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Editing Streptomyces genome using target AID system fused with UGI-degradation tag 利用融合了 UGI 降解标签的目标 AID 系统编辑链霉菌基因组
IF 3.9 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-06-24 DOI: 10.1002/elsc.202400005
Pamella Apriliana, Prihardi Kahar, Norimasa Kashiwagi, Akihiko Kondo, Chiaki Ogino

The utilization of Streptomyces as a microbial chassis for developing innovative drugs and medicinal compounds showcases its capability to produce bioactive natural substances. Recent focus on the clustered regularly interspaced short palindromic repeat (CRISPR) technology highlights its potential in genome editing. However, applying CRISPR technology in certain microbial strains, particularly Streptomyces, encounters specific challenges. These challenges include achieving efficient gene expression and maintaining genetic stability, which are critical for successful genome editing. To overcome these obstacles, an innovative approach has been developed that combines several key elements: activation-induced cytidine deaminase (AID), nuclease-deficient cas9 variants (dCas9), and Petromyzon marinus cytidine deaminase 1 (PmCDA1). In this study, this novel strategy was employed to engineer a Streptomyces coelicolor strain. The target gene was actVA-ORF4 (SCO5079), which is involved in actinorhodin production. The engineering process involved introducing a specific construct [pGM1190-dcas9-pmCDA-UGI-AAV-actVA-ORF4 (SCO5079)] to create a CrA10 mutant strain. The resulting CrA10 mutant strain did not produce actinorhodin. This outcome highlights the potential of this combined approach in the genetic manipulation of Streptomyces. The failure of the CrA10 mutant to produce actinorhodin conclusively demonstrates the success of gene editing at the targeted site, affirming the effectiveness of this method for precise genetic modifications in Streptomyces.

利用链霉菌作为开发创新药物和药用化合物的微生物底盘,展示了其生产生物活性天然物质的能力。最近对成簇规律性间隔短回文重复(CRISPR)技术的关注凸显了其在基因组编辑方面的潜力。然而,在某些微生物菌株(尤其是链霉菌)中应用 CRISPR 技术会遇到一些特定的挑战。这些挑战包括实现高效的基因表达和保持遗传稳定性,这对成功进行基因组编辑至关重要。为了克服这些障碍,我们开发了一种创新方法,该方法结合了几个关键要素:活化诱导胞苷脱氨酶(AID)、核酸酶缺陷cas9变体(dCas9)和Petromyzon marinus胞苷脱氨酶1(PmCDA1)。在本研究中,我们采用了这一新策略来改造一种链霉菌(Streptomyces coelicolor)菌株。目标基因是 actVA-ORF4 (SCO5079),它参与放线菌素的生产。工程过程包括引入一个特定的构建体[pGM1190-dcas9-pmCDA-UGI-AAV-actVA-ORF4 (SCO5079)]来创建一个 CrA10 突变菌株。产生的 CrA10 突变株不产生放线菌素。这一结果凸显了这种组合方法在链霉菌遗传操作方面的潜力。CrA10 突变体未能产生放线菌素,这最终证明在目标位点的基因编辑是成功的,从而肯定了这种方法在链霉菌中进行精确基因修饰的有效性。
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引用次数: 0
Cover Picture: Engineering in Life Sciences 6'24 封面图片:生命科学工程 6'24
IF 2.7 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-06-05 DOI: 10.1002/elsc.202470061
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引用次数: 0
Robot-based 6D bioprinting for soft tissue biomedical applications 基于机器人的 6D 生物打印技术在软组织生物医学中的应用
IF 3.9 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-27 DOI: 10.1002/elsc.202300226
Franziska B. Albrecht, Freia F. Schmidt, Christian Schmidt, Rainer Börret, Petra J. Kluger

Within this interdisciplinary study, we demonstrate the applicability of a 6D printer for soft tissue engineering models. For this purpose, a special plant was constructed, combining the technical requirements for 6D printing with the biological necessities, especially for soft tissue. Therefore, a commercial 6D robot arm was combined with a sterilizable housing (including a high-efficiency particulate air (HEPA) filter and ultraviolet radiation (UVC) lamps) and a custom-made printhead and printbed. Both components allow cooling and heating, which is desirable for working with viable cells. In addition, a spraying unit was installed that allows the distribution of fine droplets of a liquid. Advanced geometries on uneven or angled surfaces can be created with the use of all six axes. Based on often used bioinks in the field of soft tissue engineering (gellan gum, collagen, and gelatin methacryloyl) with very different material properties, we could demonstrate the flexibility of the printing system. Furthermore, cell-containing constructs using primary human adipose-derived stem cells (ASCs) could be produced in an automated manner. In addition to cell survival, the ability to differentiate along the adipogenic lineage could also be demonstrated as a representative of soft tissue engineering.

在这项跨学科研究中,我们展示了 6D 打印机对软组织工程模型的适用性。为此,我们建造了一个特殊的设备,结合了 6D 打印的技术要求和生物学要求,尤其是对软组织的要求。因此,将商用 6D 机械臂与可消毒外壳(包括高效微粒空气过滤器和紫外线辐射灯)以及定制的打印头和打印平台结合在一起。这两个组件都可以进行冷却和加热,这对于处理有活力的细胞来说是非常理想的。此外,还安装了一个喷洒装置,可以喷洒细小的液滴。通过使用所有六个轴,可以在不平整或倾斜的表面上打印出先进的几何形状。基于软组织工程领域常用的具有不同材料特性的生物墨水(结冷胶、胶原蛋白和甲基丙烯酰明胶),我们可以展示打印系统的灵活性。此外,使用原代人类脂肪来源干细胞(ASCs)的含细胞构建体也可以自动生成。除了细胞存活外,还可以展示作为软组织工程代表的成脂系分化能力。
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引用次数: 0
Genetic modules for α-factor pheromone controlled growth regulation of Saccharomyces cerevisiae α-因子信息素调控酿酒酵母生长的遗传模块
IF 3.9 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-22 DOI: 10.1002/elsc.202300235
Uta Gutbier, Juliane Korp, Lennart Scheufler, Kai Ostermann

Saccharomyces cerevisiae is a commonly used microorganism in the biotechnological industry. For the industrial heterologous production of compounds, it is of great advantage to work with growth-controllable yeast strains. In our work, we utilized the natural pheromone system of S. cerevisiae and generated a set of different strains possessing an α-pheromone controllable growth behavior. Naturally, the α-factor pheromone is involved in communication between haploid S. cerevisiae cells. Perception of the pheromone initiates several cellular changes, enabling the cells to prepare for an upcoming mating event. We exploited this natural pheromone response system and developed two different plasmid-based modules, in which the target genes, MET15 and FAR1, are under control of the α-factor sensitive FIG1 promoter for a controlled expression in S. cerevisiae. Whereas expression of MET15 led to a growth induction, FAR1 expression inhibited growth. The utilization of low copy number or high copy number plasmids for target gene expression and different concentrations of α-factor allow a finely adjustable control of yeast growth rate.

酿酒酵母(Saccharomyces cerevisiae)是生物技术工业中常用的微生物。对于化合物的工业异源生产而言,使用可控制生长的酵母菌株具有极大的优势。在我们的工作中,我们利用了 S. cerevisiae 的天然信息素系统,生成了一系列具有α-信息素可控生长行为的不同菌株。自然,α-因子信息素参与了单倍体酿酒酵母细胞之间的交流。感知到信息素后,细胞会发生一些变化,从而为即将到来的交配活动做好准备。我们利用这一天然信息素反应系统,开发了两种不同的基于质粒的模块,其中目标基因 MET15 和 FAR1 受α-因子敏感的 FIG1 启动子控制,可在酿酒葡萄孢中控制表达。MET15 的表达会诱导生长,而 FAR1 的表达则会抑制生长。利用低拷贝数或高拷贝数质粒表达目的基因以及不同浓度的α-因子,可以对酵母的生长速度进行微调控制。
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引用次数: 0
Cover Picture: Engineering in Life Sciences 5'24 封面图片:生命科学工程 5'24
IF 2.7 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-05-02 DOI: 10.1002/elsc.202470041
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引用次数: 0
Microbiome research for advancing engineering in life science 微生物组研究促进生命科学工程学的发展
IF 2.7 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-04-05 DOI: 10.1002/elsc.202400028
Feng Ju, Qixiao Zhai, Gang Luo, Hongzhi Tang, Lei Dai
<p>Microbiome research has become increasingly prominent, as scientists explore the intricately assembled microbial communities (i.e., microbiota) and their wide-ranging impacts on human systems (e.g., health and foods), environmental sustainability (bioremediation, biogeochemistry, and ecosystem biorestoration, or 3B for Sustainability), and next-generation bioeconomy (i.e., bioenergy, biomedicine, and biomaterials, or 3B for Resources). This burgeoning field has been driven by the widespread adoption of meta-omics methodologies, such as metagenomics, metatranscriptomics, metaproteomics, and metabolomics. In this special issue, we present a compendium of recent human and environmental microbiome studies that elucidate the multifaceted roles of microbial communities and their implications across different domains of research in life sciences and related fields of application.</p><p>The gut microbiome stands out as a central player in human health, influencing fundamental physiological processes such as digestion, immunity, and metabolism. Tang et al. delves into the intricate interplay between the gut microbiota and the host epigenome in the context of Non-alcoholic Fatty Liver Disease (NAFLD), shedding light on how microbial factors can modulate gene expression patterns associated with NAFLD pathogenesis [<span>1</span>]. Similarly, Zoghi et al. investigate the association between gut dysbiosis and nutritional imbalances in children, underscoring the potential therapeutic avenues for modulating gut microbiota composition to restore energy homeostasis [<span>2</span>].</p><p>Moreover, the symbiotic interplay between flavonoids and the gut microbiota emerges as a promising area of study in maintaining metabolic balance and overall health by Zhou et al. [<span>3</span>]. Flavonoids, abundant in fruits and vegetables, serve as essential dietary components that undergo biotransformation by gut microbes, yielding bioactive metabolites with various health-promoting properties. Understanding this intricate interplay opens new avenues for leveraging dietary interventions to modulate gut microbiota composition and enhance metabolic health (Figure 1).</p><p>Beyond human health, microbial communities also play critical roles in environmental processes, particularly in the biodegradation of pollutants. Huang et al. leverage meta-omics approaches to uncover the genetic potential of microbial communities in contaminated environments, offering insights into potential bioremediation strategies for mitigating environmental pollution [<span>4</span>].</p><p>Furthermore, microbiomes offer promising avenues for bioconversion and biodegradation processes in the context of biotechnology and industrial applications. Zhu et al. investigate the dynamics of microbial consortia during primary sludge and food waste fermentation, revealing insights into how different environmental conditions and additives can modulate fermentation product profiles [<span>5</span>]. The study
随着科学家们探索错综复杂的微生物群落(即微生物群)及其对人类系统(如健康和食品)、环境可持续性(生物修复、生物地球化学和生态系统生物修复,或可持续性 3B)和下一代生物经济(即生物能源、生物医药和生物材料,或资源 3B)的广泛影响,微生物组研究已变得日益突出。元基因组学、元转录组学、元蛋白组学和代谢组学等元组学方法的广泛应用推动了这一新兴领域的发展。在本特刊中,我们汇编了最新的人类和环境微生物组研究,这些研究阐明了微生物群落的多方面作用及其对生命科学和相关应用领域不同研究领域的影响。肠道微生物组是人类健康的核心角色,影响着消化、免疫和新陈代谢等基本生理过程。Tang 等人以非酒精性脂肪肝(NAFLD)为背景,深入研究了肠道微生物群与宿主表观基因组之间错综复杂的相互作用,揭示了微生物因素如何调节与非酒精性脂肪肝发病机制相关的基因表达模式[1]。同样,Zoghi 等人研究了儿童肠道菌群失调与营养失衡之间的关系,强调了调节肠道微生物群组成以恢复能量平衡的潜在治疗途径[2]。此外,Zhou 等人[3]认为类黄酮与肠道微生物群之间的共生相互作用是维持代谢平衡和整体健康的一个前景广阔的研究领域。黄酮类化合物在水果和蔬菜中含量丰富,是重要的膳食成分,通过肠道微生物的生物转化,产生具有各种促进健康特性的生物活性代谢物。了解这种错综复杂的相互作用为利用膳食干预来调节肠道微生物群的组成和增强代谢健康开辟了新途径(图 1)。Huang 等人利用元组学方法揭示了受污染环境中微生物群落的遗传潜力,为减轻环境污染的潜在生物修复策略提供了见解[4]。此外,微生物组为生物技术和工业应用背景下的生物转化和生物降解过程提供了前景广阔的途径。Zhu 等人研究了初级污泥和食物垃圾发酵过程中微生物群的动态,揭示了不同环境条件和添加剂如何调节发酵产物特征[5]。该研究证明了微生物群发酵过程的产物可塑性,并为未来生物废物的价值化提出了一个前景广阔的解决方案。同样,Wu 等人研究了不同 H2/CO2 比率对微生物群落组成和产品分布的影响,强调了微生物群落动态在生物过程优化中的重要性[6]。最后,Xu 等人(2023 年)展示了合成微生物群落(SynComs)通过固态好氧生物降解有效管理高盐高油食物垃圾的实用性。总之,本特刊介绍的研究强调了微生物群落与人类健康、环境可持续性和工业过程等各个方面之间错综复杂的相互作用。随着微生物组研究的不断深入,它在应对紧迫的社会、环境和全球可持续发展挑战,以及在工业生物技术、健康与医药、食品与农业、环境生物技术和生物能源等下一代生物经济的基础上促进跨学科前沿创新方面大有可为。
{"title":"Microbiome research for advancing engineering in life science","authors":"Feng Ju,&nbsp;Qixiao Zhai,&nbsp;Gang Luo,&nbsp;Hongzhi Tang,&nbsp;Lei Dai","doi":"10.1002/elsc.202400028","DOIUrl":"10.1002/elsc.202400028","url":null,"abstract":"&lt;p&gt;Microbiome research has become increasingly prominent, as scientists explore the intricately assembled microbial communities (i.e., microbiota) and their wide-ranging impacts on human systems (e.g., health and foods), environmental sustainability (bioremediation, biogeochemistry, and ecosystem biorestoration, or 3B for Sustainability), and next-generation bioeconomy (i.e., bioenergy, biomedicine, and biomaterials, or 3B for Resources). This burgeoning field has been driven by the widespread adoption of meta-omics methodologies, such as metagenomics, metatranscriptomics, metaproteomics, and metabolomics. In this special issue, we present a compendium of recent human and environmental microbiome studies that elucidate the multifaceted roles of microbial communities and their implications across different domains of research in life sciences and related fields of application.&lt;/p&gt;&lt;p&gt;The gut microbiome stands out as a central player in human health, influencing fundamental physiological processes such as digestion, immunity, and metabolism. Tang et al. delves into the intricate interplay between the gut microbiota and the host epigenome in the context of Non-alcoholic Fatty Liver Disease (NAFLD), shedding light on how microbial factors can modulate gene expression patterns associated with NAFLD pathogenesis [&lt;span&gt;1&lt;/span&gt;]. Similarly, Zoghi et al. investigate the association between gut dysbiosis and nutritional imbalances in children, underscoring the potential therapeutic avenues for modulating gut microbiota composition to restore energy homeostasis [&lt;span&gt;2&lt;/span&gt;].&lt;/p&gt;&lt;p&gt;Moreover, the symbiotic interplay between flavonoids and the gut microbiota emerges as a promising area of study in maintaining metabolic balance and overall health by Zhou et al. [&lt;span&gt;3&lt;/span&gt;]. Flavonoids, abundant in fruits and vegetables, serve as essential dietary components that undergo biotransformation by gut microbes, yielding bioactive metabolites with various health-promoting properties. Understanding this intricate interplay opens new avenues for leveraging dietary interventions to modulate gut microbiota composition and enhance metabolic health (Figure 1).&lt;/p&gt;&lt;p&gt;Beyond human health, microbial communities also play critical roles in environmental processes, particularly in the biodegradation of pollutants. Huang et al. leverage meta-omics approaches to uncover the genetic potential of microbial communities in contaminated environments, offering insights into potential bioremediation strategies for mitigating environmental pollution [&lt;span&gt;4&lt;/span&gt;].&lt;/p&gt;&lt;p&gt;Furthermore, microbiomes offer promising avenues for bioconversion and biodegradation processes in the context of biotechnology and industrial applications. Zhu et al. investigate the dynamics of microbial consortia during primary sludge and food waste fermentation, revealing insights into how different environmental conditions and additives can modulate fermentation product profiles [&lt;span&gt;5&lt;/span&gt;]. The study","PeriodicalId":11678,"journal":{"name":"Engineering in Life Sciences","volume":"24 5","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/elsc.202400028","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140566527","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cover Picture: Engineering in Life Sciences 4'24 封面图片:生命科学工程 4'24
IF 2.7 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-04-03 DOI: 10.1002/elsc.202470033
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引用次数: 0
Stable overexpression of native and artificial miRNAs for the production of differentially fucosylated antibodies in CHO cells 在 CHO 细胞中稳定过表达本地和人工 miRNA 以生产不同的岩藻糖基化抗体
IF 2.7 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-04-01 DOI: 10.1002/elsc.202300234
Patrick Schlossbauer, Lukas Naumann, Florian Klingler, Madina Burkhart, René Handrick, Kathrin Korff, Christian Neusüß, Kerstin Otte, Friedemann Hesse

Cell engineering strategies typically rely on energy-consuming overexpression of genes or radical gene-knock out. Both strategies are not particularly convenient for the generation of slightly modulated phenotypes, as needed in biosimilar development of for example differentially fucosylated monoclonal antibodies (mAbs). Recently, transiently transfected small noncoding microRNAs (miRNAs), known to be regulators of entire gene networks, have emerged as potent fucosylation modulators in Chinese hamster ovary (CHO) production cells. Here, we demonstrate the applicability of stable miRNA overexpression in CHO production cells to adjust the fucosylation pattern of mAbs as a model phenotype. For this purpose, we applied a miRNA chaining strategy to achieve adjustability of fucosylation in stable cell pools. In addition, we were able to implement recently developed artificial miRNAs (amiRNAs) based on native miRNA sequences into a stable CHO expression system to even further fine-tune fucosylation regulation. Our results demonstrate the potential of miRNAs as a versatile tool to control mAb fucosylation in CHO production cells without adverse side effects on important process parameters.

细胞工程策略通常依赖于耗能的基因过度表达或基因彻底敲除。这两种策略都不太适合产生轻微调节的表型,而生物仿制开发则需要这种表型,例如不同的岩藻糖基化单克隆抗体(mAbs)。最近,在中国仓鼠卵巢(CHO)生产细胞中出现了瞬时转染的小型非编码 microRNA(miRNA),已知它们是整个基因网络的调控因子,是有效的岩藻糖基化调节剂。在这里,我们展示了在 CHO 生产细胞中稳定过表达 miRNA 的适用性,以调整 mAbs 的岩藻糖基化模式作为模型表型。为此,我们采用了 miRNA 连锁策略来实现稳定细胞池中岩藻糖基化的可调控性。此外,我们还能将最近开发的基于本地 miRNA 序列的人工 miRNA(amiRNA)应用到稳定的 CHO 表达系统中,以进一步微调岩藻糖基化调控。我们的研究结果证明了 miRNAs 作为一种多功能工具的潜力,它可以在 CHO 生产细胞中控制 mAb 的岩藻糖基化,而不会对重要的工艺参数产生不利的副作用。
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引用次数: 0
Gas supply apparatus using rotational motion of shaking incubator for flask culture of aerobic microorganisms 利用摇动培养箱的旋转运动为好氧微生物烧瓶培养供气的装置
IF 3.9 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-03-29 DOI: 10.1002/elsc.202300243
Minseo Jung, Jinwon Lee, Si Jae Park, Jeong-Geol Na

Shake flask cultivation, a cornerstone in bioprocess research encounters limitations in supplying sufficient oxygen and exchanging gases, restricting its accuracy in assessing microbial growth and metabolic activity. In this communication, we introduce an innovative gas supply apparatus that harnesses the rotational motion of a shaking incubator to facilitate continuous air delivery, effectively overcoming these limitations. We measured the mass transfer coefficient (kLa) and conducted batch cultures of Corynebacterium glutamicum H36LsGAD using various working volumes to assess its performance. Results demonstrated that the gas supply apparatus significantly outperforms conventional silicone stoppers regarding oxygen delivery, with kLa values of 2531.7 h−1 compared to 20.25 h−1 at 230 rpm. Moreover, in batch cultures, the gas supply apparatus enabled substantial improvements in microbial growth, maintaining exponential growth even at larger working volumes. Compared to the existing system, an increase in final cell mass by a factor of 3.4-fold was observed when utilizing 20% of the flask's volume, and a remarkable 9-fold increase was achieved when using 60%. Furthermore, the gas supply apparatus ensured consistent oxygen supply and efficient gas exchange within the flask, overcoming challenges associated with low working volumes. This approach offers a simple yet effective solution to enhance gas transfer in shake flask cultivation, bridging the gap between laboratory-scale experiments and industrial fermenters. Its broad applicability holds promise for advancing research in bioprocess optimization and scale-up endeavors.

摇瓶培养是生物工艺研究的基石,它在提供充足氧气和交换气体方面存在局限性,限制了其评估微生物生长和代谢活动的准确性。在这篇通讯中,我们介绍了一种创新的供气装置,它利用振荡培养箱的旋转运动来促进连续供气,从而有效地克服了这些限制。我们测量了传质系数(kLa),并使用不同的工作容积对谷氨酸棒杆菌 H36LsGAD 进行了批量培养,以评估其性能。结果表明,该供气装置在氧气输送方面明显优于传统的硅胶瓶塞,其 kLa 值为 2531.7 h-1,而在 230 rpm 转速下为 20.25 h-1。此外,在批量培养中,供气装置大大改善了微生物的生长,即使在较大的工作容积下也能保持指数增长。与现有系统相比,当使用 20% 的烧瓶容积时,最终细胞质量增加了 3.4 倍,当使用 60% 的烧瓶容积时,最终细胞质量显著增加了 9 倍。此外,气体供应装置确保了烧瓶内氧气供应的一致性和气体交换的高效性,克服了与低工作容积相关的挑战。这种方法为加强摇瓶培养中的气体传输提供了一种简单而有效的解决方案,缩小了实验室规模实验与工业发酵罐之间的差距。它的广泛适用性为推进生物工艺优化和放大研究带来了希望。
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引用次数: 0
A perspective-driven and technical evaluation of machine learning in bioreactor scale-up: A case-study for potential model developments 对生物反应器放大过程中的机器学习进行视角驱动和技术评估:潜在模型开发案例研究
IF 3.9 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-03-20 DOI: 10.1002/elsc.202400023
Masih Karimi Alavijeh, Yih Yean Lee, Sally L. Gras

Bioreactor scale-up and scale-down have always been a topical issue for the biopharmaceutical industry and despite considerable effort, the identification of a fail-safe strategy for bioprocess development across scales remains a challenge. With the ubiquitous growth of digital transformation technologies, new scaling methods based on computer models may enable more effective scaling. This study aimed to evaluate the potential application of machine learning (ML) algorithms for bioreactor scale-up, with a specific focus on the prediction of scaling parameters. Factors critical to the development of such models were identified and data for bioreactor scale-up studies involving CHO cell-generated mAb products collated from the literature and public sources for the development of unsupervised and supervised ML models. Comparison of bioreactor performance across scales identified similarities between the different processes and primary differences between small- and large-scale bioreactors. A series of three case studies were developed to assess the relationship between cell growth and scale-sensitive bioreactor features. An embedding layer improved the capability of artificial neural network models to predict cell growth at a large-scale, as this approach captured similarities between the processes. Further models constructed to predict scaling parameters demonstrated how ML models may be applied to assist the scaling process. The development of data sets that include more characterization data with greater variability under different gassing and agitation regimes will also assist the future development of ML tools for bioreactor scaling.

生物反应器的放大和缩小一直是生物制药行业的热点问题,尽管付出了大量努力,但确定跨规模生物工艺开发的故障安全策略仍是一项挑战。随着数字化转型技术的迅猛发展,基于计算机模型的新缩放方法可实现更有效的缩放。本研究旨在评估机器学习(ML)算法在生物反应器放大方面的潜在应用,特别关注放大参数的预测。研究人员确定了开发此类模型的关键因素,并从文献和公共资源中整理了涉及 CHO 细胞生成的 mAb 产品的生物反应器放大研究数据,用于开发无监督和有监督的 ML 模型。通过比较不同规模生物反应器的性能,确定了不同工艺之间的相似性以及小型和大型生物反应器之间的主要差异。为评估细胞生长与规模敏感的生物反应器特征之间的关系,开发了一系列三个案例研究。嵌入层提高了人工神经网络模型预测大规模细胞生长的能力,因为这种方法捕捉到了不同过程之间的相似性。为预测缩放参数而构建的进一步模型展示了如何应用 ML 模型来协助缩放过程。数据集的开发包含了更多的表征数据,这些数据在不同的充气和搅拌机制下具有更大的可变性,这也将有助于未来开发用于生物反应器扩容的 ML 工具。
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引用次数: 0
期刊
Engineering in Life Sciences
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