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CRISPR-aided genome engineering for secondary metabolite biosynthesis in Streptomyces. CRISPR 辅助基因组工程用于链霉菌次生代谢物的生物合成。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae009
Yongjae Lee, Soonkyu Hwang, Woori Kim, Ji Hun Kim, Bernhard O Palsson, Byung-Kwan Cho

The demand for discovering novel microbial secondary metabolites is growing to address the limitations in bioactivities such as antibacterial, antifungal, anticancer, anthelmintic, and immunosuppressive functions. Among microbes, the genus Streptomyces holds particular significance for secondary metabolite discovery. Each Streptomyces species typically encodes approximately 30 secondary metabolite biosynthetic gene clusters (smBGCs) within its genome, which are mostly uncharacterized in terms of their products and bioactivities. The development of next-generation sequencing has enabled the identification of a large number of potent smBGCs for novel secondary metabolites that are imbalanced in number compared with discovered secondary metabolites. The clustered regularly interspaced short palindromic repeat (CRISPR)/CRISPR-associated (Cas) system has revolutionized the translation of enormous genomic potential into the discovery of secondary metabolites as the most efficient genetic engineering tool for Streptomyces. In this review, the current status of CRISPR/Cas applications in Streptomyces is summarized, with particular focus on the identification of secondary metabolite biosynthesis gene clusters and their potential applications.This review summarizes the broad range of CRISPR/Cas applications in Streptomyces for natural product discovery and production.

One-sentence summary: This review summarizes the broad range of CRISPR/Cas applications in Streptomyces for natural product discovery and production.

为解决抗菌、抗真菌、抗癌、驱虫和免疫抑制等生物活性方面的限制,发现新型微生物次级代谢物的需求与日俱增。在微生物中,链霉菌属(Streptomyces)对次生代谢物的发现具有特别重要的意义。每个链霉菌物种的基因组中通常编码约 30 个次级代谢物生物合成基因簇,这些基因簇的产物和生物活性大多尚未定性。随着下一代测序技术的发展,人们发现了大量新型次生代谢物的强效次生代谢物生物合成基因簇,与已发现的次生代谢物相比,这些基因簇的数量并不均衡。聚类规则间隔短回文重复(CRISPR)/CRISPR 相关(Cas)系统作为链霉菌最有效的基因工程工具,彻底改变了将巨大的基因组潜力转化为发现次生代谢物的过程。本综述概述了 CRISPR/Cas 在链霉菌中的应用现状,尤其关注次生代谢物生物合成基因簇的鉴定及其潜在应用。
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引用次数: 0
Using design of experiments to guide genetic optimization of engineered metabolic pathways. 利用实验设计指导基因优化工程代谢途径。
IF 3.4 4区 生物学 Q1 Medicine Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae010
Seonyun Moon, Anna Saboe, Michael J Smanski

Design of experiments (DoE) is a term used to describe the application of statistical approaches to interrogate the impact of many variables on the performance of a multivariate system. It is commonly used for process optimization in fields such as chemical engineering and material science. Recent advances in the ability to quantitatively control the expression of genes in biological systems open up the possibility to apply DoE for genetic optimization. In this review targeted to genetic and metabolic engineers, we introduce several approaches in DoE at a high level and describe instances wherein these were applied to interrogate or optimize engineered genetic systems. We discuss the challenges of applying DoE and propose strategies to mitigate these challenges.

One-sentence summary: This is a review of literature related to applying Design of Experiments for genetic optimization.

实验设计(DoE)是一个术语,用于描述应用统计方法来分析多个变量对多元系统性能的影响。它通常用于化学工程和材料科学等领域的工艺优化。最近,定量控制生物系统中基因表达的能力取得了进展,这为将 DoE 应用于基因优化提供了可能。在这篇以基因和代谢工程师为对象的综述中,我们从高层次介绍了 DoE 的几种方法,并描述了将这些方法应用于分析或优化工程基因系统的实例。我们讨论了应用 DoE 所面临的挑战,并提出了缓解这些挑战的策略。
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引用次数: 0
Top-down and bottom-up microbiome engineering approaches to enable biomanufacturing from waste biomass. 采用自上而下和自下而上的微生物组工程方法,利用废弃生物质进行生物制造。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae025
Xuejiao Lyu, Mujaheed Nuhu, Pieter Candry, Jenna Wolfanger, Michael Betenbaugh, Alexis Saldivar, Cristal Zuniga, Ying Wang, Shilva Shrestha

Growing environmental concerns and the need to adopt a circular economy have highlighted the importance of waste valorization for resource recovery. Microbial consortia-enabled biotechnologies have made significant developments in the biomanufacturing of valuable resources from waste biomass that serve as suitable alternatives to petrochemical-derived products. These microbial consortia-based processes are designed following a top-down or bottom-up engineering approach. The top-down approach is a classical method that uses environmental variables to selectively steer an existing microbial consortium to achieve a target function. While high-throughput sequencing has enabled microbial community characterization, the major challenge is to disentangle complex microbial interactions and manipulate the structure and function accordingly. The bottom-up approach uses prior knowledge of the metabolic pathway and possible interactions among consortium partners to design and engineer synthetic microbial consortia. This strategy offers some control over the composition and function of the consortium for targeted bioprocesses, but challenges remain in optimal assembly methods and long-term stability. In this review, we present the recent advancements, challenges, and opportunities for further improvement using top-down and bottom-up approaches for microbiome engineering. As the bottom-up approach is relatively a new concept for waste valorization, this review explores the assembly and design of synthetic microbial consortia, ecological engineering principles to optimize microbial consortia, and metabolic engineering approaches for efficient conversion. Integration of top-down and bottom-up approaches along with developments in metabolic modeling to predict and optimize consortia function are also highlighted.

One-sentence summary: This review highlights the microbial consortia-driven waste valorization for biomanufacturing through top-down and bottom-up design approaches and describes strategies, tools, and unexplored opportunities to optimize the design and stability of such consortia.

日益增长的环境问题和采用循环经济的需要,凸显了废物价值化对资源回收的重要性。以微生物联合体为基础的生物技术在利用废弃生物质进行有价值资源的生物制造方面取得了重大进展,可作为石化产品的合适替代品。这些微生物联合体是按照自上而下或自下而上的工程方法设计的。自上而下的方法是一种经典方法,它利用环境变量选择性地引导现有的微生物联合体实现目标功能。虽然高通量测序已经实现了微生物群落的特征描述,但主要的挑战是如何厘清复杂的微生物相互作用,并相应地操纵其结构和功能。通过自下而上的方法设计微生物群落,利用事先了解的代谢途径和群落伙伴之间可能的相互作用来设计和制造合成微生物群落。这种策略可以在一定程度上控制联合体的组成和功能,从而实现有针对性的生物过程,但在最佳组装方法和长期稳定性方面仍存在挑战。在本综述中,我们将介绍微生物组工程自上而下和自下而上方法的最新进展、挑战和进一步改进的机会。由于自下而上的方法在废物价值化方面是一个相对较新的概念,本综述探讨了合成微生物群的组装和设计、优化微生物群的生态工程原理以及高效转化的代谢工程方法。此外,还重点介绍了自上而下和自下而上方法的整合,以及用于预测和优化联合体功能的代谢模型的发展。
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引用次数: 0
Sugar transport in thermophiles: Bridging lignocellulose deconstruction and bioconversion. 嗜热菌中的糖运输:木质纤维素解构与生物转化的桥梁
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae020
Hansen Tjo, Jonathan M Conway

Biomass degrading thermophiles play an indispensable role in building lignocellulose-based supply chains. They operate at high temperatures to improve process efficiencies and minimize mesophilic contamination, can overcome lignocellulose recalcitrance through their native carbohydrate-active enzyme (CAZyme) inventory, and can utilize a wide range of sugar substrates. However, sugar transport in thermophiles is poorly understood and investigated, as compared to enzymatic lignocellulose deconstruction and metabolic conversion of sugars to value-added chemicals. Here, we review the general modes of sugar transport in thermophilic bacteria and archaea, covering the structural, molecular, and biophysical basis of their high-affinity sugar uptake. We also discuss recent genetic studies on sugar transporter function. With this understanding of sugar transport, we discuss strategies for how sugar transport can be engineered in thermophiles, with the potential to enhance the conversion of lignocellulosic biomass into renewable products.

One-sentence summary: Sugar transport is the understudied link between extracellular biomass deconstruction and intracellular sugar metabolism in thermophilic lignocellulose bioprocessing.

生物质降解嗜热菌在建立以木质纤维素为基础的供应链中发挥着不可或缺的作用。它们在高温下工作,可提高加工效率并最大程度地减少嗜中性污染,可通过其本地碳水化合物活性酶(CAZyme)库存克服木质纤维素的不溶性,并可利用多种糖基质。然而,与木质纤维素的酶解作用和将糖类转化为高附加值化学品的代谢作用相比,嗜热菌中的糖类运输却鲜为人知,研究也很少。在此,我们回顾了嗜热细菌和古细菌中糖转运的一般模式,涵盖了它们高亲和性糖吸收的结构、分子和生物物理基础。我们还回顾了嗜热糖转运体的鉴定和特征描述方法,包括最近对其功能的基因研究。有了对糖转运的了解,我们将讨论如何在嗜热菌中设计糖转运的策略,从而提高将木质纤维素生物质转化为可再生产品的潜力。
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引用次数: 0
Determining the accuracy and suitability of common analytical techniques for sophorolipid biosurfactants. 确定槐脂类生物表面活性剂常用分析技术的准确性和适用性。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae021
Benjamin Ingham, Rehana Sung, Phil Kay, Katherine Hollywood, Phavit Wongsirichot, Alistair Veitch, James Winterburn

To determine the performance of a sophorolipid biosurfactant production process, it is important to have accurate and specific analytical techniques in place. Among the most popular are the anthrone assay, gravimetric quantification (hexane:ethyl acetate extraction), and high-performance liquid chromatography (HPLC). The choice of analytical tool varies depending on cost, availability, and ease of use; however, these techniques have never been compared directly against one another. In this work, 75 fermentation broths with varying product/substrate concentrations were comprehensively tested with the 3 techniques and compared. HPLC-ultraviolet detection (198 nm) was capable of quantifying C18:1 subterminal hydroxyl diacetylated lactonic sophorolipid down to a lower limit of 0.3 g/L with low variability (<3.21%). Gravimetric quantification of the broths following liquid:liquid extraction with hexane and ethyl acetate showed some linearity (R2 = .658) when compared to HPLC but could not quantify lower than 11.06 g/L, even when no sophorolipids were detected in the sample, highlighting the non-specificity of the method to co-extract non-sophorolipid components in the final gravimetric measure. The anthrone assay showed no linearity (R2 = .129) and was found to cross-react with media components (rapeseed oil, corn steep liquor, glucose), leading to consistent overestimation of sophorolipid concentration. The appearance of poor biomass separation during sample preparation with centrifugation was noted and resolved with a novel sample preparation method with pure ethanol. Extensive analysis and comparisons of the most common sophorolipid quantification techniques are explored and the limitations/advantages are highlighted. The findings provide a guide for scientists to make an informed decision on the suitable quantification tool that meets their needs, exploring all aspects of the analysis process from harvest, sample preparation, and analysis.

要确定槐脂类生物表面活性剂生产工艺的性能,必须要有准确而具体的分析技术。其中最常用的是蒽酮测定法、重量法(正己烷:乙酸乙酯萃取)和高效液相色谱法(HPLC)。分析工具的选择因成本、可用性和易用性而异,但这些技术之间从未进行过直接比较。在这项工作中,使用这三种技术对 75 种不同产品/底物浓度的发酵液进行了全面检测和比较。高效液相色谱-紫外检测法(198 nm)能够定量检测 C18:1 亚端羟基二乙酰化乳酸槐脂,其下限为 0.3 g/L,且变异性小 (
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引用次数: 0
Development of platensimycin, platencin, and platensilin overproducers by biosynthetic pathway engineering and fermentation medium optimization. 通过生物合成途径工程和发酵培养基优化,开发普拉滕霉素、普拉滕辛和普拉滕辛过度生产者。
IF 3.4 4区 生物学 Q1 Medicine Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae003
Lucas L Fluegel, Ming-Rong Deng, Ping Su, Edward Kalkreuter, Dong Yang, Jeffrey D Rudolf, Liao-Bin Dong, Ben Shen

The platensimycin (PTM), platencin (PTN), and platensilin (PTL) family of natural products continues to inspire the discovery of new chemistry, enzymology, and medicine. Engineered production of this emerging family of natural products, however, remains laborious due to the lack of practical systems to manipulate their biosynthesis in the native-producing Streptomyces platensis species. Here we report solving this technology gap by implementing a CRISPR-Cas9 system in S. platensis CB00739 to develop an expedient method to manipulate the PTM, PTN, and PTL biosynthetic machinery in vivo. We showcase the utility of this technology by constructing designer recombinant strains S. platensis SB12051, SB12052, and SB12053, which, upon fermentation in the optimized PTM-MS medium, produced PTM, PTN, and PTL with the highest titers at 836 mg L-1, 791 mg L-1, and 40 mg L-1, respectively. Comparative analysis of these resultant recombinant strains also revealed distinct chemistries, catalyzed by PtmT1 and PtmT3, two diterpene synthases that nature has evolved for PTM, PTN, and PTL biosynthesis. The ΔptmR1/ΔptmT1/ΔptmT3 triple mutant strain S. platensis SB12054 could be envisaged as a platform strain to engineer diterpenoid biosynthesis by introducing varying ent-copalyl diphosphate-acting diterpene synthases, taking advantage of its clean metabolite background, ability to support diterpene biosynthesis in high titers, and the promiscuous tailoring biosynthetic machinery.

One-sentence summary: Implementation of a CRISPR-Cas9 system in Streptomyces platensis CB00739 enabled the construction of a suite of designer recombinant strains for the overproduction of platensimycin, platencin, and platensilin, discovery of new diterpene synthase chemistries, and development of platform strains for future diterpenoid biosynthesis engineering.

Platensimycin (PTM)、platencin (PTN) 和 platensilin (PTL) 系列天然产物不断激发着新化学、酶学和医学的发现。然而,由于缺乏实用的系统来操纵这些天然产物在本地产链霉菌(Streptomyces platensis)中的生物合成,这一新兴天然产物家族的工程化生产仍然十分困难。在这里,我们报告了通过在链霉菌 CB00739 中实施 CRISPR-Cas9 系统来解决这一技术空白的情况,从而开发出一种在体内操纵 PTM、PTN 和 PTL 生物合成机制的便捷方法。我们通过构建设计重组菌株 S. platensis SB12051、SB12052 和 SB12053 展示了这一技术的实用性,这些菌株在优化的 PTM-MS 培养基中发酵后,产生的 PTM、PTN 和 PTL 滴度最高,分别为 836 mg L-1、791 mg L-1 和 40 mg L-1。对这些重组菌株的比较分析还显示,在 PtmT1 和 PtmT3 的催化下,这些菌株产生了不同的化学反应,PtmT1 和 PtmT3 是大自然为 PTM、PTN 和 PTL 生物合成进化出的两种二萜合成酶。ΔptmR1/ΔptmT1/ΔptmT3三重突变株S. platensis SB12054可被视为一个平台菌株,利用其干净的代谢物背景、支持高滴度二萜生物合成的能力以及杂乱的定制生物合成机制,通过引入不同的ent-copalyl diphosphate作用的二萜合成酶来设计二萜生物合成。
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引用次数: 0
Transcriptional and translational flux optimization at the key regulatory node for enhanced production of naringenin using acetate in engineered Escherichia coli. 在关键调控节点优化转录和翻译通量,以提高工程大肠杆菌利用醋酸生产柚皮苷的能力。
IF 3.4 4区 生物学 Q1 Medicine Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae006
Dong H Kim, Hyun G Hwang, Dae-Yeol Ye, Gyoo Y Jung

As a key molecular scaffold for various flavonoids, naringenin is a value-added chemical with broad pharmaceutical applicability. For efficient production of naringenin from acetate, it is crucial to precisely regulate the carbon flux of the oxaloacetate-phosphoenolpyruvate (OAA-PEP) regulatory node through appropriate pckA expression control, as excessive overexpression of pckA can cause extensive loss of OAA and metabolic imbalance. However, considering the critical impact of pckA on naringenin biosynthesis, the conventional strategy of transcriptional regulation of gene expression is limited in its ability to cover the large and balanced solution space. To overcome this hurdle, in this study, pckA expression was fine-tuned at both the transcriptional and translational levels in a combinatorial expression library for the precise exploration of optimal naringenin production from acetate. Additionally, we identified the effects of regulating pckA expression by validating the correlation between phosphoenolpyruvate kinase (PCK) activity and naringenin production. As a result, the flux-optimized strain exhibited a 49.8-fold increase compared with the unoptimized strain, producing 122.12 mg/L of naringenin. Collectively, this study demonstrated the significance of transcriptional and translational flux rebalancing at the key regulatory node, proposing a pivotal metabolic engineering strategy for the biosynthesis of various flavonoids derived from naringenin using acetate.

One-sentence summary: In this study, transcriptional and translational regulation of pckA expression at the crucial regulatory node was conducted to optimize naringenin biosynthesis using acetate in E. coli.

作为各种黄酮类化合物的关键分子支架,柚皮苷是一种具有广泛医药应用价值的高附加值化学品。为了从醋酸酯中高效生产柚皮苷,通过适当的 pckA 表达控制来精确调节 OAA-PEP 调节节点的碳通量至关重要,因为过度表达 pckA 会导致 OAA 的大量损失和代谢失衡。然而,考虑到 pckA 对柚皮苷生物合成的关键影响,传统的基因表达转录调控策略在覆盖庞大而平衡的溶液空间方面能力有限,可能导致柚皮苷产量不达标。为了克服这一障碍,本研究在转录和翻译水平上对 pckA 的表达进行了微调,以精确探索醋酸酯生产柚皮苷的最佳途径。具体来说,我们利用不同强度的启动子和合理设计的具有不同翻译效率的 5'-UTR 变体生成了一个组合表达库。此外,我们还通过验证 PCK 活性与柚皮苷产量之间的相关性,确定了调节 pckA 表达的效果。结果,通量优化菌株的柚皮苷产量显著增加,与未优化菌株相比增加了 49.8 倍,柚皮苷产量为 122.12 mg/L。总之,这项研究证明了转录和翻译通量再平衡在关键调控节点上的重要性,提出了一种利用醋酸盐生物合成柚皮苷衍生的各种类黄酮的关键代谢工程策略。
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引用次数: 0
Development of automated metabolite control using mid-infrared probe for bioprocesses and vaccine manufacturing. 利用中红外探头开发用于生物工艺和疫苗生产的自动代谢物控制。
IF 3.2 4区 生物学 Q1 Medicine Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae019
Jennifer Reid, Manjit Haer, Airong Chen, Calvin Adams, Yu Chen Lin, Jim Cronin, Zhou Yu, Marina Kirkitadze, Tao Yuan

Automation of metabolite control in fermenters is fundamental to develop vaccine manufacturing processes more quickly and robustly. We created an end-to-end process analytical technology and quality by design-focused process by replacing manual control of metabolites during the development of fed-batch bioprocesses with a system that is highly adaptable and automation-enabled. Mid-infrared spectroscopy with an attenuated total reflectance probe in-line, and simple linear regression using the Beer-Lambert Law, were developed to quantitate key metabolites (glucose and glutamate) from spectral data that measured complex media during fermentation. This data was digitally connected to a process information management system, to enable continuous control of feed pumps with proportional-integral-derivative controllers that maintained nutrient levels throughout fed-batch stirred-tank fermenter processes. Continuous metabolite data from mid-infrared spectra of cultures in stirred-tank reactors enabled feedback loops and control of the feed pumps in pharmaceutical development laboratories. This improved process control of nutrient levels by 20-fold and the drug substance yield by an order of magnitude. Furthermore, the method is adaptable to other systems and enables soft sensing, such as the consumption rate of metabolites. The ability to develop quantitative metabolite templates quickly and simply for changing bioprocesses was instrumental for project acceleration and heightened process control and automation.

One-sentence summary: Intelligent digital control systems using continuous in-line metabolite data enabled end-to-end automation of fed-batch processes in stirred-tank reactors.

发酵罐中代谢物控制的自动化是更快速、更稳健地开发疫苗生产工艺的基础。我们创建了一个以端到端过程分析技术(PAT)和质量源于设计(QbD)为重点的流程,用一个具有高度适应性和自动化功能的系统取代了在开发喂料批次生物工艺过程中对代谢物的人工控制。利用在线衰减全反射探头和使用比尔-朗伯定律的简单线性回归,开发出了中红外(MIR)光谱法,以便从测量发酵过程中复杂培养基的光谱数据中量化关键代谢物(葡萄糖和谷氨酸)。这些数据以数字方式连接到过程信息管理系统(PIMS),以便利用比例-积分-派生(PID)控制器对进料泵进行连续控制,从而在整个喂料批次搅拌罐发酵过程中保持营养水平。从搅拌罐反应器中培养物的中红外光谱中获得的连续代谢物数据实现了反馈回路,并控制了制药开发实验室中的进料泵。这将营养水平的过程控制提高了 20 倍,药物产量提高了一个数量级。此外,该方法还可适用于其他系统,实现软传感,如代谢物的消耗率。能够快速、简单地开发出定量代谢物模板,以适应不断变化的生物工艺,这对于加快项目进度、提高工艺控制和自动化水平至关重要。
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引用次数: 0
Application of functional genomics for domestication of novel non-model microbes. 应用功能基因组学驯化新型非模式微生物。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae022
Margaret K Bales, Michael Melesse Vergara, Carrie A Eckert

With the expansion of domesticated microbes producing biomaterials and chemicals to support a growing circular bioeconomy, the variety of waste and sustainable substrates that can support microbial growth and production will also continue to expand. The diversity of these microbes also requires a range of compatible genetic tools to engineer improved robustness and economic viability. As we still do not fully understand the function of many genes in even highly studied model microbes, engineering improved microbial performance requires introducing genome-scale genetic modifications followed by screening or selecting mutants that enhance growth under prohibitive conditions encountered during production. These approaches include adaptive laboratory evolution, random or directed mutagenesis, transposon-mediated gene disruption, or CRISPR interference (CRISPRi). Although any of these approaches may be applicable for identifying engineering targets, here we focus on using CRISPRi to reduce the time required to engineer more robust microbes for industrial applications.

One-sentence summary: The development of genome scale CRISPR-based libraries in new microbes enables discovery of genetic factors linked to desired traits for engineering more robust microbial systems.

随着生产生物材料和化学品的驯化微生物的增加,以支持不断增长的循环生物经济,可支持微生物生长和生产的废物和可持续基质的种类也将继续增加。这些微生物的多样性还需要一系列兼容的遗传工具,以提高工程设计的稳健性和经济可行性。由于我们仍未完全了解即使是经过深入研究的模式微生物中许多基因的功能,因此要想提高微生物的性能,就需要引入基因组规模的基因修饰,然后筛选或选择突变体,以提高在生产过程中遇到的苛刻条件下的生长能力。这些方法包括适应性实验室进化(ALE)、随机或定向诱变、转座子介导的基因破坏(Tn-Seq)或 CRISPR 干扰(CRISPRi)。尽管这些方法中的任何一种都可用于确定工程目标,但我们在此重点讨论如何利用 CRISPRi 缩短时间,为工业应用设计出更强健的微生物。
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引用次数: 0
Evaluating the feasibility of medium-chain oleochemical synthesis using microbial chain elongation. 评估利用微生物链延伸进行中链油化学合成的可行性。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-01-09 DOI: 10.1093/jimb/kuae027
Ethan Agena, Ian M Gois, Connor M Bowers, Radhakrishnan Mahadevan, Matthew J Scarborough, Christopher E Lawson

Chain elongating bacteria are a unique guild of strictly anaerobic bacteria that have garnered interest for sustainable chemical manufacturing from carbon-rich wet and gaseous waste streams. They produce C6-C8 medium-chain fatty acids, which are valuable platform chemicals that can be used directly, or derivatized to service a wide range of chemical industries. However, the application of chain elongating bacteria for synthesizing products beyond C6-C8 medium-chain fatty acids has not been evaluated. In this study, we assess the feasibility of expanding the product spectrum of chain elongating bacteria to C9-C12 fatty acids, along with the synthesis of C6 fatty alcohols, dicarboxylic acids, diols, and methyl ketones. We propose several metabolic engineering strategies to accomplish these conversions in chain elongating bacteria and utilize constraint-based metabolic modelling to predict pathway stoichiometries, assess thermodynamic feasibility, and estimate ATP and product yields. We also evaluate how producing alternative products impacts the growth rate of chain elongating bacteria via resource allocation modelling, revealing a trade-off between product chain length and class versus cell growth rate. Together, these results highlight the potential for using chain elongating bacteria as a platform for diverse oleochemical biomanufacturing and offer a starting point for guiding future metabolic engineering efforts aimed at expanding their product range.

One-sentence summary: In this work, the authors use constraint-based metabolic modelling and enzyme cost minimization to assess the feasibility of using metabolic engineering to expand the product spectrum of anaerobic chain elongating bacteria.

链延伸细菌是一种独特的严格厌氧细菌,在利用富含碳的湿废料和气态废料流进行可持续化学制造方面备受关注。它们产生的 C6-C8 中链脂肪酸是有价值的平台化学品,可直接使用或衍生用于各种化学工业。然而,目前还没有对链延伸细菌用于合成 C6-C8 中链脂肪酸以外的产品进行评估。在本研究中,我们评估了将链延伸细菌的产品范围扩大到 C9-C12 脂肪酸的可行性,以及合成 C6 脂肪醇、二羧酸、二元醇和甲基酮的可行性。我们提出了几种新陈代谢工程策略来完成链伸长细菌中的这些转换,并利用基于约束的新陈代谢建模来预测途径的化学计量学、评估热力学可行性以及估计 ATP 和产品产量。我们还通过资源分配模型评估了生产替代产品对链延伸细菌生长率的影响,揭示了产品碳长度和等级与细胞生长率之间的权衡。总之,这些结果凸显了利用链伸长细菌作为多样化油脂化学生物制造平台的潜力,并为指导未来旨在扩大其产品范围的代谢工程工作提供了一个起点。
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Journal of Industrial Microbiology & Biotechnology
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