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Bacillus spore germination: Interpretation of the spore germination mechanism and innovation of the inactivation strategies. 芽孢杆菌孢子萌发:孢子萌发机制的阐释及灭活策略的创新。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-08-06 DOI: 10.1016/j.biotechadv.2025.108683
Yangfu Li, Juan Wang, Guicheng Zhou, Xiaoming Yuan, Ling Chen, Qihui Gu, Youxiong Zhang, Xianhu Wei, Yu Ding, Qingping Wu

Bacillus is a ubiquitous genus renowned for its ability to form highly resilient spores, posing significant challenges to the food industry. As society progresses, the demand for high-quality food continues to rise. While reducing excessive processing helps maintain nutritional value and quality which fits the demands from consumers, it increases the risk of spore contamination. Germination-inactivation strategies offer a promising solution by converting spores into vegetative cells, which can be eliminated through milder treatments, thus preserving food quality while ensuring food safety. However, the limited efficiency of current methods to induce germination, particularly due to the emergence of super-dormant spores, hinders their widespread application. Optimizing spore germination is critical for the successful implementation of the germination-inactivation strategies. This study aims to provide a comprehensive overview of the mechanisms underlying Bacillus spore germination, focusing on the latest advances in signal transduction and macromolecular biosynthesis. Additionally, we systematically summarize the characteristics of super-dormant spores and their potential causes. Current methods for enhancing spore germination efficiency are thoroughly reviewed, and their limitations are discussed in detail. Based on these insights, innovative solutions are proposed to address the existing challenges. Recent research has unveiled the signal transduction mechanisms involved in spore germination, emphasizing the critical role of ion release. Moreover, transcription and translation likely govern dipicolinic acid release and cortex hydrolysis, respectively, with spores being able to rapidly initiate transcription through pre-located RNA polymerase. Interestingly, the emergence of super-dormant spores is influenced by both permanent and transient factors. To improve spore germination efficiency, promising solutions include innovative screening of germinants, optimization of the key factors of thermal activation and pressure-induced germination, and utilization of key substances during germination process.

芽孢杆菌是一种普遍存在的属,以其形成高度弹性孢子的能力而闻名,对食品工业构成了重大挑战。随着社会的进步,对高质量食品的需求不断增加。虽然减少过度加工有助于保持符合消费者需求的营养价值和质量,但它增加了孢子污染的风险。发芽灭活策略提供了一个很有前途的解决方案,通过将孢子转化为营养细胞,可以通过温和的处理消除,从而在确保食品安全的同时保持食品质量。然而,目前诱导发芽的方法效率有限,特别是由于超级休眠孢子的出现,阻碍了它们的广泛应用。优化孢子萌发是成功实施发芽灭活策略的关键。本文综述了芽孢杆菌孢子萌发的机制,重点介绍了信号转导和大分子生物合成的最新进展。此外,我们还系统地总结了超休眠孢子的特征及其潜在原因。综述了目前提高孢子萌发效率的方法,并详细讨论了它们的局限性。基于这些见解,提出了解决现有挑战的创新解决方案。近年来的研究揭示了孢子萌发的信号转导机制,强调了离子释放的关键作用。此外,转录和翻译可能分别控制着二吡啶酸的释放和皮质水解,孢子能够通过预先定位的RNA聚合酶快速启动转录。有趣的是,超级休眠孢子的出现受到永久和短暂因素的影响。为了提高孢子的萌发效率,有希望的解决方案包括创新筛选萌发剂,优化热激活和压力诱导萌发的关键因素,以及萌发过程中关键物质的利用。
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引用次数: 0
Dissecting the specificity of sugar code recognition - Unleashing the biomedical potential of galectins by protein engineering. 剖析糖编码识别的特异性——通过蛋白质工程释放凝集素的生物医学潜力。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-01 Epub Date: 2025-08-05 DOI: 10.1016/j.biotechadv.2025.108681
Marta Kalka, Julia Ptak, Paulina Gregorczyk, Krzysztof Ciura, Aleksandra Chorążewska, Subhradeep Haldar, Natalia Porębska, Ewa Marcinkowska, Łukasz Opaliński

The cell surface is extremely rich in multilayered information that exists in the form of complex monosaccharide assemblies, establishing a cellular sugar code. The sugar code is specifically deciphered by extracellular lectins, galectins, which are capable of recognizing sugar code components and transforming the code into precise cellular activities. Galectin-dependent reading of the sugar code relies on two major features: the specific recognition of sugars by the galectins' carbohydrate recognition domains (CRDs) and the modular architecture of galectins or their oligomerization. These two characteristics of galectins are essential for most of galectins' functions, as they ensure the specificity of sugar code recognition and permit multivalent interactions with carbohydrate ligands. The natural galectins are characterized by relatively fixed modular architecture, which allows for evolutionarily defined reading of the sugar code, limiting the spectrum of biological activities of galectins. Distinct protein engineering approaches, like linker modulation, crosslinking, domain swapping or fusion with oligomerization scaffolds allow for the modulation of galectin multivalency in order to overcome the natural decoding limitations of galectins and permit alternative reading of the sugar code. In this review, we we provide an overview of the architectures of engineered galectins with altered valency and discuss how alternative reading of the code by such proteins may prove beneficial in biotechnology.

细胞表面含有极其丰富的多层信息,这些信息以复杂的单糖组合的形式存在,建立了细胞糖密码。细胞外凝集素(galectin)能够识别糖密码成分并将其转化为精确的细胞活动,从而特异地破译糖密码。半乳糖凝集素依赖性的糖编码读取依赖于两个主要特征:半乳糖凝集素的碳水化合物识别域(CRDs)对糖的特异性识别和半乳糖凝集素的模块化结构或其寡聚化。这两个特征对于大多数乳糖凝集素的功能至关重要,因为它们确保了糖编码识别的特异性,并允许与碳水化合物配体的多价相互作用。天然半乳糖凝集素具有相对固定的模块化结构,这允许从进化角度定义糖密码的读取,限制了半乳糖凝集素的生物活性谱。不同的蛋白质工程方法,如连接子调制、交联、结构域交换或与寡聚化支架的融合,允许调节聚集素的多价性,以克服聚集素的自然解码限制,并允许糖密码的替代读取。在这篇综述中,我们概述了具有改变价的工程聚集素的结构,并讨论了这些蛋白质对代码的替代读取如何在生物技术中证明是有益的。
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引用次数: 0
Advances in biosensors for microbial biosynthesis of amino acids and their derivatives 微生物合成氨基酸及其衍生物生物传感器研究进展
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-27 DOI: 10.1016/j.biotechadv.2025.108746
Huina Dong , Tingting Li , Xinyi Ren , Huiying Wang , Xuan Liu , Xuyang Huang , Xiaolin Shen , Gang Fu , Miaomiao Xia , Guangqing Du , Xinxiao Sun , Jia Wang , Zhaoxia Jin , Sang Yup Lee , Qipeng Yuan , Dawei Zhang
Amino acids and their derivatives play pivotal roles across diverse fields including biotechnology, pharmaceuticals, agriculture, and industrial manufacturing. The development of high-throughput screening methods for strains producing amino acids and their derivatives is crucial for both mining key enzymes and screening overproducers. This review systematically evaluates six classes of direct biosensors employed in the metabolic engineering of amino acid- or derivative-producing strains. These include biosensors based on transcription factors, riboswitches, Förster resonance energy transfer, circularly permuted fluorescent proteins, compound-inducible putative promoter regions, and protein translation elements. Their operational principles and recent advances in rational design, performance optimization, and practical implementation are critically analyzed. In addition, a systematic analysis of four categories of indirect biosensing strategies for the screening or regulation of amino acid- or derivative-producing strains is provided. These strategies target universal metabolic precursors, pathway-specific precursors, enzymatically transformed downstream metabolites, or competitive intermediates in branched pathways. Then, the design strategies, performance optimization methods, and practical implementation challenges of the existing biosensors are compared, which are accompanied by the discussion of the key parameters that are optimal for the biosensors applied in metabolic engineering. This work will facilitate the development of biosensors for metabolites that currently lack biosensing systems, and promote the innovation of the existing biosensors. These developments are expected to support efficient and sustainable production of amino acid-related compounds and other high-value metabolites.
氨基酸及其衍生物在生物技术、制药、农业和工业制造等领域发挥着关键作用。开发高通量筛选氨基酸及其衍生物菌株的方法对于挖掘关键酶和筛选过量生产者至关重要。本文系统地评价了六类用于氨基酸或衍生物生产菌株代谢工程的直接生物传感器。这些包括基于转录因子的生物传感器,核开关,Förster共振能量转移,循环排列的荧光蛋白,化合物诱导的假定启动子区域和蛋白质翻译元件。他们的工作原理和最近的进展,合理的设计,性能优化和实际实施进行了批判性的分析。此外,系统地分析了四类用于筛选或调节氨基酸或衍生物产生菌株的间接生物传感策略。这些策略针对普遍代谢前体、途径特异性前体、酶转化的下游代谢物或分支途径中的竞争中间体。然后,比较了现有生物传感器的设计策略、性能优化方法和实际实现挑战,并讨论了应用于代谢工程的生物传感器的最佳关键参数。这项工作将促进目前缺乏生物传感系统的代谢物生物传感器的发展,并促进现有生物传感器的创新。预计这些发展将支持氨基酸相关化合物和其他高价值代谢物的高效和可持续生产。
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引用次数: 0
Regulating cellular activity to enhance microbial cell factory efficiency 调节细胞活动,提高微生物细胞工厂效率
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-24 DOI: 10.1016/j.biotechadv.2025.108745
Chong Qiu , Tianzhao Zhang , Guangjie Liang , Kaifang Liu , Jia Liu , Xiaomin Li , Guipeng Hu , Cong Gao , Liming Liu
Cellular activity serves as a critical determinant of growth, metabolism, and production efficiency in microbial cell factories. However, industrial-scale microbial fermentation is often limited by reduced cellular activity due to metabolite toxicity, metabolic burden, and environmental stress, which constrain productivity and compromise target compound synthesis. This review systematically explores contemporary strategies to enhance cellular activity, focusing on three aspects: (i) alleviating toxicity from substrates, intermediates, and products; (ii) optimizing cellular resource allocation and cofactor synthesis to reduce metabolic burden; and (iii) developing adaptive evolution techniques, screening tolerance targets, engineering cell membranes, and employing exogenous protective agents to bolster cell resistance to environmental stress. Recent advances addressing these challenges are summarized, aiming to enhance the production capacity and stability of microbial cell factories. Finally, we discuss persistent challenges and future research priorities in improving cellular activity.
在微生物细胞工厂中,细胞活性是生长、代谢和生产效率的关键决定因素。然而,工业规模的微生物发酵往往受到代谢物毒性、代谢负担和环境压力导致的细胞活性降低的限制,这些因素限制了生产率并损害了目标化合物的合成。本综述系统地探讨了增强细胞活性的当代策略,重点关注三个方面:(1)减轻底物、中间体和产物的毒性;(ii)优化细胞资源分配和辅因子合成,减轻代谢负担;(iii)发展适应性进化技术,筛选耐受性靶点,工程细胞膜,并使用外源性保护剂来增强细胞对环境胁迫的抵抗力。综述了近年来解决这些挑战的研究进展,旨在提高微生物细胞工厂的生产能力和稳定性。最后,我们讨论了改善细胞活性的持续挑战和未来的研究重点。
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引用次数: 0
Accelerated adaptive laboratory evolution: A tool for evolutionary biotechnology 加速适应实验室进化:进化生物技术的工具。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-22 DOI: 10.1016/j.biotechadv.2025.108741
Luna Declerck , Florent Bouchon , Wouter Demeester , Chiara Guidi , Marjan De Mey
Adaptive laboratory evolution (ALE) is a powerful strategy for enhancing microbial traits by harnessing the principles of natural selection in controlled environments. It has enabled significant advances in microbial growth, stress tolerance, and product yield across a variety of organisms, while also providing insight into evolutionary mechanisms. However, the traditional ALE workflow is time- and resource-intensive, relying on prolonged cultivation to allow beneficial mutations to emerge and be maintained in the population. To improve this, a range of evolutionary engineering tools have been developed to accelerate ALE by increasing mutation rates and genetic diversity in evolving strains. In this review, we explore the core parameters that shape ALE, such as selection pressure, transfer method, and passage size, and provide a comprehensive overview of both established and emerging acceleration methods. These techniques are categorized based on portability (applicability across different microorganisms), genomic targetability (specificity of mutagenesis), and reliability (minimal off-target mutations and mutational reproducibility), with the resulting framework for selecting the most suitable approach summarized in Table 3 at the end of the review. We highlight the growing potential of accelerated ALE and outline future directions, including the integration of genome-wide and targeted mutagenesis, computational modeling, laboratory automation, and broader application beyond model organisms. This review aims to streamline the use of accelerated ALE, unlocking its true potential for advancing microbial strain engineering.
适应性实验室进化(ALE)是一种在受控环境中利用自然选择原理来增强微生物特性的有力策略。它使微生物生长、抗逆性和各种生物的产品产量取得了重大进展,同时也为进化机制提供了见解。然而,传统的ALE工作流程是时间和资源密集型的,依赖于长时间的培养来允许有益的突变在种群中出现和维持。为了改善这一点,已经开发了一系列进化工程工具,通过增加进化菌株的突变率和遗传多样性来加速ALE。在这篇综述中,我们探讨了形成ALE的核心参数,如选择压力、传递方法和通道尺寸,并对现有的和新兴的加速方法进行了全面的概述。这些技术根据可移植性(在不同微生物中的适用性)、基因组靶向性(诱变的特异性)和可靠性(最小的脱靶突变和突变的可重复性)进行分类,最终选择最合适的方法的框架总结在本文最后的表3中。我们强调了加速ALE的增长潜力,并概述了未来的方向,包括全基因组和靶向诱变的整合,计算建模,实验室自动化以及模式生物以外的更广泛应用。本综述旨在简化加速ALE的使用,释放其推进微生物菌株工程的真正潜力。
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引用次数: 0
Recent advances in microbial biosynthesis of L-cysteine and its derivative sulfur-containing antioxidants l -半胱氨酸及其衍生物含硫抗氧化剂的微生物合成研究进展。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-22 DOI: 10.1016/j.biotechadv.2025.108744
Hui Gao , JunJie Sun , Xian Zhang , Zhiming Rao , Meijuan Xu
Sulfur is an essential element for life, and most microorganisms are actively involved in the global sulfur cycle through sulfur oxidation and sulfate reduction pathways. Among sulfur-containing metabolites, L-cysteine plays a central role as a precursor to various thiol-based antioxidants, including glutathione, mycothiol, ergothioneine, and taurine. These compounds are critical for maintaining redox homeostasis, modulating oxidative stress responses, and mediating cellular signaling. However, the complexity of L-cysteine metabolism and the inherently low sulfur conversion efficiency present major obstacles to the large-scale biosynthesis and application of sulfur-containing antioxidants. This review provides a comprehensive overview of the sulfur assimilation ability of inorganic sulfur sources in microorganisms and summarizes the metabolic pathways and regulatory mechanisms of sulfur-containing antioxidants mediated by L-cysteine in different strains. In particular, this review focuses on the regulation of sulfur-containing antioxidants on redox balance during oxidative stress. Furthermore, we discuss their potential applications in the selection and expansion of microorganisms, the exploration and regulation of novel metabolic targets, and the coordination of carbon/sulfur modules. By coordinating the yield of target products, they can regulate the balance of oxidative and reduction pressures. These insights provide promising strategies to alleviate oxidative stress during industrial fermentation and to facilitate the development of robust microbial chassis strains.
硫是生命必需的元素,大多数微生物通过硫氧化和硫酸盐还原途径积极参与全球硫循环。在含硫代谢物中,l-半胱氨酸作为各种巯基抗氧化剂的前体起着核心作用,包括谷胱甘肽、真菌硫醇、麦角硫因和牛磺酸。这些化合物对于维持氧化还原稳态、调节氧化应激反应和介导细胞信号传导至关重要。然而,l -半胱氨酸代谢的复杂性和固有的低硫转化效率是大规模生物合成和应用含硫抗氧化剂的主要障碍。本文综述了微生物对无机硫源的硫同化能力,并对l -半胱氨酸介导的含硫抗氧化剂在不同菌株中的代谢途径和调控机制进行了综述。本文就含硫抗氧化剂对氧化应激过程中氧化还原平衡的调控作一综述。此外,我们还讨论了它们在微生物的选择和扩展、新代谢靶点的探索和调控以及碳/硫模块的协调方面的潜在应用。通过协调目标产物的产率,它们可以调节氧化和还原压力的平衡。这些见解为缓解工业发酵过程中的氧化应激提供了有希望的策略,并促进了健壮的微生物底盘菌株的发展。
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引用次数: 0
From IscB to Cas9: Engineering and advances in the next generation of miniature gene editing tools 从IscB到Cas9:下一代微型基因编辑工具的工程和进展。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-20 DOI: 10.1016/j.biotechadv.2025.108743
Changli Zhou , Sisi Zhu , Chengjian Luo , Wenju Wang , Huiqin Fan , Yuan Gao , Xinde Xu , QiuYan Wang , Yu You , Tian Xie
The CRISPR-Cas system, distinguished by its inherent modularity and broad programmability, has catalyzed a paradigm shift in genome engineering due to its unprecedented accuracy, specificity, and on-target efficiency, now serving as the cornerstone of modern genome manipulation. The efficient delivery of gene editing tools remains a major technical hurdle to clinical application, primarily due to the lack of compact editors. The recent identification of the transposon-associated nuclease IscB as an evolutionary ancestor of Cas9 has provided important insights into the molecular evolution of the CRISPR–Cas9 system. Notably, IscB is a highly compact nuclease, approximately one-third the size of Cas9, capable of precise nucleic acid cleavage in eukaryotic cells under the guidance of ωRNA. These features make it a promising candidate for the development of next-generation miniaturized genome editors. However, natural IscB exhibits limited editing performance in eukaryotic systems.
This review first outlines the biochemical function of the transposon IscB and briefly traces the evolutionary origin of the Cas9 system. It then describes and compares the structural characteristics and cleavage mechanisms of OgeuIscB and Cas9. Subsequent sections summarize various engineering strategies for current IscB systems, including the development of base editors and recent advances in their application. Finally, the limitations of existing systems are discussed, and potential directions for future optimization are proposed, aiming to provide new insights and facilitate the advancement of IscB-based miniaturized editors.
CRISPR-Cas系统以其固有的模块化和广泛的可编程性而闻名,由于其前所未有的准确性、特异性和靶向效率,催化了基因组工程的范式转变,现在成为现代基因组操作的基石。基因编辑工具的有效传递仍然是临床应用的主要技术障碍,主要是由于缺乏紧凑型编辑器。最近发现转座子相关核酸酶IscB是Cas9的进化祖先,这为CRISPR-Cas9系统的分子进化提供了重要的见解。值得注意的是,IscB是一种高度紧凑的核酸酶,大小约为Cas9的三分之一,能够在ωRNA的指导下在真核细胞中精确切割核酸。这些特点使其成为开发下一代小型化基因组编辑器的一个有希望的候选者。然而,天然IscB在真核系统中表现出有限的编辑性能。本文首先概述了转座子IscB的生化功能,并简要追溯了Cas9系统的进化起源。然后描述并比较了OgeuIscB和Cas9的结构特征和裂解机制。随后的部分总结了当前IscB系统的各种工程策略,包括碱基编辑器的发展及其应用的最新进展。最后,讨论了现有系统的局限性,并提出了未来优化的潜在方向,旨在为基于iscb的小型化编辑器的发展提供新的见解。
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引用次数: 0
Innovative strategies to enhance lipid accumulation for algal biodiesel production: Ultrasound treatment, external electrostimulation, and integration of bioelectrochemical systems 提高藻类生物柴油生产中脂质积累的创新策略:超声处理、外部电刺激和生物电化学系统的集成。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-17 DOI: 10.1016/j.biotechadv.2025.108740
Iryna Rusyn
Microalgae-based biodiesel, known as third-generation biodiesel, offers a promising path forward by combining efficient carbon capture with high biofuel yields. At the same time, it can address ethical and environmental concerns related to competition with food crops and habitat loss caused by oil crop cultivation, which remain critical challenges for sustainable biodiesel development. However, despite its potential, algal biodiesel production is hampered by several critical limitations, particularly the inherent trade-off between biomass accumulation and lipid synthesis, the low biomass and lipid yields, and the high costs associated with cultivation technologies and downstream processing. This study provides an in-depth review of recent advances in innovative ultrasonic and electrochemical strategies to overcome these bottlenecks into algal cultivation processes. Furthermore, our discussions have covered underlying mechanisms through which these stimuli affect algal metabolism, with the goal of gaining deeper insight into their applicability and long-term potential in sustainable biofuel production systems. The findings of this study demonstrate that ultrasound treatment, external electrostimulation, and the integration of bioelectrochemical systems represent effective tools markedly enhance microalgal biomass productivity and lipid accumulation. Optimization of treatment regimes and their synergistic interaction with other factors provides a robust approach to concurrently stimulating both algal growth and lipid biosynthesis. Additionally, these approaches also streamline downstream processing by improving lipid extraction efficiency, reducing reaction time, minimizing chemical input, and decreasing the number of processing stages. The compatibility of these technologies with waste-based cultivation and remediation further enhances their sustainability profile while simultaneously reducing operational costs on aeration demand, and CO₂ supplementation requirements. Representing promising frontiers in the field, these emerging and insufficiently studied approaches offer both environmental and economic advantages and warrant intensified research efforts to fully unlock their potential for advancing sustainable algal biofuel production.
以微藻为基础的生物柴油,被称为第三代生物柴油,通过将高效的碳捕获与高生物燃料产量相结合,提供了一条有前途的发展道路。与此同时,它可以解决与粮食作物竞争和油料作物种植造成的栖息地丧失有关的伦理和环境问题,这些问题仍然是可持续生物柴油发展的关键挑战。然而,尽管有潜力,藻类生物柴油的生产受到几个关键限制的阻碍,特别是生物质积累和脂质合成之间的内在权衡,低生物量和脂质产量,以及与培养技术和下游加工相关的高成本。本研究深入回顾了近年来在创新超声和电化学策略方面的进展,以克服藻类培养过程中的这些瓶颈。此外,我们的讨论涵盖了这些刺激影响藻类代谢的潜在机制,目的是更深入地了解它们在可持续生物燃料生产系统中的适用性和长期潜力。本研究结果表明,超声处理、外部电刺激和生物电化学系统的整合是有效的工具,可显著提高微藻生物量生产力和脂质积累。优化处理方案及其与其他因素的协同作用为同时刺激藻类生长和脂质生物合成提供了一种强有力的方法。此外,这些方法还通过提高脂质提取效率、缩短反应时间、减少化学投入和减少处理阶段数量来简化下游加工。这些技术与基于废物的种植和修复的兼容性进一步提高了其可持续性,同时降低了曝气需求和CO₂补充需求的运营成本。这些新兴的、尚未得到充分研究的方法代表了该领域前景广阔的前沿,提供了环境和经济优势,需要加强研究工作,以充分释放其推进可持续藻类生物燃料生产的潜力。
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引用次数: 0
Material-binding peptides: sources, mechanisms, directed evolution and applications 物质结合肽:来源、机制、定向进化和应用。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-16 DOI: 10.1016/j.biotechadv.2025.108742
Huan Chen , Ya-Ting Gao , Xu-Zhe Ge , Xin Wang , Feng Cheng , Ya-Ping Xue , Yu-Guo Zheng
Material-binding peptides (MBPs) can specifically bind to materials under mild conditions, such as room temperature and aqueous environments, thereby offering promising applications in both biotechnology and materials science. Recent advances in screening techniques, including phage display, bacterial display, and proteomics-based methods, combined with innovations in protein engineering and machine learning, have significantly accelerated the discovery and optimization of MBPs. These peptides have been successfully applied in areas such as catalyst immobilization (biocatalysis), biodegradation, and biomimetic mineralization. This review provides a comprehensive synthesis of the state-of-the-art in MBP research. It begins by discussing the sources of MBPs and the engineering strategies used to enhance their performance, then delves into the molecular mechanisms underlying their material interactions, and finally examines their emerging industrial applications. The review aims to guide researchers through current screening methodologies, provide mechanistic insights, and explore practical applications, offering a roadmap for future advancements in the field.
材料结合肽(MBPs)可以在室温和水环境等温和条件下特异性结合材料,因此在生物技术和材料科学中都有很好的应用前景。筛选技术的最新进展,包括噬菌体展示、细菌展示和基于蛋白质组学的方法,结合蛋白质工程和机器学习的创新,极大地加速了MBPs的发现和优化。这些多肽已成功应用于催化剂固定化(生物催化)、生物降解和仿生矿化等领域。本文综述了MBP研究的最新进展。首先讨论MBPs的来源和用于提高其性能的工程策略,然后深入研究其材料相互作用的分子机制,最后研究其新兴的工业应用。该综述旨在指导研究人员了解当前的筛选方法,提供机制见解,并探索实际应用,为该领域的未来发展提供路线图。
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引用次数: 0
Smart culture medium optimization for recombinant protein production: Experimental, modeling, and AI/ML-driven strategies 重组蛋白生产的智能培养基优化:实验、建模和AI/ ml驱动策略。
IF 12.5 1区 工程技术 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-15 DOI: 10.1016/j.biotechadv.2025.108738
Galib Khan , Carrie Sanford , Cong T. Trinh
Recombinant protein production (RPP) is central to biotechnology, where recombinant proteins are used as either end products or catalysts in the synthesis of chemicals, fuels, and materials. Among the major cost drivers, culture medium plays a pivotal role in determining protein yield and quality. This review presents a comprehensive perspective on the critical stages of “smart” culture medium optimization: planning, screening, modeling, optimization, and validation. In the planning stage, we examine the nutritional and energetic roles of medium components, including carbon, nitrogen, amino acids, salts, and trace metals, and their impacts on culture parameters such as pH, oxidative state, and osmolality. We highlight the variability in trace metal content due to water sources, culture vessels, and raw materials, which can substantially influence RPP. The screening stage covers Design of Experiments (DoE) approaches, assessing their theoretical basis, implementation, and limitations. For modeling, we describe methods that integrate experimental data to develop predictive models for smart medium formulation. Model-based optimization strategies can then be employed to select optimal media compositions for a given application. The validation stage aims to evaluate model predictions and provide feedback for model training and refinement. Finally, we survey mechanistic and artificial intelligence/machine learning (AI/ML)-driven models as integrated, transformational tools for predictive modeling of bioprocess conditions, nutrient availability, cellular metabolism, and protein quality, with the goal of optimizing culture media to enhance protein yields while reducing costs and environmental impact. We conclude by addressing the challenges of translating laboratory-scale medium optimization to industrial-scale settings and exploring future AI/ML-driven approaches that may overcome current bottlenecks and accelerate medium design for RPP. Overall, this review provides a unified framework for advancing smart medium design in RPP.
重组蛋白生产(RPP)是生物技术的核心,重组蛋白被用作合成化学品、燃料和材料的最终产品或催化剂。在主要的成本驱动因素中,培养基在决定蛋白质产量和质量方面起着关键作用。本文综述了“智能”培养基优化的关键阶段:规划、筛选、建模、优化和验证。在计划阶段,我们研究了培养基成分的营养和能量作用,包括碳、氮、氨基酸、盐和微量金属,以及它们对pH、氧化状态和渗透压等培养参数的影响。我们强调了由于水源、培养容器和原材料而引起的微量金属含量的变化,这些变化会极大地影响RPP。筛选阶段包括实验设计(DoE)方法,评估其理论基础,实施和局限性。对于建模,我们描述了整合实验数据以开发智能介质配方预测模型的方法。然后可以使用基于模型的优化策略为给定的应用程序选择最佳的媒体组合。验证阶段的目的是评估模型预测,并为模型训练和改进提供反馈。最后,我们调查了机械和人工智能/机器学习(AI/ML)驱动的模型,作为生物过程条件、营养可用性、细胞代谢和蛋白质质量预测建模的集成转换工具,目的是优化培养基,提高蛋白质产量,同时降低成本和环境影响。最后,我们解决了将实验室规模的介质优化转化为工业规模设置的挑战,并探索了未来人工智能/机器学习驱动的方法,这些方法可能克服当前的瓶颈,并加速RPP的介质设计。总之,这篇综述为推进RPP中的智能介质设计提供了一个统一的框架。
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Biotechnology advances
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