Pub Date : 2024-03-30DOI: 10.1016/j.ymben.2024.03.007
Nadja Raab , Nikolas Zeh , Robin Kretz , Linus Weiß , Anna Stadermann , Benjamin Lindner , Simon Fischer , Dieter Stoll , Kerstin Otte
Especially for the production of artificial, difficult to express molecules a further development of the CHO production cell line is required to keep pace with the continuously increasing demands. However, the identification of novel targets for cell line engineering to improve CHO cells is a time and cost intensive process. Since plasma cells are evolutionary optimized for a high antibody expression in mammals, we performed a comprehensive multi-omics comparison between CHO and plasma cells to exploit optimized cellular production traits. Comparing the transcriptome, proteome, miRNome, surfaceome and secretome of both cell lines identified key differences including 392 potential overexpression targets for CHO cell engineering categorized in 15 functional classes like transcription factors, protein processing or secretory pathway. In addition, 3 protein classes including 209 potential knock-down/out targets for CHO engineering were determined likely to affect aggregation or proteolysis. For production phenotype engineering, several of these novel targets were successfully applied to transient and transposase mediated overexpression or knock-down strategies to efficiently improve productivity of CHO cells. Thus, substantial improvement of CHO productivity was achieved by taking nature as a blueprint for cell line engineering.
特别是在生产人工的、难以表达的分子时,需要进一步开发 CHO 生产细胞系,以满足不断增长的需求。然而,确定细胞系工程的新目标以改进 CHO 细胞是一个时间和成本密集型过程。由于血浆细胞在哺乳动物的进化过程中被优化为高抗体表达,我们对 CHO 和血浆细胞进行了全面的多组学比较,以利用优化的细胞生产特性。比较两种细胞系的转录组、蛋白质组、miRN 组、表面组和分泌组发现了关键差异,包括 CHO 细胞工程的 392 个潜在过表达靶点,分为 15 个功能类别,如转录因子、蛋白质加工或分泌途径。此外,还确定了 3 类蛋白质,包括 209 个潜在的基因敲除/剔除靶标,这些靶标可能会影响 CHO 细胞工程的聚集或蛋白水解。在生产表型工程中,这些新靶点中有几个被成功地应用于瞬时和转座酶介导的过表达或基因敲除策略,从而有效地提高了 CHO 细胞的生产率。因此,以自然界为蓝本进行细胞系工程,可以大大提高 CHO 的生产率。
{"title":"Nature as blueprint: Global phenotype engineering of CHO production cells based on a multi-omics comparison with plasma cells","authors":"Nadja Raab , Nikolas Zeh , Robin Kretz , Linus Weiß , Anna Stadermann , Benjamin Lindner , Simon Fischer , Dieter Stoll , Kerstin Otte","doi":"10.1016/j.ymben.2024.03.007","DOIUrl":"10.1016/j.ymben.2024.03.007","url":null,"abstract":"<div><p>Especially for the production of artificial, difficult to express molecules a further development of the CHO production cell line is required to keep pace with the continuously increasing demands. However, the identification of novel targets for cell line engineering to improve CHO cells is a time and cost intensive process. Since plasma cells are evolutionary optimized for a high antibody expression in mammals, we performed a comprehensive multi-omics comparison between CHO and plasma cells to exploit optimized cellular production traits. Comparing the transcriptome, proteome, miRNome, surfaceome and secretome of both cell lines identified key differences including 392 potential overexpression targets for CHO cell engineering categorized in 15 functional classes like transcription factors, protein processing or secretory pathway. In addition, 3 protein classes including 209 potential knock-down/out targets for CHO engineering were determined likely to affect aggregation or proteolysis. For production phenotype engineering, several of these novel targets were successfully applied to transient and transposase mediated overexpression or knock-down strategies to efficiently improve productivity of CHO cells. Thus, substantial improvement of CHO productivity was achieved by taking nature as a blueprint for cell line engineering.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 110-122"},"PeriodicalIF":8.4,"publicationDate":"2024-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140336212","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-30DOI: 10.1016/j.ymben.2024.03.009
Anne Goelzer , Loïc Rajjou , Fabien Chardon , Olivier Loudet , Vincent Fromion
Predicting the plant cell response in complex environmental conditions is a challenge in plant biology. Here we developed a resource allocation model of cellular and molecular scale for the leaf photosynthetic cell of Arabidopsis thaliana, based on the Resource Balance Analysis (RBA) constraint-based modeling framework. The RBA model contains the metabolic network and the major macromolecular processes involved in the plant cell growth and survival and localized in cellular compartments. We simulated the model for varying environmental conditions of temperature, irradiance, partial pressure of CO2 and O2, and compared RBA predictions to known resource distributions and quantitative phenotypic traits such as the relative growth rate, the C:N ratio, and finally to the empirical characteristics of CO2 fixation given by the well-established Farquhar model. In comparison to other standard constraint-based modeling methods like Flux Balance Analysis, the RBA model makes accurate quantitative predictions without the need for empirical constraints. Altogether, we show that RBA significantly improves the autonomous prediction of plant cell phenotypes in complex environmental conditions, and provides mechanistic links between the genotype and the phenotype of the plant cell.
{"title":"Resource allocation modeling for autonomous prediction of plant cell phenotypes","authors":"Anne Goelzer , Loïc Rajjou , Fabien Chardon , Olivier Loudet , Vincent Fromion","doi":"10.1016/j.ymben.2024.03.009","DOIUrl":"10.1016/j.ymben.2024.03.009","url":null,"abstract":"<div><p>Predicting the plant cell response in complex environmental conditions is a challenge in plant biology. Here we developed a resource allocation model of cellular and molecular scale for the leaf photosynthetic cell of <em>Arabidopsis thaliana</em>, based on the Resource Balance Analysis (RBA) constraint-based modeling framework. The RBA model contains the metabolic network and the major macromolecular processes involved in the plant cell growth and survival and localized in cellular compartments. We simulated the model for varying environmental conditions of temperature, irradiance, partial pressure of CO<sub>2</sub> and O<sub>2</sub>, and compared RBA predictions to known resource distributions and quantitative phenotypic traits such as the relative growth rate, the C:N ratio, and finally to the empirical characteristics of CO<sub>2</sub> fixation given by the well-established Farquhar model. In comparison to other standard constraint-based modeling methods like Flux Balance Analysis, the RBA model makes accurate quantitative predictions without the need for empirical constraints. Altogether, we show that RBA significantly improves the autonomous prediction of plant cell phenotypes in complex environmental conditions, and provides mechanistic links between the genotype and the phenotype of the plant cell.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 86-101"},"PeriodicalIF":8.4,"publicationDate":"2024-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140336213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-29DOI: 10.1016/j.ymben.2024.03.006
Shuang Wei , Mengwan Li , Xuye Lang , Nicholas R. Robertson , Sang-Youl Park , Sean R. Cutler , Ian Wheeldon
Precise control of gene expression is critical for optimizing cellular metabolism and improving the production of valuable biochemicals. However, hard-wired approaches to pathway engineering, such as optimizing promoters, can take time and effort. Moreover, limited tools exist for controlling gene regulation in non-conventional hosts. Here, we develop a two-channel chemically-regulated gene expression system for the multi-stress tolerant yeast Kluyveromyces marxianus and use it to tune ethyl acetate production, a native metabolite produced at high titers in this yeast. To achieve this, we repurposed the plant hormone sensing modules (PYR1ABA/HAB1 and PYR1*MANDI/HAB1*) for high dynamic-range gene activation and repression controlled by either abscisic acid (ABA) or mandipropamid (mandi). To redirect metabolic flux towards ethyl acetate biosynthesis, we simultaneously repress pyruvate dehydrogenase (PDA1) and activate pyruvate decarboxylase (PDC1) to enhance ethyl acetate titers. Thus, we have developed new tools for chemically tuning gene expression in K. marxianus and S. cerevisiae that should be deployable across many non-conventional eukaryotic hosts.
基因表达的精确控制对于优化细胞新陈代谢和提高有价值生化物质的产量至关重要。然而,路径工程的硬连接方法(如优化启动子)需要花费大量时间和精力。此外,用于控制非常规宿主基因调控的工具也很有限。在这里,我们为耐多应激酵母 Kluyveromyces marxianus 开发了一种双通道化学调控基因表达系统,并用它来调节乙酸乙酯的生产,乙酸乙酯是这种酵母高滴度生产的一种原生代谢产物。为此,我们重新设计了植物激素传感模块(PYR1ABA/HAB1 和 PYR1*MANDI/ HAB1*),用于受脱落酸(ABA)或曼地丙酰胺(Mandi)控制的高动态范围基因激活和抑制。为了将代谢通量转向乙酸乙酯的生物合成,我们同时抑制丙酮酸脱氢酶(PDA1)和激活丙酮酸脱羧酶(PDC1),以提高乙酸乙酯的滴度。因此,我们开发出了在 K. marxianus 和 S. cerevisiae 中通过化学方法调整基因表达的新工具,这些工具应该可以在许多非常规真核生物宿主中使用。
{"title":"Repurposing plant hormone receptors as chemically-inducible genetic switches for dynamic regulation in yeast","authors":"Shuang Wei , Mengwan Li , Xuye Lang , Nicholas R. Robertson , Sang-Youl Park , Sean R. Cutler , Ian Wheeldon","doi":"10.1016/j.ymben.2024.03.006","DOIUrl":"10.1016/j.ymben.2024.03.006","url":null,"abstract":"<div><p>Precise control of gene expression is critical for optimizing cellular metabolism and improving the production of valuable biochemicals. However, hard-wired approaches to pathway engineering, such as optimizing promoters, can take time and effort. Moreover, limited tools exist for controlling gene regulation in non-conventional hosts. Here, we develop a two-channel chemically-regulated gene expression system for the multi-stress tolerant yeast <em>Kluyveromyces marxianus</em> and use it to tune ethyl acetate production, a native metabolite produced at high titers in this yeast. To achieve this, we repurposed the plant hormone sensing modules (PYR1<sup>ABA</sup>/HAB1 and PYR1*<sup>MANDI</sup>/HAB1*) for high dynamic-range gene activation and repression controlled by either abscisic acid (ABA) or mandipropamid (mandi). To redirect metabolic flux towards ethyl acetate biosynthesis, we simultaneously repress pyruvate dehydrogenase (<em>PDA1</em>) and activate pyruvate decarboxylase (<em>PDC1</em>) to enhance ethyl acetate titers. Thus, we have developed new tools for chemically tuning gene expression in <em>K. marxianus</em> and <em>S. cerevisiae</em> that should be deployable across many non-conventional eukaryotic hosts.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 102-109"},"PeriodicalIF":8.4,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S109671762400051X/pdfft?md5=d0e3ee6773439cd9f4e30d05abde4f72&pid=1-s2.0-S109671762400051X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140329981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-24DOI: 10.1016/j.ymben.2024.03.004
Le Yu , Yaojie Gao , Yuanyuan He , Yang Liu , Jianning Shen , Han Liang , Rong Gong , He Duan , Neil P.J. Price , Xuemin Song , Zixin Deng , Wenqing Chen
5-Methyluridine (5-MU) is a prominent intermediate for industrial synthesis of several antiviral-drugs, however, its availability over the past decades has overwhelmingly relied on chemical and enzymatic strategies. Here, we have realized efficient production of 5-MU in E. coli, for the first time, via a designer artificial pathway consisting of a two-enzyme cascade (UMP 5-methylase and phosphatase). More importantly, we have engineered the E. coli cell factory to boost 5-MU production by systematic evaluation of multiple strategies, and as a proof of concept, we have further developed an antibiotic-free fermentation strategy to realize 5-MU production (10.71 g/L) in E. coli MB229 (a ΔthyA strain). Remarkably, we have also established a versatile and robust platform with exploitation of the engineered E. coli for efficient production of diversified UMP-derived chemicals. This study paves the way for future engineering of E. coli as a synthetic biology platform for acceleratively accessing UMP-derived chemical diversities.
{"title":"Developing the E. coli platform for efficient production of UMP-derived chemicals","authors":"Le Yu , Yaojie Gao , Yuanyuan He , Yang Liu , Jianning Shen , Han Liang , Rong Gong , He Duan , Neil P.J. Price , Xuemin Song , Zixin Deng , Wenqing Chen","doi":"10.1016/j.ymben.2024.03.004","DOIUrl":"10.1016/j.ymben.2024.03.004","url":null,"abstract":"<div><p>5-Methyluridine (5-MU) is a prominent intermediate for industrial synthesis of several antiviral-drugs, however, its availability over the past decades has overwhelmingly relied on chemical and enzymatic strategies. Here, we have realized efficient production of 5-MU in <em>E. coli,</em> for the first time, <em>via</em> a designer artificial pathway consisting of a two-enzyme cascade (UMP 5-methylase and phosphatase). More importantly, we have engineered the <em>E. coli</em> cell factory to boost 5-MU production by systematic evaluation of multiple strategies, and as a proof of concept, we have further developed an antibiotic-free fermentation strategy to realize 5-MU production (10.71 g/L) in <em>E. coli</em> MB229 (a <em>ΔthyA</em> strain). Remarkably, we have also established a versatile and robust platform with exploitation of the engineered <em>E. coli</em> for efficient production of diversified UMP-derived chemicals. This study paves the way for future engineering of <em>E. coli</em> as a synthetic biology platform for acceleratively accessing UMP-derived chemical diversities.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 61-74"},"PeriodicalIF":8.4,"publicationDate":"2024-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140207265","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-21DOI: 10.1016/j.ymben.2024.03.003
Fengli Wu , Shucai Wang , Dan Zhou , Shukai Gao , Guotian Song , Yanxia Liang , Qinhong Wang
2-Pyrone-4,6-dicarboxylic acid (PDC), a chemically stable pseudo-aromatic dicarboxylic acid, is a promising building block compound for manufacturing biodegradable polyesters. This study aimed to construct high-performance cell factories enabling the efficient production of PDC from glucose. Firstly, the effective enzymes of the PDC biosynthetic pathway were overexpressed on the chromosome of the 3-dehydroshikimate overproducing strain. Consequently, the one-step biosynthesis of PDC from glucose was achieved. Further, the PDC production was enhanced by multi-copy integration of the key gene PsligC encoding 4-carboxy-2-hydroxymuconate-6-semialdehyde dehydrogenase and co-expression of Vitreoscilla hemoglobin. Subsequently, the PDC production was substantially improved by redistributing the metabolic flux for cell growth and PDC biosynthesis based on dynamically downregulating the expression of pyruvate kinase. The resultant strain PDC50 produced 129.37 g/L PDC from glucose within 78 h under fed-batch fermentation conditions, with a yield of 0.528 mol/mol and an average productivity of 1.65 g/L/h. The findings of this study lay the foundation for the potential industrial production of PDC.
{"title":"Metabolic engineering of Escherichia coli for high-level production of the biodegradable polyester monomer 2-pyrone-4,6-dicarboxylic acid","authors":"Fengli Wu , Shucai Wang , Dan Zhou , Shukai Gao , Guotian Song , Yanxia Liang , Qinhong Wang","doi":"10.1016/j.ymben.2024.03.003","DOIUrl":"10.1016/j.ymben.2024.03.003","url":null,"abstract":"<div><p>2-Pyrone-4,6-dicarboxylic acid (PDC), a chemically stable pseudo-aromatic dicarboxylic acid, is a promising building block compound for manufacturing biodegradable polyesters. This study aimed to construct high-performance cell factories enabling the efficient production of PDC from glucose. Firstly, the effective enzymes of the PDC biosynthetic pathway were overexpressed on the chromosome of the 3-dehydroshikimate overproducing strain. Consequently, the one-step biosynthesis of PDC from glucose was achieved. Further, the PDC production was enhanced by multi-copy integration of the key gene <em>PsligC</em> encoding 4-carboxy-2-hydroxymuconate-6-semialdehyde dehydrogenase and co-expression of <em>Vitreoscilla</em> hemoglobin. Subsequently, the PDC production was substantially improved by redistributing the metabolic flux for cell growth and PDC biosynthesis based on dynamically downregulating the expression of pyruvate kinase. The resultant strain PDC50 produced 129.37 g/L PDC from glucose within 78 h under fed-batch fermentation conditions, with a yield of 0.528 mol/mol and an average productivity of 1.65 g/L/h. The findings of this study lay the foundation for the potential industrial production of PDC.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 52-60"},"PeriodicalIF":8.4,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140194161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-13DOI: 10.1016/j.ymben.2024.03.001
Miguel Paredes-Barrada , Panagiotis Kopsiaftis , Nico J. Claassens , Richard van Kranenburg
Parageobacillus thermoglucosidasius is a thermophilic and facultatively anaerobic microbe, which is emerging as one of the most promising thermophilic model organisms for metabolic engineering. The use of thermophilic microorganisms for industrial bioprocesses provides the advantages of increased reaction rates and reduced cooling costs for bioreactors compared to their mesophilic counterparts. Moreover, it enables starch or lignocellulose degradation and fermentation to occur at the same temperature in a Simultaneous Saccharification and Fermentation (SSF) or Consolidated Bioprocessing (CBP) approach. Its natural hemicellulolytic capabilities and its ability to convert CO to metabolic energy make P. thermoglucosidasius a potentially attractive host for bio-based processes. It can effectively degrade hemicellulose due to a number of hydrolytic enzymes, carbohydrate transporters, and regulatory elements coded from a genomic cluster named Hemicellulose Utilization (HUS) locus. The growing availability of effective genetic engineering tools in P. thermoglucosidasius further starts to open up its potential as a versatile thermophilic cell factory. A number of strain engineering examples showcasing the potential of P. thermoglucosidasius as a microbial chassis for the production of bulk and fine chemicals are presented along with current research bottlenecks. Ultimately, this review provides a holistic overview of the distinct metabolic characteristics of P. thermoglucosidasius and discusses research focused on expanding the native metabolic boundaries for the development of industrially relevant strains.
副嗜热杆菌(Parageobacillus thermoglucosidasius)是一种嗜热兼兼性厌氧微生物,正在成为代谢工程领域最有前途的嗜热模式生物之一。与中亲性微生物相比,使用嗜热微生物进行工业生物处理具有提高反应速率和降低生物反应器冷却成本的优势。此外,在同时糖化和发酵(SSF)或综合生物处理(CBP)方法中,它还能使淀粉或木质纤维素的降解和发酵在同一温度下进行。P. thermoglucosidasius 的天然半纤维素分解能力及其将 CO 转化为代谢能的能力,使其成为生物基工艺中具有潜在吸引力的宿主。它能有效降解半纤维素,这得益于其基因组群(名为半纤维素利用(HUS)基因座)中编码的多种水解酶、碳水化合物转运体和调控元件。P. thermoglucosidasius 的有效基因工程工具越来越多,进一步开启了其作为多功能嗜热细胞工厂的潜力。本综述介绍了一些菌株工程实例,展示了热葡糖酸杆菌作为微生物底盘生产大宗化学品和精细化学品的潜力,以及当前的研究瓶颈。最后,本综述全面概述了 P. thermoglucosidasius 的独特新陈代谢特征,并讨论了为开发工业相关菌株而进行的重点扩大本地新陈代谢范围的研究。
{"title":"Parageobacillus thermoglucosidasius as an emerging thermophilic cell factory","authors":"Miguel Paredes-Barrada , Panagiotis Kopsiaftis , Nico J. Claassens , Richard van Kranenburg","doi":"10.1016/j.ymben.2024.03.001","DOIUrl":"10.1016/j.ymben.2024.03.001","url":null,"abstract":"<div><p><em>Parageobacillus thermoglucosidasius</em> is a thermophilic and facultatively anaerobic microbe, which is emerging as one of the most promising thermophilic model organisms for metabolic engineering. The use of thermophilic microorganisms for industrial bioprocesses provides the advantages of increased reaction rates and reduced cooling costs for bioreactors compared to their mesophilic counterparts. Moreover, it enables starch or lignocellulose degradation and fermentation to occur at the same temperature in a Simultaneous Saccharification and Fermentation (SSF) or Consolidated Bioprocessing (CBP) approach. Its natural hemicellulolytic capabilities and its ability to convert CO to metabolic energy make <em>P</em>. <em>thermoglucosidasius</em> a potentially attractive host for bio-based processes. It can effectively degrade hemicellulose due to a number of hydrolytic enzymes, carbohydrate transporters, and regulatory elements coded from a genomic cluster named Hemicellulose Utilization (HUS) locus. The growing availability of effective genetic engineering tools in <em>P. thermoglucosidasius</em> further starts to open up its potential as a versatile thermophilic cell factory. A number of strain engineering examples showcasing the potential of <em>P. thermoglucosidasius</em> as a microbial chassis for the production of bulk and fine chemicals are presented along with current research bottlenecks. Ultimately, this review provides a holistic overview of the distinct metabolic characteristics of <em>P. thermoglucosidasius</em> and discusses research focused on expanding the native metabolic boundaries for the development of industrially relevant strains.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 39-51"},"PeriodicalIF":8.4,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1096717624000363/pdfft?md5=48bcdb657e9058a88cf42fddd59d9f19&pid=1-s2.0-S1096717624000363-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140136965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-08DOI: 10.1016/j.ymben.2024.02.014
Maxime Lecomte , Wenfan Cao , Julie Aubert , David James Sherman , Hélène Falentin , Clémence Frioux , Simon Labarthe
Cheese taste and flavour properties result from complex metabolic processes occurring in microbial communities. A deeper understanding of such mechanisms makes it possible to improve both industrial production processes and end-product quality through the design of microbial consortia. In this work, we caracterise the metabolism of a three-species community consisting of Lactococcus lactis, Lactobacillus plantarum and Propionibacterium freudenreichii during a seven-week cheese production process. Using genome-scale metabolic models and omics data integration, we modeled and calibrated individual dynamics using monoculture experiments, and coupled these models to capture the metabolism of the community. This model accurately predicts the dynamics of the community, enlightening the contribution of each microbial species to organoleptic compound production. Further metabolic exploration revealed additional possible interactions between the bacterial species. This work provides a methodological framework for the prediction of community-wide metabolism and highlights the added value of dynamic metabolic modeling for the comprehension of fermented food processes.
{"title":"Revealing the dynamics and mechanisms of bacterial interactions in cheese production with metabolic modelling","authors":"Maxime Lecomte , Wenfan Cao , Julie Aubert , David James Sherman , Hélène Falentin , Clémence Frioux , Simon Labarthe","doi":"10.1016/j.ymben.2024.02.014","DOIUrl":"10.1016/j.ymben.2024.02.014","url":null,"abstract":"<div><p>Cheese taste and flavour properties result from complex metabolic processes occurring in microbial communities. A deeper understanding of such mechanisms makes it possible to improve both industrial production processes and end-product quality through the design of microbial consortia. In this work, we caracterise the metabolism of a three-species community consisting of <em>Lactococcus lactis</em>, <em>Lactobacillus plantarum</em> and <em>Propionibacterium freudenreichii</em> during a seven-week cheese production process. Using genome-scale metabolic models and omics data integration, we modeled and calibrated individual dynamics using monoculture experiments, and coupled these models to capture the metabolism of the community. This model accurately predicts the dynamics of the community, enlightening the contribution of each microbial species to organoleptic compound production. Further metabolic exploration revealed additional possible interactions between the bacterial species. This work provides a methodological framework for the prediction of community-wide metabolism and highlights the added value of dynamic metabolic modeling for the comprehension of fermented food processes.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 24-38"},"PeriodicalIF":8.4,"publicationDate":"2024-03-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1096717624000302/pdfft?md5=ff6cbb44138856d374b3d067863cae70&pid=1-s2.0-S1096717624000302-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140068561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-07DOI: 10.1016/j.ymben.2024.03.002
Harnish Mukesh Naik , Xiangchen Cai , Pranay Ladiwala , Jayanth Venkatarama Reddy , Michael J. Betenbaugh , Maciek R. Antoniewicz
The rapidly growing market of biologics including monoclonal antibodies has stimulated the need to improve biomanufacturing processes including mammalian host systems such as Chinese Hamster Ovary (CHO) cells. Cell culture media formulations continue to be enhanced to enable intensified cell culture processes and optimize cell culture performance. Amino acids, major components of cell culture media, are consumed in large amounts by CHO cells. Due to their low solubility and poor stability, certain amino acids including tyrosine, leucine, and phenylalanine can pose major challenges leading to suboptimal bioprocess performance. Dipeptides have the potential to replace amino acids in culture media. However, very little is known about the cleavage, uptake, and utilization kinetics of dipeptides in CHO cell cultures. In this study, replacing amino acids, including leucine and tyrosine by their respective dipeptides including but not limited to Ala-Leu and Gly-Tyr, supported similar cell growth, antibody production, and lactate profiles. Using 13C labeling techniques and spent media studies, dipeptides were shown to undergo both intracellular and extracellular cleavage in cultures. Extracellular cleavage increased with the culture duration, indicating cleavage by host cell proteins that are likely secreted and accumulate in cell culture over time. A kinetic model was built and for the first time, integrated with 13C labeling experiments to estimate dipeptide utilization rates, in CHO cell cultures. Dipeptides with alanine at the N-terminus had a higher utilization rate than dipeptides with alanine at the C-terminus and dipeptides with glycine instead of alanine at N-terminus. Simultaneous supplementation of more than one dipeptide in culture led to reduction in individual dipeptide utilization rates indicating that dipeptides compete for the same cleavage enzymes, transporters, or both. Dipeptide utilization rates in culture and cleavage rates in cell-free experiments appeared to follow Michaelis-Menten kinetics, reaching a maximum at higher dipeptide concentrations. Dipeptide utilization behavior was found to be similar in cell-free and cell culture environments, paving the way for future testing approaches for dipeptides in cell-free environments prior to use in large-scale bioreactors. Thus, this study provides a deeper understanding of the fate of dipeptides in CHO cell cultures through an integration of cell culture, 13C labeling, and kinetic modeling approaches providing insights in how to best use dipeptides in media formulations for robust and optimal mammalian cell culture performance.
包括单克隆抗体在内的生物制剂市场的快速增长刺激了对改进生物制造工艺的需求,包括哺乳动物宿主系统,如中国仓鼠卵巢 (CHO) 细胞。细胞培养基配方不断改进,以强化细胞培养过程并优化细胞培养性能。氨基酸是细胞培养基的主要成分,被 CHO 细胞大量消耗。由于溶解度低、稳定性差,包括酪氨酸、亮氨酸和苯丙氨酸在内的某些氨基酸会带来重大挑战,导致生物工艺性能不达标。二肽有可能取代培养基中的氨基酸。然而,人们对二肽在 CHO 细胞培养物中的裂解、吸收和利用动力学知之甚少。在这项研究中,用各自的二肽(包括但不限于 Ala-Leu 和 Gly-Tyr)取代氨基酸(包括亮氨酸和酪氨酸),可支持相似的细胞生长、抗体产生和乳酸分布。使用 13C 标记技术和废培养基研究表明,二肽在培养物中会发生细胞内和细胞外裂解。细胞外裂解随着培养时间的延长而增加,这表明宿主细胞蛋白可能会分泌裂解二肽,并随着时间的推移在细胞培养物中积累。我们建立了一个动力学模型,并首次将该模型与 13C 标记实验相结合,以估算二肽在 CHO 细胞培养物中的利用率。N端为丙氨酸的二肽的利用率高于C端为丙氨酸的二肽和N端为甘氨酸而非丙氨酸的二肽。在培养过程中同时补充一种以上的二肽会导致单个二肽的利用率降低,这表明二肽会竞争相同的裂解酶、转运体或两者。培养物中的二肽利用率和无细胞实验中的裂解率似乎遵循迈克尔-门顿动力学,在二肽浓度较高时达到最大值。研究发现,二肽在无细胞环境和细胞培养环境中的利用行为相似,这为今后在大规模生物反应器中使用二肽之前,在无细胞环境中测试二肽的方法铺平了道路。因此,这项研究通过整合细胞培养、13C 标记和动力学建模方法,加深了对二肽在 CHO 细胞培养物中命运的理解,为如何在培养基配方中最佳使用二肽以实现稳健、最佳的哺乳动物细胞培养性能提供了见解。
{"title":"Elucidating uptake and metabolic fate of dipeptides in CHO cell cultures using 13C labeling experiments and kinetic modeling","authors":"Harnish Mukesh Naik , Xiangchen Cai , Pranay Ladiwala , Jayanth Venkatarama Reddy , Michael J. Betenbaugh , Maciek R. Antoniewicz","doi":"10.1016/j.ymben.2024.03.002","DOIUrl":"10.1016/j.ymben.2024.03.002","url":null,"abstract":"<div><p>The rapidly growing market of biologics including monoclonal antibodies has stimulated the need to improve biomanufacturing processes including mammalian host systems such as Chinese Hamster Ovary (CHO) cells. Cell culture media formulations continue to be enhanced to enable intensified cell culture processes and optimize cell culture performance. Amino acids, major components of cell culture media, are consumed in large amounts by CHO cells. Due to their low solubility and poor stability, certain amino acids including tyrosine, leucine, and phenylalanine can pose major challenges leading to suboptimal bioprocess performance. Dipeptides have the potential to replace amino acids in culture media. However, very little is known about the cleavage, uptake, and utilization kinetics of dipeptides in CHO cell cultures. In this study, replacing amino acids, including leucine and tyrosine by their respective dipeptides including but not limited to Ala-Leu and Gly-Tyr, supported similar cell growth, antibody production, and lactate profiles. Using <sup>13</sup>C labeling techniques and spent media studies, dipeptides were shown to undergo both intracellular and extracellular cleavage in cultures. Extracellular cleavage increased with the culture duration, indicating cleavage by host cell proteins that are likely secreted and accumulate in cell culture over time. A kinetic model was built and for the first time, integrated with <sup>13</sup>C labeling experiments to estimate dipeptide utilization rates, in CHO cell cultures. Dipeptides with alanine at the N-terminus had a higher utilization rate than dipeptides with alanine at the C-terminus and dipeptides with glycine instead of alanine at N-terminus. Simultaneous supplementation of more than one dipeptide in culture led to reduction in individual dipeptide utilization rates indicating that dipeptides compete for the same cleavage enzymes, transporters, or both. Dipeptide utilization rates in culture and cleavage rates in cell-free experiments appeared to follow Michaelis-Menten kinetics, reaching a maximum at higher dipeptide concentrations. Dipeptide utilization behavior was found to be similar in cell-free and cell culture environments, paving the way for future testing approaches for dipeptides in cell-free environments prior to use in large-scale bioreactors. Thus, this study provides a deeper understanding of the fate of dipeptides in CHO cell cultures through an integration of cell culture, <sup>13</sup>C labeling, and kinetic modeling approaches providing insights in how to best use dipeptides in media formulations for robust and optimal mammalian cell culture performance.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 12-23"},"PeriodicalIF":8.4,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140068560","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-04DOI: 10.1016/j.ymben.2024.02.018
Celeste B. Marsan , Sung Gyung Lee , Ankim Nguyen , Angela R. Gordillo Sierra , Sarah M. Coleman , Sierra M. Brooks , Hal S. Alper
Flavonoids are a diverse set of natural products with promising bioactivities including anti-inflammatory, anti-cancer, and neuroprotective properties. Previously, the oleaginous host Yarrowia lipolytica has been engineered to produce high titers of the base flavonoid naringenin. Here, we leverage this host along with a set of E. coli bioconversion strains to produce the flavone apigenin and its glycosylated derivative isovitexin, two potential nutraceutical and pharmaceutical candidates. Through downstream strain selection, co-culture optimization, media composition, and mutant isolation, we were able to produce168 mg/L of apigenin, representing a 46% conversion rate of 2-(R/S)-naringenin to apigenin. This apigenin platform was modularly extended to produce isovitexin by addition of a second bioconversion strain. Together, these results demonstrate the promise of microbial production and modular bioconversion to access diversified flavonoids.
{"title":"Leveraging a Y. lipolytica naringenin chassis for biosynthesis of apigenin and associated glucoside","authors":"Celeste B. Marsan , Sung Gyung Lee , Ankim Nguyen , Angela R. Gordillo Sierra , Sarah M. Coleman , Sierra M. Brooks , Hal S. Alper","doi":"10.1016/j.ymben.2024.02.018","DOIUrl":"10.1016/j.ymben.2024.02.018","url":null,"abstract":"<div><p>Flavonoids are a diverse set of natural products with promising bioactivities including anti-inflammatory, anti-cancer, and neuroprotective properties. Previously, the oleaginous host <em>Yarrowia lipolytica</em> has been engineered to produce high titers of the base flavonoid naringenin. Here, we leverage this host along with a set of <em>E. coli</em> bioconversion strains to produce the flavone apigenin and its glycosylated derivative isovitexin, two potential nutraceutical and pharmaceutical candidates. Through downstream strain selection, co-culture optimization, media composition, and mutant isolation, we were able to produce168 mg/L of apigenin, representing a 46% conversion rate of 2-(R/S)-naringenin to apigenin. This apigenin platform was modularly extended to produce isovitexin by addition of a second bioconversion strain. Together, these results demonstrate the promise of microbial production and modular bioconversion to access diversified flavonoids.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"83 ","pages":"Pages 1-11"},"PeriodicalIF":8.4,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140049848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-01DOI: 10.1016/j.ymben.2024.02.010
Qitiao Hu , Simian Sun , Zhongnan Zhang , Wei Liu , Xueqing Yi , Hongtao He , Nigel S. Scrutton , Guo-Qiang Chen
Ectoine, a crucial osmoprotectant for salt adaptation in halophiles, has gained growing interest in cosmetics and medical industries. However, its production remains challenged by stringent fermentation process in model microorganisms and low production level in its native producers. Here, we systematically engineered the native ectoine producer Halomonas bluephagenesis for ectoine production by overexpressing ectABC operon, increasing precursors availability, enhancing product transport system and optimizing its growth medium. The final engineered H. bluephagenesis produced 85 g/L ectoine in 52 h under open unsterile incubation in a 7 L bioreactor in the absence of plasmid, antibiotic or inducer. Furthermore, it was successfully demonstrated the feasibility of decoupling salt concentration with ectoine synthesis and co-production with bioplastic P(3HB-co-4HB) by the engineered H. bluephagenesis. The unsterile fermentation process and significantly increased ectoine titer indicate that H. bluephagenesis as the chassis of Next-Generation Industrial Biotechnology (NGIB), is promising for the biomanufacturing of not only intracellular bioplastic PHA but also small molecular compound such as ectoine.
{"title":"Ectoine hyperproduction by engineered Halomonas bluephagenesis","authors":"Qitiao Hu , Simian Sun , Zhongnan Zhang , Wei Liu , Xueqing Yi , Hongtao He , Nigel S. Scrutton , Guo-Qiang Chen","doi":"10.1016/j.ymben.2024.02.010","DOIUrl":"10.1016/j.ymben.2024.02.010","url":null,"abstract":"<div><p>Ectoine, a crucial osmoprotectant for salt adaptation in halophiles, has gained growing interest in cosmetics and medical industries. However, its production remains challenged by stringent fermentation process in model microorganisms and low production level in its native producers. Here, we systematically engineered the native ectoine producer <em>Halomonas bluephagenesis</em> for ectoine production by overexpressing <em>ectABC</em> operon, increasing precursors availability, enhancing product transport system and optimizing its growth medium. The final engineered <em>H. bluephagenesis</em> produced 85 g/L ectoine in 52 h under open unsterile incubation in a 7 L bioreactor in the absence of plasmid, antibiotic or inducer. Furthermore, it was successfully demonstrated the feasibility of decoupling salt concentration with ectoine synthesis and co-production with bioplastic P(3HB-<em>co</em>-4HB) by the engineered <em>H. bluephagenesis</em>. The unsterile fermentation process and significantly increased ectoine titer indicate that <em>H. bluephagenesis</em> as the chassis of Next-Generation Industrial Biotechnology (NGIB), is promising for the biomanufacturing of not only intracellular bioplastic PHA but also small molecular compound such as ectoine.</p></div>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":"82 ","pages":"Pages 238-249"},"PeriodicalIF":8.4,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139937939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}