequencing results showed that AAC2 overexpression enhanced IA titer by upregulating the ethanol-acetyl-CoA pathway and NADH oxidase in the mitochondrial membrane. RNA-seq analysis also suggested that aconitase ACO1 may be a rate-limiting step of IA production. However, the expression of exogenous aconitase didn't increase IA production but enhanced the rate of ethanol utilization and decreased cell growth.
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Affiliation(s)
- Yaying Xu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Zhimin Li
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China.,Shanghai Collaborative Innovation Center for Biomanufacturing Technology, 130 Meilong Road, Shanghai 200237, China
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13
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Established tools and emerging trends for the production of recombinant proteins and metabolites in Pichia pastoris. Essays Biochem 2021; 65:293-307. [PMID: 33956085 DOI: 10.1042/ebc20200138] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 03/09/2021] [Accepted: 03/29/2021] [Indexed: 12/31/2022]
Abstract
Besides bakers' yeast, the methylotrophic yeast Komagataella phaffii (also known as Pichia pastoris) has been developed into the most popular yeast cell factory for the production of heterologous proteins. Strong promoters, stable genetic constructs and a growing collection of freely available strains, tools and protocols have boosted this development equally as thorough genetic and cell biological characterization. This review provides an overview of state-of-the-art tools and techniques for working with P. pastoris, as well as guidelines for the production of recombinant proteins with a focus on small-scale production for biochemical studies and protein characterization. The growing applications of P. pastoris for in vivo biotransformation and metabolic pathway engineering for the production of bulk and specialty chemicals are highlighted as well.
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Xu Y, Liu K, Han Y, Xing Y, Zhang Y, Yang Q, Zhou M. Codon usage bias regulates gene expression and protein conformation in yeast expression system P. pastoris. Microb Cell Fact 2021; 20:91. [PMID: 33902585 PMCID: PMC8077831 DOI: 10.1186/s12934-021-01580-9] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Accepted: 04/13/2021] [Indexed: 11/30/2022] Open
Abstract
Background Protein synthesis is one of the extremely important anabolic pathways in the yeast expression system Pichia pastoris. Codon optimization is a commonly adopted strategy for improved protein expression, although unexpected failures did appear sometimes waiting for further exploration. Recently codon bias has been studied to regulate protein folding and activity in many other organisms. Results Here the codon bias profile of P. pastoris genome was examined first and a direct correlation between codon translation efficiency and usage frequency was identified. By manipulating the codon choices of both endogenous and heterologous signal peptides, secretion abilities of N-terminal signal peptides were shown to be tolerant towards codon changes. Then two gene candidates with different levels of structural disorder were studied, and full-length codon optimization was found to affect their expression profiles differentially. Finally, more evidences were provided to support possible protein conformation change brought by codon optimization in structurally disordered proteins. Conclusion Our results suggest that codon bias regulates gene expression by modulating several factors including transcription and translation efficiency, protein folding and activity. Because of sequences difference, the extent of affection may be gene specific. For some genes, special codon optimization strategy should be adopted to ensure appropriate expression and conformation. Supplementary Information The online version contains supplementary material available at 10.1186/s12934-021-01580-9.
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Affiliation(s)
- Yichun Xu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Kunshan Liu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Yu Han
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Yanzi Xing
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Yuanxing Zhang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China
| | - Qiuying Yang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, School of Life Sciences, Hubei University, Hubei, 430062, China
| | - Mian Zhou
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, 200237, China.
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Paes BG, Steindorff AS, Formighieri EF, Pereira IS, Almeida JRM. Physiological characterization and transcriptome analysis of Pichia pastoris reveals its response to lignocellulose-derived inhibitors. AMB Express 2021; 11:2. [PMID: 33389238 PMCID: PMC7779389 DOI: 10.1186/s13568-020-01170-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 12/16/2020] [Indexed: 12/11/2022] Open
Abstract
The negative effects of lignocellulose-derived inhibitors such as acetic acid and furaldehydes on microbial metabolism constitute a significant drawback to the usage of biomass feedstocks for the production of fuels and chemicals. The yeast Pichia pastoris has shown a great biotechnological potential for producing heterologous proteins and renewable chemicals. Despite its relevance, the performance of P. pastoris in presence of lignocellulose-derived inhibitors remains unclear. In this work, our results show for the first time the dose-dependent response of P. pastoris to acetic acid, furaldehydes (HMF and furfural), and sugarcane biomass hydrolysate, both at physiological and transcriptional levels. The yeast was able to grow in synthetic media with up to 6 g.L-1 acetic acid, 1.75 g.L-1 furaldehydes or hydrolysate diluted to 10% (v/v). However, its metabolism was completely hindered in presence of hydrolysate diluted to 30% (v/v). Additionally, the yeast was capable to co-consume acetic acid and glucose. At the transcriptional level, P. pastoris response to lignocellulose-derived inhibitors relays on the up-regulation of genes related to transmembrane transport, oxidoreductase activities, RNA processing, and the repression of pathways related to biosynthetic processes and central carbon metabolism. These results demonstrate a polygenetic response that involves detoxification activities, and maintenance of energy and cellular homeostasis. In this context, ALD4, OYE3, QOR2, NTL100, YCT1, and PPR1 were identified as target genes to improve P. pastoris tolerance. Altogether, this work provides valuable insights into the P. pastoris stress tolerance, which can be useful to expand its use in different bioprocesses.
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Affiliation(s)
- Barbara G Paes
- Laboratory of Genetics and Biotechnology, Embrapa Agroenergia, Parque Estação Biológica, PqEB - W3 Norte Final s/no, Brasília, DF, 70.770-901, Brazil
- Graduate Program of Molecular Biology, Department of Cell Biology, Institute of Biology, University of Brasilia, Brasília, Brazil
| | - Andrei Stecca Steindorff
- Laboratory of Genetics and Biotechnology, Embrapa Agroenergia, Parque Estação Biológica, PqEB - W3 Norte Final s/no, Brasília, DF, 70.770-901, Brazil
| | - Eduardo F Formighieri
- Laboratory of Genetics and Biotechnology, Embrapa Agroenergia, Parque Estação Biológica, PqEB - W3 Norte Final s/no, Brasília, DF, 70.770-901, Brazil
| | - Ildinete Silva Pereira
- Laboratory of Genetics and Biotechnology, Embrapa Agroenergia, Parque Estação Biológica, PqEB - W3 Norte Final s/no, Brasília, DF, 70.770-901, Brazil
- Graduate Program of Molecular Biology, Department of Cell Biology, Institute of Biology, University of Brasilia, Brasília, Brazil
| | - João Ricardo M Almeida
- Laboratory of Genetics and Biotechnology, Embrapa Agroenergia, Parque Estação Biológica, PqEB - W3 Norte Final s/no, Brasília, DF, 70.770-901, Brazil.
- Graduate Program of Microbial Biology, Department of Cell Biology, Institute of Biology, University of Brasilia, Brasília, Brazil.
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Kutscha R, Pflügl S. Microbial Upgrading of Acetate into Value-Added Products-Examining Microbial Diversity, Bioenergetic Constraints and Metabolic Engineering Approaches. Int J Mol Sci 2020; 21:ijms21228777. [PMID: 33233586 PMCID: PMC7699770 DOI: 10.3390/ijms21228777] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 10/29/2020] [Accepted: 11/18/2020] [Indexed: 01/20/2023] Open
Abstract
Ecological concerns have recently led to the increasing trend to upgrade carbon contained in waste streams into valuable chemicals. One of these components is acetate. Its microbial upgrading is possible in various species, with Escherichia coli being the best-studied. Several chemicals derived from acetate have already been successfully produced in E. coli on a laboratory scale, including acetone, itaconic acid, mevalonate, and tyrosine. As acetate is a carbon source with a low energy content compared to glucose or glycerol, energy- and redox-balancing plays an important role in acetate-based growth and production. In addition to the energetic challenges, acetate has an inhibitory effect on microorganisms, reducing growth rates, and limiting product concentrations. Moreover, extensive metabolic engineering is necessary to obtain a broad range of acetate-based products. In this review, we illustrate some of the necessary energetic considerations to establish robust production processes by presenting calculations of maximum theoretical product and carbon yields. Moreover, different strategies to deal with energetic and metabolic challenges are presented. Finally, we summarize ways to alleviate acetate toxicity and give an overview of process engineering measures that enable sustainable acetate-based production of value-added chemicals.
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Engineered dynamic distribution of malonyl-CoA flux for improving polyketide biosynthesis in Komagataella phaffii. J Biotechnol 2020; 320:80-85. [PMID: 32574793 DOI: 10.1016/j.jbiotec.2020.06.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 05/27/2020] [Accepted: 06/16/2020] [Indexed: 12/29/2022]
Abstract
Malonyl-CoA is a basic but limited precursor for the biosynthesis of various bioactive compounds and life-supporting fatty acids in cells. This study develops a biosynthetic system to dynamically redirect malonyl-CoA flux and improve production of malonyl-CoA derived polyketide (6-MSA) in Komagataella phaffii. A synthetic regulatory protein fusing a yeast activator Prm1 with a bacterial repressor FapR was proved to work with a hybrid promoter (-7)fapO-cPAOX1 and activate gene expression. Expression mode by the Prm1-FapR/(-7)fapO-cPAOX1 device was not affected by intracellular malonyl-CoA levels. Further, 9 promoter variants of PGAP with insertion of fapO at various sites were tested with the Prm1-FapR. It generated a biosensor of Prm1-FapR/PGAP-(+2)fapO with regulation behavior of malonyl-CoA-low-level repression/high-level derepression. Both devices were subsequently integrated into a single cell, for which fatty acid synthesis module was driven by Prm1-FapR/PGAP-(+2)fapO but 6-MSA synthesis module was expressed by Prm1-FapR/(-7)fapO-cPAOX1. The integrated system allowed continuous polyketide synthesis but malonyl-CoA-high-level "on"/low-level "off" fatty acid synthesis. This design finally increased 6-MSA production capacity by 260 %, proving the positive effects of dynamic malonyl-CoA distribution to the target compounds. It provides a new strategy for synthesis of malonyl-CoA derived compounds in eukaryotic chassis hosts.
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Valanciene E, Jonuskiene I, Syrpas M, Augustiniene E, Matulis P, Simonavicius A, Malys N. Advances and Prospects of Phenolic Acids Production, Biorefinery and Analysis. Biomolecules 2020; 10:E874. [PMID: 32517243 PMCID: PMC7356249 DOI: 10.3390/biom10060874] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 05/28/2020] [Accepted: 06/03/2020] [Indexed: 12/20/2022] Open
Abstract
Biotechnological production of phenolic acids is attracting increased interest due to their superior antioxidant activity, as well as other antimicrobial, dietary, and health benefits. As secondary metabolites, primarily found in plants and fungi, they are effective free radical scavengers due to the phenolic group available in their structure. Therefore, phenolic acids are widely utilised by pharmaceutical, food, cosmetic, and chemical industries. A demand for phenolic acids is mostly satisfied by utilising chemically synthesised compounds, with only a low quantity obtained from natural sources. As an alternative to chemical synthesis, environmentally friendly bio-based technologies are necessary for development in large-scale production. One of the most promising sustainable technologies is the utilisation of microbial cell factories for biosynthesis of phenolic acids. In this paper, we perform a systematic comparison of the best known natural sources of phenolic acids. The advances and prospects in the development of microbial cell factories for biosynthesis of these bioactive compounds are discussed in more detail. A special consideration is given to the modern production methods and analytics of phenolic acids.
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Affiliation(s)
| | | | | | | | | | | | - Naglis Malys
- Bioprocess Research Centre, Faculty of Chemical Technology, Kaunas University of Technology, Radvilėnų pl. 19, Kaunas LT-50254, Lithuania; (E.V.); (I.J.); (M.S.); (E.A.); (P.M.); (A.S.)
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Wen J, Tian L, Xu M, Zhou X, Zhang Y, Cai M. A Synthetic Malonyl-CoA Metabolic Oscillator in Komagataella phaffii. ACS Synth Biol 2020; 9:1059-1068. [PMID: 32227991 DOI: 10.1021/acssynbio.9b00378] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Malonyl-CoA is a key metabolic molecule that participates in a diverse range of physiological responses and can act as a building block for a variety of value-added pharmaceuticals and chemicals. The cytosolic malonyl-CoA concentration is usually very low, and thus dynamic metabolic control of malonyl-CoA variation will aid its stable formation and efficient consumption. We developed a synthetic malonyl-CoA metabolic oscillator in yeast. A synthetic regulatory protein, Prm1-FapR, was constructed by fusing a yeast transcriptional activator, Prm1, with a bacterial malonyl-CoA-sensitive transcription repressor, FapR. Two oppositely regulated biosensors were then engineered. A total of 18 hybrid promoter variants were designed, each carrying the operator sequence (fapO) of FapR and the core promoter of PAOX1 (cPAOX1), which is naturally regulated by Prm1. The promoter activities of these variants, regulated by Prm1-FapR, were tested. Through this process, a sensor for Prm1-FapR/(-52)fapO-PAOX1 carrying an activation/deactivation regulation module was built. Meanwhile, 24 promoter variants of PGAP with fapO inserted were designed and tested using the fusion regulator, giving a sensor for Prm1-FapR/PGAP-(+22) fapO that contained a repression/derepression regulation module. Both sensors were subsequently integrated into a single cell, which exhibited correct metabolic switching of eGFP and mCherry reporters following manipulation of cytosolic malonyl-CoA levels. The Prm1-FapR/(-52)fapO-PAOX1 and the Prm1-FapR/PGAP-(+22)fapO were also used to control the malonyl-CoA source and sink pathways, respectively, for the synthesis of 6-methylsalicylic acid. This finally led to an oscillatory metabolic mode of cytosolic malonyl-CoA. Such a metabolator is useful in exploring potential industrial and biomedical applications not limited by natural cellular behavior.
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Affiliation(s)
- Jiao Wen
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Lin Tian
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Mingqiang Xu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Xiangshan Zhou
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
| | - Yuanxing Zhang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
- Shanghai Collaborative Innovation Center for Biomanufacturing, 130 Meilong Road, Shanghai 200237, China
| | - Menghao Cai
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, China
- Shanghai Collaborative Innovation Center for Biomanufacturing, 130 Meilong Road, Shanghai 200237, China
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20
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Ren Y, Liu Q, Liu H, Zhou X, Zhang Y, Cai M. Engineering substrate and energy metabolism for living cell production of cytidine-5'-diphosphocholine. Biotechnol Bioeng 2020; 117:1426-1435. [PMID: 31997310 DOI: 10.1002/bit.27291] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 12/26/2019] [Accepted: 01/28/2020] [Indexed: 12/14/2022]
Abstract
Cytidine-5'-diphosphocholine (CDP-choline) is a widely used neuroprotective drug for multiple indications. In industry, CDP-choline is synthesized by a two-step cell culture/permeabilized cell biotransformation method because substrates often do not enter cells in an efficient manner. This study develops a novel one-step living cell fermentation method for CDP-choline production. For this purpose, the feasibility of Pichia pastoris as a chassis was demonstrated by substrate feeding and CDP-choline production. Overexpression of choline phosphate cytidylyltransferase and choline kinase enhanced the choline transformation pathway and improved the biosynthesis of CDP-choline. Furthermore, co-overexpression of ScHnm1, which is a heterologous choline transporter, highly improved the utilization of choline substrates, despite its easy degradation in cells. This strategy increased CDP-choline titer by 55-folds comparing with the wild-type (WT). Overexpression of cytidine-5'-monophosphate (CMP) kinase and CDP kinase in the CMP transformation pathway showed no positive effects. An increase in the ATP production by citrate stimulation or metabolic pathway modification further improved CDP-choline biosynthesis by 120%. Finally, the orthogonal optimization of key substrates and pH was carried out, and the resulting CDP-choline titer (6.0 g/L) at optimum conditions increased 88 times the original titer in the WT. This study provides a new paradigm for CDP-choline bioproduction by living cells.
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Affiliation(s)
- Yanna Ren
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Qi Liu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
| | - Haifeng Liu
- China Resources Angde Biotech Pharmaceutical Co, Ltd, Liaocheng, China
| | - Xiangshan Zhou
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China.,China Resources Angde Biotech Pharmaceutical Co, Ltd, Liaocheng, China
| | - Yuanxing Zhang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China.,Shanghai Collaborative Innovation Center for Biomanufacturing, Shanghai, China
| | - Menghao Cai
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai, China
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