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Enhancing the performance of an in vitro RNA biosensor through iterative design of experiments 通过实验迭代设计提高体外RNA生物传感器的性能。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-03-12 DOI: 10.1002/btpr.70005
Rochelle Aw, Karen Polizzi

The quality control of RNA has become increasingly crucial with the rise of mRNA-based vaccines and therapeutics. However, conventional methods such as LC–MS often require specialized equipment and expertise, limiting their applicability to high throughput experiments. Here, we optimize a previously characterized RNA integrity biosensor, that provides a simple colorimetric output, using Design of Experiments (DoE). Through iterative rounds of a Definitive Screening Design (DSD) and experimental validation, we systematically explored different assay conditions to enhance the biosensor's performance. Optimization led to a 4.1-fold increase in dynamic range and reduced RNA concentration requirements by one-third, significantly improving usability. Notable modifications included reducing the concentrations of reporter protein and poly-dT oligonucleotide and increasing DTT concentration, suggesting a reducing environment for optimal functionality. Importantly, the optimized biosensor retained its ability to discriminate between capped and uncapped RNA even at lower RNA concentrations. Overall, our improved biosensor offers enhanced performance and reduced sample requirements, paving the way for rapid, cost-effective RNA quality control in diverse settings, including resource-limited environments.

随着基于mrna的疫苗和疗法的兴起,RNA的质量控制变得越来越重要。然而,传统的方法,如LC-MS通常需要专门的设备和专业知识,限制了它们对高通量实验的适用性。在这里,我们优化了先前表征的RNA完整性生物传感器,它提供了一个简单的比色输出,使用实验设计(DoE)。通过反复的确定筛选设计(DSD)和实验验证,我们系统地探索了不同的测定条件,以提高生物传感器的性能。优化后的动态范围增加了4.1倍,RNA浓度要求降低了三分之一,显著提高了可用性。值得注意的修饰包括降低报告蛋白和聚dt寡核苷酸的浓度,增加DTT浓度,表明降低了最佳功能的环境。重要的是,优化后的生物传感器即使在较低的RNA浓度下也保留了区分带帽RNA和未带帽RNA的能力。总体而言,我们改进的生物传感器提供了更高的性能和更少的样品要求,为在各种环境下快速,经济高效的RNA质量控制铺平了道路,包括资源有限的环境。
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引用次数: 0
Development of multiparametric bioprinting method for generation of 3D printed cell-laden structures 3D打印细胞负载结构的多参数生物打印方法的发展。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-03-12 DOI: 10.1002/btpr.70016
Sophie Lipshutz, Yoontae Kim, Micaila Curtis, Leanne Friedrich, Stella Alimperti

The organ transplantation field requires new approaches for replacing and regenerating tissues due to the lack of adequate transplant methods. Three-dimensional (3D) extrusion-based bioprinting is a rapid prototyping approach that can engineer 3D scaffolds for tissue regeneration applications. In this process, 3D printed cell-based constructs, consisting of biomaterials, growth factors, and cells, are formed by the extrusion of bioinks from nozzles. However, extrusion applies shear stresses to cells, often leading to cellular damage or membrane rupture. To address this limitation, herein, we developed and optimized a 3D bioprinting approach by evaluating the effect of key extrusion-based 3D bioprinting parameters—bioink viscosity, nozzle size, shape, and printing speed—on cell viability. Our results revealed that cells printed in higher-viscosity bioinks, with smaller, cylindrical nozzles, exhibited lower viability due to their exposure to high shear stresses. Translational flow speed had a cell-dependent impact, as different cell types have different sensitivities to the magnitude and duration of shear stress inside the nozzle. Overall, evaluating these parameters could facilitate the development of 3D high-resolution bioprinted constructs for tissue regeneration applications, offering a more efficient alternative to traditional fabrication methods, which are often labor intensive, expensive, and repetitive.

由于缺乏足够的移植方法,器官移植领域需要新的方法来替代和再生组织。三维(3D)基于挤压的生物打印是一种快速原型方法,可以设计用于组织再生应用的3D支架。在这个过程中,3D打印的基于细胞的结构,包括生物材料、生长因子和细胞,通过从喷嘴中挤出生物墨水形成。然而,挤压对细胞施加剪切应力,经常导致细胞损伤或膜破裂。为了解决这一限制,我们开发并优化了一种3D生物打印方法,通过评估基于挤压的3D生物打印参数(生物墨水粘度、喷嘴尺寸、形状和打印速度)对细胞活力的影响。我们的研究结果表明,在高粘度生物墨水中打印的细胞,使用较小的圆柱形喷嘴,由于暴露在高剪切应力下,表现出较低的活力。由于不同的细胞类型对喷嘴内剪切应力的大小和持续时间的敏感性不同,平移流速具有细胞依赖性的影响。总的来说,评估这些参数可以促进用于组织再生应用的3D高分辨率生物打印结构的开发,为传统的制造方法提供更有效的替代方法,这些方法通常是劳动密集型的,昂贵的,重复的。
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引用次数: 0
Assessing the probability of clonality achieved by single-cell cloning of CHO cells through cell deposition combined with imaging using distinguishable cells 通过细胞沉积结合可区分细胞成像,评估CHO细胞单细胞克隆获得克隆性的可能性。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-03-04 DOI: 10.1002/btpr.70012
Genevieve H. Nonet, Elena Scut, Raymond Ogawa, Milan T. Tomic

Mammalian cell lines used for clinical studies and post-approval production of recombinant DNA-derived biotherapeutics are expected to be derived from a single cell, and regulatory submissions are expected to provide robust evidence of monoclonality. Imaged single-cell deposition followed by whole-well imaging using specialized instruments has, in many cell line development labs, replaced the “gold standard” of two rounds of limiting dilution due to its increased speed and the assurance of clonality provided by orthogonal images. However, there is still a lack of information on how the procedures used to define these clonal cell lines perform. Here we use a mixture of two distinguishable Chinese hamster ovary (CHO) cells to document that a greater than 99% probability of clonality can be obtained from our single-cell cloning method that uses our preparation procedures, the VIPS® single-cell deposition instrument, the Cell Metric® whole-well imager, and a comprehensive visual review. Together with the assurance of cell/well images, the determination of the probability of clonality of our VIPS+Cell Metric method provides a strong package of evidence of single-cell derivation of a recombinant CHO cell line.

用于临床研究和批准后生产重组dna衍生生物治疗药物的哺乳动物细胞系预计将来自单个细胞,监管申请预计将提供单克隆的有力证据。在许多细胞系发育实验室中,单细胞沉积成像,然后使用专门的仪器进行全孔成像,已经取代了两轮限制性稀释的“金标准”,因为它提高了速度,并通过正交成像保证了克隆性。然而,仍然缺乏关于如何定义这些克隆细胞系的程序的信息。在这里,我们使用两种可区分的中国仓鼠卵巢(CHO)细胞的混合物来证明,使用我们的制备程序、VIPS®单细胞沉积仪、Cell Metric®全孔成像仪和全面的视觉审查,我们的单细胞克隆方法可以获得大于99%的克隆概率。再加上细胞/孔图像的保证,我们的VIPS+ cell Metric方法的克隆概率的确定为重组CHO细胞系的单细胞衍生提供了强有力的证据。
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引用次数: 0
Efficient expression of recombinant proteins in Bacillus subtilis using a rewired gene circuit of quorum sensing 重组蛋白在枯草芽孢杆菌群体感应基因回路中的高效表达。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70007
Wenliang Hao, Shihao Yang, Yuou Sheng, Chengfeng Ye, Laichuang Han, Zhemin Zhou, Wenjing Cui

Bacillus subtilis is a favored chassis for high productivity of several high value-added product in synthetic biology. Efficient production of recombinant proteins is critical but challenging using this chassis because these expression systems in use, such as constitutive and inducible expression systems, demand for coordination of cell growth with production and addition of chemical inducers. These systems compete for intracellular resources with the host, eventually resulting in dysfunction of cell survival. To overcome the problem, in this study, LuxRI quorum sensing (QS) system from Aliivibrio fischeri was functionally reconstituted in B. subtilis for achieving coordinated protein overproduction with cell growth in a cell-density-dependent manner. Furthermore, the output-controlling promoter, PluxI, was engineered through two rounds of evolution, by which we identified four mutants, P22, P47, P56, and P58 that exhibited elevated activity compared to the original PluxI. By incorporating a strong terminator (TB5) downstream of the target gene further enhanced expression level. The expression level of this system surpasses commonly used promoter-based systems in B. subtilis like P43 and PylbP. The LuxRI QS system proves to be a potent platform for recombinant protein overproduction in B. subtilis.

枯草芽孢杆菌是合成生物学中几种高附加值产品高产出的有利基质。高效生产重组蛋白是至关重要的,但使用这种底盘具有挑战性,因为这些正在使用的表达系统,如组成型和诱导型表达系统,需要细胞生长与生产和添加化学诱导剂的协调。这些系统与宿主争夺细胞内资源,最终导致细胞生存功能障碍。为了解决这一问题,本研究在枯草芽孢杆菌中重组了来自费氏alivibrio fischeri的LuxRI群体感应(QS)系统,以细胞密度依赖的方式实现蛋白质过剩与细胞生长的协调。此外,输出控制启动子PluxI通过两轮进化进行工程设计,通过这两轮进化,我们确定了四个突变体P22、P47、P56和P58,与原始PluxI相比,它们表现出更高的活性。通过在靶基因下游加入强终止子(TB5),进一步提高了表达水平。该系统的表达水平超过了枯草芽孢杆菌中常用的基于启动子的系统,如P43和PylbP。LuxRI QS系统被证明是枯草芽孢杆菌重组蛋白过量生产的有效平台。
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引用次数: 0
Microcontact printing of lectin self-assembled monolayers for arbovirus detection 用于虫媒病毒检测的凝集素自组装单层微接触印刷。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70008
Raiza P. S. Lucena, Alberto G. Silva-Junior, Isaac A. M. Frías, Laura H. V. Gil, Marli T. Cordeiro, Abdelhamid E. El Salhi, Cesar A. S. Andrade, Maria D. L. Oliveira

Arboviruses significantly burden public health in Brazil, constituting a constant challenge for health authorities. The diagnosis and, consequently, clinical management and the reporting of arbovirus infections in regions where multiple arboviruses coexist are complex processes. Herein, we report the development of a new electrochemical biosensor based on Concanavalin A (ConA) to identify carbohydrate patterns in the viral structure of Dengue 3 (DENV-3), Zika (ZIKV) and Chikungunya (CHIKV) viruses. The biorecognition of arboviruses was carried out through functionalization with 4-aminophenylacetic acid (CMA) on poly (ethylene terephthalate) (PET) substrate coated with a gold layer combining microcontact printing (μCP). Bovine serum albumin (BSA) was used after ConA immobilization to block binding to nonspecific sites. Subsequently, the interaction between ConA and arbovirus was characterized by standard atomic force microscopy (AFM), fluorescence microscopy, cyclic voltammetry (CV), and electrochemical impedance spectroscopy (EIS). Fluorescent imaging was conducted to confirm the occurrence of the DENV-3, ZIKV, and CHIKV detection processes. The obtained results demonstrated the success of the biosensor (CMA-ConA-BSA) manufactured on a PET substrate using μCP for detecting medically significant arboviruses. RCT values showed an increase in impedimetric response total of the system after exposition to DENV-3 (RCT = 68.82 kΩ) and a lower recognition to CHIKV (RCT = 44.44 kΩ). The present biosensor platform reveals the applicability of the ConA lectin in the viral biorecognition process based on flexible biosensors for differential detection of DENV-3, ZIKV, and CHIKV. ConA-based electrochemical biosensor provide high selectivity, real-time detection, and low volumes of analytes.

虫媒病毒给巴西公共卫生造成严重负担,对卫生当局构成持续挑战。在多种虫媒病毒共存的地区,虫媒病毒感染的诊断及其临床管理和报告是一个复杂的过程。在此,我们报道了一种基于ConA的新型电化学生物传感器的开发,用于识别登革热3型(DENV-3)、寨卡病毒(ZIKV)和基孔肯雅病毒(CHIKV)病毒结构中的碳水化合物模式。采用4-氨基苯基乙酸(CMA)在涂有金层的聚对苯二甲酸乙酯(PET)基板上结合微接触印刷(μCP)进行功能化,对虫媒病毒进行了生物识别。在ConA固定后用牛血清白蛋白(BSA)阻断与非特异性位点的结合。随后,通过标准原子力显微镜(AFM)、荧光显微镜、循环伏安法(CV)和电化学阻抗谱(EIS)表征了ConA与虫媒病毒的相互作用。荧光成像以确认DENV-3、ZIKV和CHIKV检测过程的发生。结果表明,利用μCP在PET底物上制备的生物传感器(CMA-ConA-BSA)可成功检测具有医学意义的虫媒病毒。RCT值显示,DENV-3暴露后,系统阻抗反应总量增加(RCT = 68.82 kΩ),对CHIKV的识别降低(RCT = 44.44 kΩ)。该生物传感器平台揭示了ConA凝集素在基于柔性生物传感器的病毒生物识别过程中的适用性,可用于DENV-3、ZIKV和CHIKV的差异检测。基于cona的电化学生物传感器具有高选择性、实时检测和低体积分析的特点。
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引用次数: 0
Recent trends in biotechnological production, engineering, and applications of lysophospholipases 溶血磷脂酶的生物技术生产、工程和应用的最新趋势。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70014
Arshia Nazir, Muhammad Sajjad

Oil degumming process involves the removal of gums, which is required to improve the physicochemical and storage properties of the vegetable oils. Degumming of oils can be carried out by using chemicals, membranes (polymeric, inorganic, and ceramic), or enzymes, for example, phospholipases. Phospholipases are enzymes of tremendous significance in the degumming process as they convert gums to fatty acids and lipophilic substances. They provide a cost-effective and safe alternative to other degumming processes without affecting the oil yield. Lysophospholipases (LPLs) are highly valuable tools for degumming vegetable oils. LPLs can hydrolyze fatty acyl ester bonds of phosphatidylcholine at the sn-1 and sn-2 positions of glycerol moiety. In addition, they have the ability to catalyze hydrolysis lysophospholipids' ester bond either at sn-1 or sn-2 position. In this review, biotechnological production and biochemical characteristics of LPLs from three domains of life are highlighted. In comparison to bacterial and eukaryotic LPLs, archaeal LPLs were found to be active at high temperatures. Broad substrate specificity and thermostability of archaeal LPLs make them ideal candidates for the industrial degumming of oils. However, improvement of activity and substrate specificity of archaeal LPLs is required for enhancing their industrial utility. In the current review, various protein-engineering approaches (directed evolution, rational design, site-saturation mutagenesis, and fusion technology) as well as in silico tools have been discussed to increase the commercial significance of LPLs.

油脱胶过程包括去除树胶,这是改善植物油的物理化学和储存特性所必需的。油的脱胶可以通过使用化学品、膜(聚合物、无机和陶瓷)或酶(例如磷脂酶)来进行。磷脂酶是在脱胶过程中具有重要意义的酶,因为它们将树胶转化为脂肪酸和亲脂物质。它们为其他脱胶工艺提供了一种经济、安全的替代方案,而不会影响油的产量。溶血磷脂酶(LPLs)是植物油脱胶的重要工具。LPLs可以水解甘油部分sn-1和sn-2位置的磷脂酰胆碱脂肪酸酯键。此外,它们还具有催化水解溶血磷脂的sn-1或sn-2位置的酯键的能力。本文从三个生命领域综述了lpl的生物技术生产和生化特性。与细菌和真核生物的lpl相比,古细菌lpl在高温下具有活性。广泛的底物特异性和热稳定性使古细菌lpl成为工业脱胶油的理想候选物。然而,提高活性和底物特异性是提高古细菌低聚物的工业用途所必需的。在当前的综述中,各种蛋白质工程方法(定向进化,合理设计,位点饱和诱变和融合技术)以及硅工具已经被讨论,以增加LPLs的商业意义。
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引用次数: 0
A synthetic platform for developing recombinant adeno-associated virus type 8 producer cell lines 重组腺相关病毒8型产生细胞系的合成平台。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70009
Yu-Chieh Lin, Han-Jung Kuo, Min Lu, Thomas Mahl, George Aslanidi, Wei-Shou Hu

Recombinant adeno-associated virus (rAAV) is one of the most widely used viral vectors for gene therapy. It is used in very high doses for the treatment of many diseases, making large-scale production for clinical applications challenging. We have established a synthetic biology-based platform to construct stable production cell lines, which can be induced to produce rAAV2. In this study, we extended our cell line construction pipelines for rAAV2 to rAAV8, a serotype whose tropism makes it attractive for gene delivery in multiple tissues. The Genome Module, encoding the rAAV2 genome, and Replication Modules, containing Rep68, DBP and E4orf6 coding sequences, originally used for rAAV2 were retained, but the Packaging Module was modified to replace the AAV2 intron-less cap gene (VP123) with that of AAV8. These three genetic modules were integrated into HEK293 genome to generate four rAAV8 producer cell lines VH1-4, which all produced rAAV8 upon induction. Their productivity was similar to the initial rAAV2 producer cell lines GX2/6 constructed using the same pipeline, but was much lower than conventional triple plasmid transfection. We identified Cap protein production and capsid formation as a potential limiting factor, just as we observed in GX2/6. By integrating more copies of AAV8 VP123 into VH3 clone, the encapsidated rAAV8 titer increased 20-fold to a level comparable to triple transfection. By tuning induction conditions to modulate capsid production, the full particle content could be elevated. This study demonstrated that our rAAV producer cell line development platform is robust and applicable to different AAV serotypes.

重组腺相关病毒(rAAV)是基因治疗中应用最广泛的病毒载体之一。它以非常高的剂量用于治疗许多疾病,使临床应用的大规模生产具有挑战性。我们已经建立了一个基于合成生物学的平台来构建稳定的生产细胞系,可以诱导产生rAAV2。在这项研究中,我们将rAAV2的细胞系构建管道扩展到rAAV8,这是一种血清型,其趋向性使其具有在多种组织中传递基因的吸引力。原用于rAAV2的编码rAAV2基因组的Genome Module和包含Rep68、DBP和E4orf6编码序列的Replication Module被保留,但对包装模块进行了修改,将AAV2无内含子的cap基因(VP123)替换为AAV8的基因。将这三个遗传模块整合到HEK293基因组中,生成4株rAAV8产生细胞株VH1-4,经诱导均产生rAAV8。它们的产量与使用相同管道构建的初始rAAV2产生细胞系GX2/6相似,但远低于传统的三重质粒转染。我们发现Cap蛋白的产生和衣壳的形成是潜在的限制因素,正如我们在GX2/6中观察到的那样。通过将更多的AAV8 VP123拷贝整合到VH3克隆中,封装的rAAV8滴度提高了20倍,达到与三次转染相当的水平。通过调节诱导条件来调节衣壳的产生,可以提高全粒含量。该研究表明,我们的rAAV生产细胞系开发平台是稳健的,适用于不同的AAV血清型。
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引用次数: 0
Detergent/surfactant retention during ultrafiltration in the formulation of biotherapeutics 生物治疗制剂超滤过程中洗涤剂/表面活性剂的保留。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70011
Liang-Kai Chu, Zhuoshi Du, Matthew Billups, Hee Jeung Oh, Andrew L. Zydney

Surfactants like polysorbate (Tween®) are commonly used as excipients in the production of monoclonal antibodies and other recombinant proteins. The retention behavior of these excipients in the final ultrafiltration step can be difficult to predict due to the presence of both monomers and micelles. This study examined the retention of polysorbate during ultrafiltration through cellulose and polyethersulfone membranes with nominal molecular weight cutoffs of 10, 30, and 100 kDa. Novel flux stepping experiments were performed to examine the effects of concentration polarization on surfactant transmission. Polysorbate 20 transmission through the 30 kDa membrane was a strong function of the surfactant concentration, decreasing from nearly 100% for a 2.5 mg/L solution to <10% for a 50 mg/L solution due to high retention of the micelles. Polysorbate transmission was lower for the polyethersulfone membrane due to polysorbate adsorption. A simple mathematical model was developed to describe the polysorbate transmission accounting for the effects of concentration polarization as well as the presence of surfactant monomers and micelles. Model calculations were in good agreement with the experimental data, providing a framework for the analysis and design of ultrafiltration/diafiltration processes for biopharmaceutical formulations containing surfactants.

表面活性剂如聚山梨酸酯(Tween®)通常用作单克隆抗体和其他重组蛋白生产的辅料。由于单体和胶束的存在,这些赋形剂在最后超滤步骤中的保留行为很难预测。本研究考察了聚山梨酸酯在通过纤维素和聚醚砜膜进行超滤时的保留情况,其标称分子量分别为10、30和100 kDa。采用新的通量步进实验研究了浓度极化对表面活性剂透射率的影响。聚山梨酸酯20通过30 kDa膜的透射率是表面活性剂浓度的强烈函数,从2.5 mg/L溶液的近100%下降到
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引用次数: 0
Improving outcomes in intensified processing via optimization of the cell line development workflow 通过优化细胞系开发工作流程,改善强化处理的结果。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70003
Vincent Balassi, Mary Otto, Corey Kretzmer, Amber Petersen, Channing McLaurin, Jana Mahadevan, Jason Gustin, Trissa Borgschulte, David Razafsky

As the industry continues to explore the benefits of continuous and intensified manufacturing, it is important to assure that the cell line development (CLD) workflows in practice today are well suited to generate clones that meet the unique challenges associated with these processes. Most cell lines used in intensified processes are currently developed using traditional fed-batch CLD workflows followed by adaptation of these cell lines to perfusion processes. This method maybe suboptimal as fed-batch CLD workflows select clones which produce high volumetric titers irrespective of cell growth rate and specific productivity (qP). Although sufficient for fed-batch processes, performance of cells derived from this traditional CLD workflow may not be maintained in perfusion processes, where an intricate balance of performance parameters is needed. Until now, a thorough investigation into the effect of the CLD workflow on top clone performance in perfusion processes has not been conducted. Here, we show how the CLD workflow impacts cell performance in both fed-batch and perfusion processes, emphasizing the advantages of adopting a perfusion-specific CLD workflow which includes the use of medium specially designed for expansion and production in a perfusion setting, scale-down models which more accurately simulate perfusion process, and the adoption of perfusion-specific cell line selection criteria. Together, this results in the development of more efficient cell lines, fit for continuous and intensified processing.

随着行业不断探索连续和集约化制造的好处,重要的是要确保当今实践中的细胞系开发(CLD)工作流程非常适合生成克隆,以满足与这些过程相关的独特挑战。目前,强化过程中使用的大多数细胞系都是使用传统的补批CLD工作流程开发的,然后将这些细胞系适应灌注过程。这种方法可能是次优的,因为补批CLD工作流程选择的克隆产生高容量滴度,而不考虑细胞生长速率和特定生产率(qP)。虽然对于进料批工艺来说是足够的,但在灌注过程中,从这种传统的CLD工作流程中获得的细胞性能可能无法保持,因为灌注过程需要复杂的性能参数平衡。到目前为止,还没有深入研究灌注过程中CLD工作流程对顶克隆性能的影响。在这里,我们展示了CLD工作流程如何在补料批和灌注过程中影响细胞性能,强调采用灌注特异性CLD工作流程的优势,包括在灌注环境中使用专门设计用于扩展和生产的介质,更准确地模拟灌注过程的缩小模型,以及采用灌注特异性细胞系选择标准。总之,这导致更有效的细胞系的发展,适合连续和强化加工。
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引用次数: 0
Enhancing real-time cell culture process monitoring through the integration of advanced machine learning techniques: A comparative analysis of Raman and capacitance spectroscopies 通过集成先进的机器学习技术增强实时细胞培养过程监测:拉曼光谱和电容光谱的比较分析。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-02-19 DOI: 10.1002/btpr.70013
Feng Xu, Nuno Pinto, George Zhou, Sanjeev Ahuja

Machine learning (ML) techniques have emerged as an important tool improving the capabilities of online process monitoring and control in cell culture process for biopharmaceutical manufacturing. A variety of advanced ML algorithms have been evaluated in this study for cell growth monitoring using spectroscopic tools, including Raman and capacitance spectroscopies. While viable cell density can be monitored real-time in the cell culture process, online monitoring of cell viability has not been well established. A thorough comparison between the advanced ML techniques and traditional linear regression method (e.g., Partial Least Square regression) reveals a significant improvement in accuracy with the leading ML algorithms (e.g., 31.7% with Random Forest regressor), addressing the unmet need of continuous monitoring viability in a real time fashion. Both Raman and capacitance spectroscopies have demonstrated success in viability monitoring, with Raman exhibiting superior accuracy compared to capacitance. In addition, the developed methods have shown better accuracy in a relatively higher viability range (>90%), suggesting a great potential for early fault detection during cell culture manufacturing. Further study using ML techniques for VCD monitoring also showed an increased accuracy (27.3% with Raman spectroscopy) compared to traditional linear modeling. The successful integration of ML techniques not only amplifies the potential of process monitoring but also makes possible the development of advanced process control strategies for optimized operations and maximized efficiency.

机器学习(ML)技术已成为提高生物制药生产中细胞培养过程在线监测和控制能力的重要工具。在这项研究中,各种先进的ML算法已经被评估用于使用光谱工具,包括拉曼光谱和电容光谱的细胞生长监测。虽然在细胞培养过程中可以实时监测活细胞密度,但对细胞活力的在线监测尚未建立。将先进的机器学习技术与传统的线性回归方法(例如,部分最小二乘回归)进行彻底的比较,发现领先的机器学习算法(例如,随机森林回归器的准确性为31.7%)的准确性有了显着提高,解决了实时持续监测可行性的未满足需求。拉曼光谱和电容光谱在生存能力监测方面都取得了成功,与电容相比,拉曼光谱具有更高的精度。此外,所开发的方法在相对较高的活力范围内(bb0 - 90%)显示出更好的准确性,这表明在细胞培养制造过程中早期故障检测具有很大的潜力。使用ML技术进行VCD监测的进一步研究也表明,与传统的线性建模相比,准确性(拉曼光谱)提高了27.3%。机器学习技术的成功集成不仅扩大了过程监控的潜力,而且还使开发先进的过程控制策略成为可能,以优化操作和最大化效率。
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引用次数: 0
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Biotechnology Progress
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