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Toward biomanufacturing of next-generation bacterial nanocellulose (BNC)-based materials with tailored properties: A review on genetic engineering approaches 实现具有定制特性的下一代细菌纳米纤维素(BNC)材料的生物制造:基因工程方法综述。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-31 DOI: 10.1016/j.biotechadv.2024.108390
Dariela Núñez , Patricio Oyarzún , Sebastián González , Irene Martínez

Bacterial nanocellulose (BNC) is a biopolymer that is drawing significant attention for a wide range of applications thanks to its unique structure and excellent properties, such as high purity, mechanical strength, high water holding capacity and biocompatibility. Nevertheless, the biomanufacturing of BNC is hindered due to its low yield, the instability of microbial strains and cost limitations that prevent it from being mass-produced on a large scale. Various approaches have been developed to address these problems by genetically modifying strains and to produce BNC-based biomaterials with added value. These works are summarized and discussed in the present article, which include the overexpression and knockout of genes related and not related with the nanocellulose biosynthetic operon, the application of synthetic biology approaches and CRISPR/Cas techniques to modulate BNC biosynthesis. Further discussion is provided on functionalized BNC-based biomaterials with tailored properties that are incorporated in-vivo during its biosynthesis using genetically modified strains either in single or co-culture systems (in-vivo manufacturing). This novel strategy holds potential to open the road toward cost-effective production processes and to find novel applications in a variety of technology and industrial fields.

细菌纳米纤维素(BNC)是一种生物聚合物,因其独特的结构和优异的性能(如高纯度、机械强度、高保水能力和生物相容性),在广泛的应用领域备受关注。然而,由于产量低、微生物菌株不稳定以及成本限制,BNC 的生物制造受到阻碍,无法大规模生产。为了解决这些问题,人们开发了各种方法,通过对菌株进行基因改造,生产出具有附加值的基于 BNC 的生物材料。本文对这些工作进行了总结和讨论,其中包括过表达和敲除与纳米纤维素生物合成操作子有关和无关的基因、应用合成生物学方法和 CRISPR/Cas 技术来调节 BNC 的生物合成。报告还进一步讨论了基于 BNC 的功能化生物材料,这些材料具有量身定制的特性,在生物合成过程中,利用单培养系统或共培养系统(体内制造)中的转基因菌株将其纳入体内。这种新颖的战略有望开辟具有成本效益的生产工艺之路,并在各种技术和工业领域找到新的应用。
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引用次数: 0
The bioproduction of astaxanthin: A comprehensive review on the microbial synthesis and downstream extraction 虾青素的生物生产:关于微生物合成和下游提取的全面综述。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-31 DOI: 10.1016/j.biotechadv.2024.108392
Dawei Zhou , Zhengyue Fei , Guannan Liu , Yujia Jiang , Wankui Jiang , Carol Sze Ki Lin , Wenming Zhang , Fengxue Xin , Min Jiang

Astaxanthin is a valuable orange-red carotenoid with wide applications in agriculture, food, cosmetics, pharmaceuticals and nutraceuticals areas. At present, the biological synthesis of astaxanthin mainly relies on Haematococcus pluvialis and Xanthophyllomyces dendrorhous. With the rapid development of synthetic biology, more recombinant microbial hosts have been genetically constructed for astaxanthin production including Escherichia coli, Saccharomyces cerevisiae and Yarrowia lipolytica. As multiple genes (15) were involved in the astaxanthin synthesis, it is particularly important to adopt different strategies to balance the metabolic flow towards the astaxanthin synthesis. Furthermore, astaxanthin is a fat-soluble compound stored intracellularly, hence efficient extraction methods are also essential for the economical production of astaxanthin. Several efficient and green extraction methods of astaxanthin have been reported in recent years, including the superfluid extraction, ionic liquid extraction and microwave-assisted extraction. Accordingly, this review will comprehensively introduce the advances on the astaxanthin production and extraction by using different microbial hosts and strategies to improve the astaxanthin synthesis and extraction efficiency.

虾青素是一种珍贵的橙红色类胡萝卜素,在农业、食品、化妆品、医药和营养保健品等领域有着广泛的应用。目前,虾青素的生物合成主要依靠血球菌和黄ophyllomyces dendrorhous。随着合成生物学的快速发展,更多用于生产虾青素的基因重组微生物宿主被构建出来,包括大肠杆菌、酿酒酵母和脂溶性亚罗酵母。由于多个基因(15 个)参与了虾青素的合成,因此采用不同的策略来平衡虾青素合成的新陈代谢流尤为重要。此外,虾青素是一种储存在细胞内的脂溶性化合物,因此高效的提取方法对于虾青素的经济生产也至关重要。近年来已报道了几种高效、绿色的虾青素提取方法,包括超流体提取、离子液体提取和微波辅助提取。因此,本综述将全面介绍利用不同微生物宿主生产和提取虾青素的进展,以及提高虾青素合成和提取效率的策略。
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引用次数: 0
The type V effectors for CRISPR/Cas-mediated genome engineering in plants 用于 CRISPR/Cas 介导的植物基因组工程的 V 型效应器。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-25 DOI: 10.1016/j.biotechadv.2024.108382
Ruixiang Zhang , Nan Chai , Taoli Liu , Zhiye Zheng , Qiupeng Lin , Xianrong Xie , Jun Wen , Zi Yang , Yao-Guang Liu , Qinlong Zhu

A plethora of CRISPR effectors, such as Cas3, Cas9, and Cas12a, are commonly employed as gene editing tools. Among these, Cas12 effectors developed based on Class II type V proteins exhibit distinct characteristics compared to Class II type VI and type II effectors, such as their ability to generate non-allelic DNA double-strand breaks, their compact structures, and the presence of a single RuvC-like nuclease domain. Capitalizing on these advantages, Cas12 family proteins have been increasingly explored and utilized in recent years. However, the characteristics and applications of different subfamilies within the type V protein family have not been systematically summarized. In this review, we focus on the characteristics of type V effector (CRISPR/Cas12) proteins and the current methods used to discover new effector proteins. We also summarize recent modifications based on engineering of type V effectors. In addition, we introduce the applications of type V effectors for gene editing in animals and plants, including the development of base editors, tools for regulating gene expression, methods for gene targeting, and biosensors. We emphasize the prospects for development and application of CRISPR/Cas12 effectors with the goal of better utilizing toolkits based on this protein family for crop improvement and enhanced agricultural production.

CRISPR效应器种类繁多,如Cas3、Cas9和Cas12a,通常被用作基因编辑工具。其中,基于II类V型蛋白开发的Cas12效应子与II类VI型和II型效应子相比,具有明显的特点,如产生非等位DNA双链断裂的能力、结构紧凑以及存在单个RuvC样核酸酶结构域。利用这些优势,Cas12 家族蛋白近年来得到了越来越多的探索和利用。然而,V 型蛋白家族中不同亚家族的特点和应用尚未得到系统总结。在这篇综述中,我们重点介绍了 V 型效应蛋白(CRISPR/Cas12)的特点以及目前用于发现新效应蛋白的方法。我们还总结了基于 V 型效应蛋白工程学的最新改造。此外,我们还介绍了 V 型效应蛋白在动植物基因编辑方面的应用,包括碱基编辑器的开发、基因表达调控工具、基因靶向方法和生物传感器。我们强调了 CRISPR/Cas12 效应子的开发和应用前景,目的是更好地利用基于该蛋白家族的工具包来改良作物和提高农业产量。
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引用次数: 0
The potential of Pavlovophyceae species as a source of valuable carotenoids and polyunsaturated fatty acids for human consumption 巴甫洛夫叶藻物种作为供人类食用的珍贵类胡萝卜素和多不饱和脂肪酸来源的潜力。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-20 DOI: 10.1016/j.biotechadv.2024.108381
Filipe Maciel , Leandro Madureira , Pedro Geada , José António Teixeira , Joana Silva , António Augusto Vicente

Microalgae are a group of microorganisms, mostly photoautotrophs with high CO2 fixation capacity, that have gained increased attention in the last decades due to their ability to produce a wide range of valuable metabolites, such as carotenoids and polyunsaturated fatty acids, for application in food/feed, pharmaceutical, and cosmeceutical industries. Their increasing relevance has highlighted the importance of identifying and culturing new bioactive-rich microalgae species, as well as of a thorough understanding of the growth conditions to optimize the biomass production and master the biochemical composition according to the desired application. Thus, this review intends to describe the main cell processes behind the production of carotenoids and polyunsaturated fatty acids, in order to understand the possible main triggers responsible for the accumulation of those biocompounds. Their economic value and the biological relevance for human consumption are also summarized. In addition, an extensive review of the impact of culture conditions on microalgae growth performance and their biochemical composition is presented, focusing mainly on the studies involving Pavlovophyceae species. A complementary description of the biochemical composition of these microalgae is also presented, highlighting their potential applications as a promising bioresource of compounds for large-scale production and human and animal consumption.

微藻是一类微生物,主要是具有高二氧化碳固定能力的光能自养型生物,在过去几十年中,由于能够产生多种有价值的代谢产物,如类胡萝卜素和多不饱和脂肪酸,在食品/饲料、制药和化妆品行业的应用日益受到关注。微藻的重要性与日俱增,这凸显了识别和培养富含生物活性的微藻新品种的重要性,以及透彻了解生长条件以优化生物量生产并根据所需应用掌握生化成分的重要性。因此,本综述旨在描述类胡萝卜素和多不饱和脂肪酸生产背后的主要细胞过程,以了解导致这些生物化合物积累的可能主要诱因。此外,还概述了它们的经济价值以及与人类消费的生物相关性。此外,还广泛综述了培养条件对微藻类生长性能及其生化成分的影响,主要侧重于涉及巴甫洛夫藻类的研究。此外,还对这些微藻的生化成分进行了补充说明,强调了它们作为一种有前途的化合物生物资源的潜在应用,可用于大规模生产以及人类和动物的消费。
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引用次数: 0
ATP regeneration by ATPases for in vitro biotransformation 通过 ATP 酶再生 ATP,实现体外生物转化
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-17 DOI: 10.1016/j.biotechadv.2024.108377
Lijing Chang , Huijuan Cui , Fei Li , Yi-Heng P. Job Zhang , Lingling Zhang

Adenosine triphosphate (ATP) regeneration is a significant step in both living cells and in vitro biotransformation (ivBT). Rotary motor ATP synthases (ATPases), which regenerate ATP in living cells, have been widely assembled in biomimetic structures for in vitro ATP synthesis. In this review, we present a comprehensive overview of ATPases, including the working principle, orientation and distribution density properties of ATPases, as well as the assembly strategies and applications of ATPase-based ATP regeneration modules. The original sources of ATPases for in vitro ATP regeneration include chromatophores, chloroplasts, mitochondria, and inverted Escherichia coli (E. coli) vesicles, which are readily accessible but unstable. Although significant advances have been made in the assembly methods for ATPase-artificial membranes in recent decades, it remains challenging to replicate the high density and orientation of ATPases observed in vivo using in vitro assembly methods. The use of bioproton pumps or chemicals for constructing proton motive forces (PMF) enables the versatility and potential of ATPase-based ATP regeneration modules. Additionally, overall robustness can be achieved via membrane component selection, such as polymers offering great mechanical stability, or by constructing a solid supporting matrix through layer-by-layer assembly techniques. Finally, the prospects of ATPase-based ATP regeneration modules can be expected with the technological development of ATPases and artificial membranes.

三磷酸腺苷(ATP)再生是活细胞和体外生物转化(ivBT)的重要步骤。旋转马达 ATP 合成酶(ATP 酶)可在活细胞中再生 ATP,已被广泛装配到体外 ATP 合成的仿生结构中。在这篇综述中,我们对 ATP 酶进行了全面概述,包括 ATP 酶的工作原理、定向和分布密度特性,以及基于 ATP 酶的 ATP 再生模块的组装策略和应用。体外 ATP 再生 ATP 酶的原始来源包括色素体、叶绿体、线粒体和倒置的大肠杆菌(E. coli)囊泡,这些来源容易获得但不稳定。尽管近几十年来 ATP 酶人工膜的组装方法取得了重大进展,但使用体外组装方法复制体内观察到的 ATP 酶的高密度和定向仍然具有挑战性。使用生物质子泵或化学物质来构建质子动力(PMF),可以实现基于 ATP 酶的 ATP 再生模块的多功能性和潜力。此外,还可以通过选择膜组件(如具有高机械稳定性的聚合物)或通过逐层组装技术构建固体支撑基质来实现整体稳健性。最后,随着 ATP 酶和人工膜技术的发展,基于 ATP 酶的 ATP 再生模块前景可期。
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引用次数: 0
Evolving perspectives on lutein production from microalgae - A focus on productivity and heterotrophic culture 微藻叶黄素生产的发展前景--关注生产力和异养培养。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-16 DOI: 10.1016/j.biotechadv.2024.108375
Cristobal Camarena-Bernard , Victor Pozzobon

Increased consumer awareness for healthier and more sustainable products has driven the search for naturally sourced compounds as substitutes for chemically synthesized counterparts. Research on pigments of natural origin, such as carotenoids, particularly lutein, has been increasing for over three decades. Lutein is recognized for its antioxidant and photoprotective activity. Its ability to cross the blood-brain barrier allows it to act at the eye and brain level and has been linked to benefits for vision, cognitive function and other conditions. While marigold flower is positioned as the only crop from which lutein is extracted from and commercialized, microalgae are proposed as an alternative with several advantages over this terrestrial crop. The main barrier to scaling up lutein production from microalgae to the commercial level is the low productivity compared to the high costs. This review explores strategies to enhance lutein production in microalgae by emphasizing the overall productivity over lutein content alone. Evaluation of how culture parameters, such as light quality, nitrogen sufficiency, temperature and even stress factors, affect lutein content and biomass development in batch phototrophic cultures was performed. Overall, the total lutein production remains low under this metabolic regime due to the low biomass productivity of photosynthetic batch cultures. For this reason, we describe findings on microalgal cultures grown under different metabolic regimes and culture protocols (fed-batch, pulse-feed, semi-batch, semi-continuous, continuous). After a careful literature examination, two-step heterotrophic or mixotrophic cultivation strategies are suggested to surpass the lutein productivity achieved in single-step photosynthetic cultures. Furthermore, this review highlights the urgent need to develop technical feasibility studies at a pilot scale for these cultivation strategies, which will strengthen the necessary techno-economic analyses to drive their commercial production.

消费者对更健康、更可持续的产品的认识不断提高,促使人们寻找天然来源的化合物来替代化学合成的同类产品。三十多年来,对类胡萝卜素(尤其是叶黄素)等天然色素的研究与日俱增。叶黄素被公认具有抗氧化和光保护活性。叶黄素能够穿过血脑屏障,作用于眼睛和大脑,对视力、认知功能和其他疾病都有好处。虽然万寿菊被定位为提取叶黄素并将其商业化的唯一作物,但微藻类被建议作为一种替代品,与这种陆生作物相比,微藻类具有多项优势。将微藻叶黄素的生产规模扩大到商业化水平的主要障碍是生产率低而成本高。本综述探讨了提高微藻叶黄素产量的策略,强调整体生产率而非叶黄素含量。本文评估了光质、氮充足度、温度甚至应激因素等培养参数如何影响批量光养培养的叶黄素含量和生物量发展。总体而言,在这种新陈代谢机制下,叶黄素的总产量仍然很低,原因是批量光合培养物的生物量生产率较低。为此,我们介绍了在不同代谢机制和培养方案(批量进食、脉冲进食、半批量、半连续、连续)下生长的微藻培养物的研究结果。在仔细查阅文献后,我们提出了两步异养或混养培养策略,以超越单步光合培养所实现的叶黄素生产率。此外,本综述还强调,迫切需要针对这些培养策略开展中试规模的技术可行性研究,从而加强必要的技术经济分析,推动其商业化生产。
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引用次数: 0
A roadmap for model-based bioprocess development 基于模型的生物工艺开发路线图。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-15 DOI: 10.1016/j.biotechadv.2024.108378
Khadija Mu'azzam , Francisco Vitor Santos da Silva , Jason Murtagh , Maria Jose Sousa Gallagher

The bioprocessing industry is undergoing a significant transformation in its approach to quality assurance, shifting from the traditional Quality by Testing (QbT) to Quality by Design (QbD). QbD, a systematic approach to quality in process development, integrates quality into process design and control, guided by regulatory frameworks. This paradigm shift enables increased operational efficiencies, reduced market time, and ensures product consistency. The implementation of QbD is framed around key elements such as defining the Quality Target Product Profile (QTPPs), identifying Critical Quality Attributes (CQAs), developing Design Spaces (DS), establishing Control Strategies (CS), and maintaining continual improvement. The present critical analysis delves into the intricacies of each element, emphasizing their role in ensuring consistent product quality and regulatory compliance.

The integration of Industry 4.0 and 5.0 technologies, including Artificial Intelligence (AI), Machine Learning (ML), Internet of Things (IoT), and Digital Twins (DTs), is significantly transforming the bioprocessing industry. These innovations enable real-time data analysis, predictive modelling, and process optimization, which are crucial elements in QbD implementation. Among these, the concept of DTs is notable for its ability to facilitate bi-directional data communication and enable real-time adjustments and therefore optimize processes. DTs, however, face implementation challenges such as system integration, data security, and hardware-software compatibility. These challenges are being addressed through advancements in AI, Virtual Reality/ Augmented Reality (VR/AR), and improved communication technologies.

Central to the functioning of DTs is the development and application of various models of differing types – mechanistic, empirical, and hybrid. These models serve as the intellectual backbone of DTs, providing a framework for interpreting and predicting the behaviour of their physical counterparts. The choice and development of these models are vital for the accuracy and efficacy of DTs, enabling them to mirror and predict the real-time dynamics of bioprocessing systems. Complementing these models, advancements in data collection technologies, such as free-floating wireless sensors and spectroscopic sensors, enhance the monitoring and control capabilities of DTs, providing a more comprehensive and nuanced understanding of the bioprocessing environment.

This review offers a critical analysis of the prevailing trends in model-based bioprocessing development within the sector.

生物加工业的质量保证方法正在发生重大转变,从传统的测试质量(QbT)转变为设计质量(QbD)。QbD 是一种系统的工艺开发质量方法,在监管框架的指导下,将质量融入工艺设计和控制中。这种模式的转变能够提高运营效率,缩短上市时间,并确保产品的一致性。QbD 的实施围绕着一些关键要素,如定义质量目标产品简介 (QTPP)、确定关键质量属性 (CQA)、开发设计空间 (DS)、建立控制策略 (CS) 以及保持持续改进。本批判性分析深入探讨了每个要素的复杂性,强调了它们在确保产品质量稳定和符合法规方面的作用。工业 4.0 和 5.0 技术(包括人工智能 (AI)、机器学习 (ML)、物联网 (IoT) 和数字孪生 (DTs))的整合正在极大地改变生物加工行业。这些创新技术实现了实时数据分析、预测建模和流程优化,这些都是实施 QbD 的关键要素。其中,DTs 概念的显著特点是能够促进双向数据通信,实现实时调整,从而优化流程。然而,DTs 在实施过程中面临着系统集成、数据安全和软硬件兼容性等挑战。这些挑战正在通过人工智能、虚拟现实/增强现实(VR/AR)和改进的通信技术的进步得到解决。DT 功能的核心是开发和应用各种不同类型的模型--机械模型、经验模型和混合模型。这些模型是 DT 的智力支柱,为解释和预测物理对应物的行为提供了框架。这些模型的选择和开发对 DTs 的准确性和有效性至关重要,使其能够反映和预测生物处理系统的实时动态。作为对这些模型的补充,自由浮动无线传感器和光谱传感器等数据收集技术的进步增强了 DTs 的监测和控制能力,使人们能够更全面、更细致地了解生物处理环境。本综述对该行业基于模型的生物处理开发的当前趋势进行了批判性分析。
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引用次数: 0
Co-utilization of carbon sources in microorganisms for the bioproduction of chemicals 在微生物中共同利用碳源进行化学品的生物生产。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-15 DOI: 10.1016/j.biotechadv.2024.108380
Qian Ma , Jinhang Yi , Yulin Tang , Zihao Geng , Chunyue Zhang , Wenchao Sun , Zhengkai Liu , Wenwen Xiong , Heyun Wu , Xixian Xie

Carbon source is crucial for the cell growth and metabolism in microorganisms, and its utilization significantly affects the synthesis efficiency of target products in microbial cell factories. Compared with a single carbon source, co-utilizing carbon sources provide an alternative approach to optimize the utilization of different carbon sources for efficient biosynthesis of many chemicals with higher titer/yield/productivity. However, the efficiency of bioproduction is significantly limited by the sequential utilization of a preferred carbon source and secondary carbon sources, attributed to carbon catabolite repression (CCR). This review aimed to introduce the mechanisms of CCR and further focus on the summary of the strategies for co-utilization of carbon sources, including alleviation of CCR, engineering of the transport and metabolism of secondary carbon sources, compulsive co-utilization in single culture, co-utilization of carbon sources via co-culture, and evolutionary approaches. The findings of representative studies with a significant improvement in the bioproduction of chemicals via the co-utilization of carbon sources were discussed in this review. It suggested that by combining rational metabolic engineering and irrational evolutionary approaches, co-utilizing carbon sources can significantly contribute to the bioproduction of chemicals.

碳源对微生物的细胞生长和新陈代谢至关重要,碳源的利用会极大地影响微生物细胞工厂目标产物的合成效率。与单一碳源相比,共同利用碳源提供了一种替代方法,可优化不同碳源的利用,从而以更高的滴度/产量/生产率高效生物合成多种化学物质。然而,由于碳代谢抑制(CCR)的存在,优先碳源和次要碳源的顺序利用极大地限制了生物生产的效率。本综述旨在介绍 CCR 的机制,并进一步重点总结碳源共利用的策略,包括缓解 CCR、次生碳源的运输和代谢工程、单一培养中的强制共利用、通过共培养实现碳源共利用以及进化方法。本综述讨论了通过碳源共利用显著提高化学品生物生产的代表性研究结果。研究表明,将合理的代谢工程与不合理的进化方法相结合,共同利用碳源可显著促进化学品的生物生产。
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引用次数: 0
Hydrogen production pathways in Clostridia and their improvement by metabolic engineering 梭状芽孢杆菌的制氢途径及其代谢工程改进。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-14 DOI: 10.1016/j.biotechadv.2024.108379
Roberto Mazzoli , Simone Pescarolo , Giorgio Gilli , Gianfranco Gilardi , Francesca Valetti

Biological production of hydrogen has a tremendous potential as an environmentally sustainable technology to generate a clean fuel. Among the different available methods to produce biohydrogen, dark fermentation features the highest productivity and can be used as a means to dispose of organic waste biomass. Within this approach, Clostridia have the highest theoretical H2 production yield. Nonetheless, most strains show actual yields far lower than the theoretical maximum: improving their efficiency becomes necessary for achieving cost-effective fermentation processes. This review aims at providing a survey of the metabolic network involved in H2 generation in Clostridia and strategies used to improve it through metabolic engineering. Together with current achievements, a number of future perspectives to implement these results will be illustrated.

生物制氢作为一种生产清洁燃料的环境可持续技术,具有巨大的潜力。在现有的各种生物制氢方法中,暗发酵法的生产率最高,可用作处理有机废生物质的一种手段。在这种方法中,梭状芽孢杆菌的理论产氢量最高。然而,大多数菌株的实际产量远远低于理论最高产量:要实现具有成本效益的发酵过程,就必须提高它们的效率。本综述旨在介绍梭菌产生 H2 所涉及的代谢网络,以及通过代谢工程改善该网络的策略。除了目前取得的成就外,还将说明未来实施这些成果的一些前景。
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引用次数: 0
Unlocking the potential of enzyme engineering via rational computational design strategies 通过合理的计算设计策略释放酶工程的潜力。
IF 16 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-11 DOI: 10.1016/j.biotechadv.2024.108376
Lei Zhou , Chunmeng Tao , Xiaolin Shen, Xinxiao Sun, Jia Wang, Qipeng Yuan

Enzymes play a pivotal role in various industries by enabling efficient, eco-friendly, and sustainable chemical processes. However, the low turnover rates and poor substrate selectivity of enzymes limit their large-scale applications. Rational computational enzyme design, facilitated by computational algorithms, offers a more targeted and less labor-intensive approach. There has been notable advancement in employing rational computational protein engineering strategies to overcome these issues, it has not been comprehensively reviewed so far. This article reviews recent developments in rational computational enzyme design, categorizing them into three types: structure-based, sequence-based, and data-driven machine learning computational design. Case studies are presented to demonstrate successful enhancements in catalytic activity, stability, and substrate selectivity. Lastly, the article provides a thorough analysis of these approaches, highlights existing challenges and potential solutions, and offers insights into future development directions.

酶通过实现高效、生态友好和可持续的化学过程,在各行各业发挥着举足轻重的作用。然而,酶的低转化率和底物选择性差限制了其大规模应用。计算算法促进了合理的计算酶设计,提供了一种更有针对性、劳动密集程度更低的方法。在采用合理计算蛋白质工程策略克服这些问题方面已经取得了显著进展,但迄今为止还没有全面的综述。本文回顾了合理计算酶设计的最新进展,将其分为三类:基于结构的计算设计、基于序列的计算设计和数据驱动的机器学习计算设计。文章介绍了成功提高催化活性、稳定性和底物选择性的案例研究。最后,文章对这些方法进行了深入分析,强调了现有的挑战和潜在的解决方案,并对未来的发展方向提出了见解。
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引用次数: 0
期刊
Biotechnology advances
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