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Enhanced cell-specific productivity through delayed supplementation of antioxidants in intensified processes 通过在强化过程中延迟补充抗氧化剂来增强细胞特异性生产力。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-05-06 DOI: 10.1002/btpr.70036
Suyang Wu, Yen-An Lu, Kyle Devenney, Erin Kotzbauer, Karen Lee, Venkata S. Tayi

Antioxidant supplementation to serum-free culture media is a common strategy to enhance productivity through oxidative stress alleviation. In this study, it was hypothesized that certain antioxidants can improve the specific productivity of a CHO-GS cell line expressing a bi-specific antibody. A fed-batch (FB) screening study investigated several antioxidants and revealed rosmarinic acid (RoA) and retinyl acetate (RAc), to a lesser extent, improved cell productivity. Contrary to the previous literature reports, the addition of RoA and/or RAc resulted in slower cell growth and reduced peak viable cell density, counteracting the enhanced specific productivity. We hypothesized that supplementing RoA/RAc after the exponential growth phase would increase titer through enhanced specific productivity without substantially impeding cell growth. This hypothesis was tested in three different ways: (1) supplementing RoA/RAc to the feed, rather than the basal media, in the FB process; (2) implementing the intensified fed-batch (iFB) process mode which started with high seeding VCD, bypassing the exponential cell growth phase; (3) supplementing RoA/RAc to the production phase perfusion media, rather than the growth phase perfusion media, in the perfusion-based continuous manufacturing (CM) process. All three methods were proven effective in titer improvement, which supported the hypothesis. Additionally, RoA/RAc significantly impacted product quality, with variations depending on the process mode and components. Overall, their supplementation led to decreased N-glycan mannose percentage and increased product fragmentation and aggregation. These changes do not fully align with the previous reports, highlighting that the supplementation strategy needs to be evaluated carefully based on cell line and expressed molecule type.

在无血清培养基中添加抗氧化剂是通过减轻氧化应激来提高生产力的常用策略。在这项研究中,假设某些抗氧化剂可以提高表达双特异性抗体的CHO-GS细胞系的特异性生产力。一项补料间歇(FB)筛选研究调查了几种抗氧化剂,发现迷迭香酸(RoA)和醋酸视黄酯(RAc)在较小程度上提高了细胞生产力。与之前的文献报道相反,添加RoA和/或RAc导致细胞生长减慢,峰值活细胞密度降低,抵消了提高的比产率。我们假设在指数生长期后补充RoA/RAc可以通过提高比产率来提高滴度,而不会严重阻碍细胞生长。通过三种不同的方法验证了这一假设:(1)在发酵过程中向饲料中添加RoA/RAc,而不是向基础培养基中添加;(2)采用从高播种VCD开始的强化补料分批(iFB)工艺模式,绕过指数细胞生长阶段;(3)在基于灌注的连续制造(CM)工艺中,在生产阶段灌注培养基中添加RoA/RAc,而不是在生长阶段灌注培养基中添加RoA/RAc。这三种方法都被证明对提高滴度是有效的,这支持了假设。此外,RoA/RAc显著影响产品质量,其变化取决于工艺模式和组件。总的来说,它们的补充降低了n -聚糖甘露糖百分比,增加了产物的破碎和聚集。这些变化与之前的报告不完全一致,强调补充策略需要根据细胞系和表达分子类型仔细评估。
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引用次数: 0
Techno-economic analysis of membrane-based continuous capture chromatography platforms for large-scale antibody production 大规模抗体生产用膜基连续捕获色谱平台的技术经济分析。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-24 DOI: 10.1002/btpr.70033
Juan J. Romero, Eleanor W. Jenkins, Marc R. Birtwistle, Scott M. Husson

Continuous manufacturing platforms and membrane chromatography are process technologies with the potential to reduce production costs and minimize process variability in monoclonal antibody production. This study presents a simulation and optimization framework to perform techno-economic analyses of these strategies. Multi-objective optimization was used to compare batch and continuous multicolumn operating modes and membrane and resin process alternatives, revealing performance differences in productivity and cost of goods attributed to variations in dynamic binding capacity, media geometry, and process residence time. From the set of optimal process configurations, we selected one membrane and one resin platform alternative yielding the highest net present values to undergo sensitivity analyses involving variations in batch cadence and product selling price. For the scenarios considered in this work, membrane continuous platforms showed benefits in the cost of goods and process mass intensity. Their shorter residence time compared to resins positions them as a viable alternative for single-use capture chromatography. Moreover, this low residence time makes membrane platforms more flexible to changes in throughput, an essential feature for integrating capture into fully continuous processes.

在单克隆抗体生产中,连续制造平台和膜色谱是具有降低生产成本和最小化工艺变异性潜力的工艺技术。本研究提出了一个模拟和优化框架来执行这些策略的技术经济分析。多目标优化用于比较间歇式和连续式多柱操作模式以及膜和树脂工艺的替代方案,揭示了由于动态绑定能力、介质几何形状和工艺停留时间的变化而导致的生产率和商品成本的性能差异。从一组最佳工艺配置中,我们选择了一种膜和一种树脂平台替代方案,产生最高的净现值,进行涉及批量节奏和产品销售价格变化的敏感性分析。对于本研究中考虑的场景,膜连续平台在货物成本和过程质量强度方面表现出优势。与树脂相比,它们的停留时间更短,使它们成为一次性捕获色谱的可行替代方案。此外,这种低停留时间使膜平台更灵活地适应吞吐量的变化,这是将捕获集成到完全连续过程中的基本特征。
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引用次数: 0
A novel multiparameter sensor for shake flask cultivations: Online biomass, dissolved oxygen, and fluorescence monitoring for comprehensive bioprocess characterization 一种用于摇瓶培养的新型多参数传感器:在线生物量、溶解氧和荧光监测,用于综合生物过程表征。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-23 DOI: 10.1002/btpr.70035
Lara Strehl, Anna-Lena Kuhn, Kyra Hoffmann, Marcel Mann, Jørgen Barsett Magnus

Shake flasks are one of the most widely used cultivation vessels in biotechnological process development. To improve the process understanding, new technologies have been reported for online monitoring of different parameters like oxygen, pH, or biomass in the last couple of years. However, most reports address the monitoring of a single parameter per shake flask. This work evaluates the ability to measure dissolved oxygen (DO), biomass, and fluorescence in parallel with a new Multiparameter Sensor (MPS). Therefore, abiotic tests for reproducibility, sensitivity, and accuracy were performed. In biological tests, different microbial systems were used to evaluate if a wide range of applications is feasible. This work demonstrates that three different parameters: DO, biomass, and fluorescence can be monitored online, in parallel, for various biological systems. The online data obtained provide crucial process knowledge, such as the start of intracellular product formation. Abiotic and biological tests showed good reproducibility, resolution, and sensitivity to changing environmental conditions. Compared to other existing measurement systems for DO or oxygen transfer rate, similar or in the former case, more data points can be recorded, allowing a detailed overview and a better understanding of the process.

摇瓶是生物工艺开发中应用最广泛的培养容器之一。为了提高对过程的理解,在过去几年中,已经报道了用于在线监测不同参数(如氧、pH或生物量)的新技术。然而,大多数报告都是针对每个摇瓶的单个参数进行监测。这项工作评估了一种新的多参数传感器(MPS)并行测量溶解氧(DO)、生物量和荧光的能力。因此,进行了重复性、灵敏度和准确性的非生物试验。在生物试验中,不同的微生物系统被用来评估是否广泛应用是可行的。这项工作表明,三个不同的参数:溶解氧,生物量和荧光可以在线监测,并行,为各种生物系统。获得的在线数据提供了关键的工艺知识,例如细胞内产物形成的开始。非生物和生物试验显示出良好的再现性、分辨率和对变化的环境条件的敏感性。与其他现有的DO或氧转移率测量系统相比,类似或在前一种情况下,可以记录更多的数据点,从而可以详细概述和更好地了解过程。
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引用次数: 0
Modulation of the cell cycle and inhibition of histone deacetylases by small molecules increase recombinant adeno-associated virus productivity across different HEK293 cell lines 通过小分子调节细胞周期和抑制组蛋白去乙酰化酶可提高重组腺相关病毒在不同HEK293细胞系中的产率。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-22 DOI: 10.1002/btpr.70030
Niklas Krämer, Kathrin Teschner, Alyssa Buve, Luisa Scheller, Pia Brinkert, Vera Ortseifen, Sandra Klausing

Recombinant adeno-associated viruses (rAAV) are one of the most popular gene therapy vectors. To date, low-product yields are limiting a broader clinical application. To identify targets for improving productivity, two human embryonic kidney cell lines (HEK293) with varying productive profiles were transiently transfected for rAAV2 production and transcriptomes were compared at 18 h after transfection. As expected, high-producing cell lines exhibited elevated levels of plasmid-derived viral gene expression. Gene set enrichment analysis indicated that these cells demonstrated increased transcriptional activity and upregulation of mRNA-processing mechanisms. Furthermore, transcriptomic analysis suggested increased transcription of histone-coding genes and a modulated cell cycle under the influence of viral gene expression, with differences being more prominent in the high-producer cell line. Aiming to increase rAAV yield, cyclin-dependent kinases and histone deacetylases were targeted by treatment with the small molecule inhibitors Flavopiridol and M344, respectively. Without compromising biological activity, Flavopiridol increased rAAV titer by 2-fold, and M344 increased it up to 8-fold in a cell line-independent manner, while also enhancing the percentage of filled capsids. A DoE-based approach also revealed the potential for combining both molecules to enhance rAAV production, exhibiting an additive effect across three different HEK293 derivatives. Consequently, novel functions of M344 and Flavopiridol as enhancers of rAAV production were unraveled, which can be employed to enhance the accessibility of in vivo gene therapy applications.

重组腺相关病毒(rAAV)是目前最流行的基因治疗载体之一。迄今为止,低产量限制了其更广泛的临床应用。为了确定提高生产力的靶点,我们瞬时转染了两种具有不同生产力谱的人胚胎肾细胞系(HEK293),使其产生rAAV2,并在转染后18 h比较转录组。正如预期的那样,高产细胞系表现出质粒衍生的病毒基因表达水平升高。基因集富集分析表明,这些细胞表现出转录活性增加和mrna加工机制上调。此外,转录组学分析表明,在病毒基因表达的影响下,组蛋白编码基因的转录增加,细胞周期被调节,这种差异在高产细胞系中更为突出。为了提高rAAV的产量,我们分别用小分子抑制剂黄匹吡醇和M344靶向细胞周期蛋白依赖激酶和组蛋白去乙酰化酶。在不影响生物活性的情况下,Flavopiridol将rAAV滴度提高了2倍,M344以细胞系无关的方式将rAAV滴度提高了8倍,同时也提高了填充衣壳的百分比。一种基于doe的方法也揭示了结合这两种分子来增强rAAV产生的潜力,在三种不同的HEK293衍生物中表现出加性效应。因此,M344和黄酮吡醇作为rAAV产生增强剂的新功能被揭示,可用于提高体内基因治疗应用的可及性。
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引用次数: 0
Continuous purification of a parvovirus using two aqueous two-phase extraction steps 用两个水两相萃取步骤连续纯化细小病毒。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-15 DOI: 10.1002/btpr.70034
Natalie M. Nold, Sheridan Waldack, Grace James, Trisha Colling, Lynn Manchester, Taravat Sarvari, Amanda Bekkala, Seth A. Kriz, Madison Baldwin, Emily Agustin-Mazariegos, Michael J. Betenbaugh, Caryn L. Heldt

Aqueous two-phase systems (ATPS) are a liquid–liquid extraction method that offers low-cost, continuous-adaptable virus purification. A two-step ATPS using polyethylene glycol (PEG) and sodium citrate that recovered 66% of infectious porcine parvovirus with 2.0 logs of protein removal and 1.0 logs of DNA removal in batch has now been run continuously. The continuous system output of <10 ng/mL DNA regardless of starting DNA titer agreed with batch studies. However, the continuous system had a five-fold higher contaminating protein titer than batch studies, likely because of incomplete mixing or settling. Turbidity was tested as a measure of mixing and settling efficiency. Monitoring in-line absorbance at 880 nm directly after mixing and before collection in the settling reservoir could track both mixing and settling during operation. Settling time was reduced by changing the settling line material from PVC to PTFE, which is more hydrophobic. A flow-through AEX filter tested to make impurity removal more robust recovered 90% of PPV and removed an additional 87% of host cell DNA. The filter did not add any additional protein removal. In the future, in-line absorbance sensors could be implemented along with conductivity sensors to measure salt concentration, refractive index sensors to track the PEG-citrate interface, and scales to track mixer and reservoir volumes to enable automated, continuous ATPS. Our vision is to integrate continuous ATPS into a fully continuous end-to-end production for viral vectors.

水两相系统(ATPS)是一种液-液萃取方法,可提供低成本、连续适应性强的病毒纯化。采用聚乙二醇(PEG)和柠檬酸钠制备的两步ATPS,以2.0 log的蛋白质去除量和1.0 log的DNA去除量批量回收了66%的传染性猪细小病毒,目前已连续运行。的连续系统输出
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引用次数: 0
Scalable process development for rAAV transient transfection production using computational fluid dynamics modeling 利用计算流体动力学建模开发rAAV瞬时转染生产的可扩展流程。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-04 DOI: 10.1002/btpr.70028
Jianfa Ou, Yawen Tang, Alexander Williams, Yikun Huang, Roseanna Shimansky, Gianfranco Salinas, Gregory Keil, Jongchan Lee, Michael C. Borys, Anurag Khetan

Recombinant adeno-associated virus (rAAV) is a promising delivery vehicle for cell and gene therapies. Upstream development faces challenges like low productivity and inconsistent performance despite advancements. This study presents a scale-up design for robust rAAV production at 250 L scale using a transfection system. Initial process development in shake flasks optimized plasmid ratio to improve rAAV production. However, genome titer decreased by up to 50% in stirred-tank bioreactors, likely due to mechanical shear forces. Stirred-tank bioreactors were modeled with computational fluid dynamics (CFD) by M-STAR (250 mL, 5 L, 50 L) and with empirical correlations by Dynochem (250 L). Hydrodynamics were characterized to provide normalized shear stress across different geometries. The power per unit volume (P/V) of 71 W/m3 was optimal for the 250 mL bioreactor, focusing on cell growth, rAAV genome titer, capsid titer, and full capsid ratio. Based on CFD modeling, a P/V of 20 W/m3 was projected to perform best at 5 and 50 L scales during development, confirmed by comparable genome titer to low shear shake flask culture. A P/V of 15 W/m3 was subsequently projected for final production at the 250 L scale. The negative impact of shear stress could be further mitigated by adding extra Poloxamer-188 as a shear protectant. Additionally, pre-transfection viable cell density (VCD) was identified as a critical attribute. The final process included a 30% fixed-volume dilution of the cell culture along with controlled DNA complexation conditions to improve process robustness. Sequential production at the 250 L scale demonstrated consistent cell growth and rAAV production.

重组腺相关病毒(rAAV)是一种很有前途的细胞和基因治疗载体。上游开发面临着生产率低、性能不稳定等挑战。本研究提出了一种利用转染系统在250 L规模下稳健生产rAAV的放大设计。在摇瓶中进行初始工艺开发,优化质粒比以提高rAAV产量。然而,基因组滴度在搅拌槽生物反应器中下降高达50%,可能是由于机械剪切力。采用M-STAR (250 mL, 5 L, 50 L)和Dynochem (250 L)对搅拌槽生物反应器进行计算流体动力学(CFD)建模。流体力学的特点是提供不同几何形状的归一化剪应力。以细胞生长、rAAV基因组滴度、衣壳滴度和满衣壳比为指标,250 mL生物反应器的单位体积功率(P/V)为71 W/m3为最佳。基于CFD模型,预测20 W/m3的P/V在5和50 L的培养液中表现最佳,这与低剪切摇瓶培养的基因组滴度相当。随后,预计最终生产规模为250升,P/V为15 W/m3。通过添加额外的poloxomer -188作为剪切保护剂,可以进一步减轻剪切应力的负面影响。此外,转染前活细胞密度(VCD)被确定为一个关键属性。最后的过程包括30%固定体积的细胞培养稀释以及控制DNA络合条件,以提高工艺稳健性。250 L规模的连续生产显示出一致的细胞生长和rAAV生产。
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引用次数: 0
N-1 semi-continuous transient perfusion in shake flask for ultra-high density seeding of CHO cell cultures in benchtop bioreactors 摇瓶中N-1半连续瞬时灌注用于台式生物反应器中CHO细胞培养的超高密度播种。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-03 DOI: 10.1002/btpr.70029
Lucas Lemire, Sebastian-Juan Reyes, Yves Durocher, Robert Voyer, Olivier Henry, Phuong Lan Pham

One strategy to enhance the production of biological therapeutics is using transient perfusion in the preculture (N-1 stage) to seed the production culture (N stage) at ultra-high cell densities (>10 x 106 viable cells/mL). This very high seeding density improves cell culture performance by shortening the timeline and/or achieving higher final product concentrations. Typically, an N-1 seed train employs bioreactors with alternating tangential flow filtration (ATF) or tangential flow filtration (TFF) perfusion systems or Wave cell bag bioreactor with integrated filtration membrane, which have costs and technical complexity. Here, we propose an alternative method using semi-continuous transient perfusion through media exchange in shake flasks, which is suitable for benchtop-scale intensification process development. Daily media exchange was necessary to prevent nutrient limitations. The observed limitation of maximum viable cell densities (VCD) in various flask sizes was demonstrated to be due to oxygen limitations through the measurements of maximum oxygen transfer rates (OTR) using the sulfite system. By increasing agitation frequency from 200 to 300 RPM, maximum OTR in 500-mL shake flasks was increased by 62.3%, allowing an increase in maximum VCD of 29.6%. However, in 1000-mL shake flasks, an increase in agitation rate resulted in early cell death. After demonstrating that media exchange in shake flasks by centrifugation had no significant impact on cell growth rates, metabolism, and productivity, a benchtop bioreactor was seeded from semi-continuous transient perfusion cell expansion. The ultra-high cell density seeding resulted in a 49.3% increase in space–time-yield (STY) when compared to a standard low seeding density culture.

提高生物制剂生产的一种策略是在预培养(N-1期)中使用瞬时灌注,以超高细胞密度(10 × 106个活细胞/mL)播种生产培养(N期)。这种非常高的播种密度通过缩短时间和/或获得更高的最终产物浓度来提高细胞培养性能。通常情况下,N-1种子序列采用带有交流切向流过滤(ATF)或切向流过滤(TFF)灌注系统的生物反应器或带有集成过滤膜的波胞袋生物反应器,这些生物反应器具有成本和技术复杂性。在这里,我们提出了一种替代方法,即在摇瓶中通过介质交换进行半连续瞬态灌注,这适用于台式规模的强化工艺开发。每日媒介交换是必要的,以防止营养限制。观察到的最大活细胞密度(VCD)在不同烧瓶尺寸的限制被证明是由于氧的限制,通过测量最大氧转移速率(OTR)使用亚硫酸盐系统。将搅拌频率从200转/分增加到300转/分,500毫升摇瓶的最大OTR提高了62.3%,最大VCD提高了29.6%。然而,在1000 ml摇瓶中,搅拌速率的增加导致细胞早期死亡。在证明离心摇瓶中的培养基交换对细胞生长速率、代谢和生产力没有显著影响后,用半连续瞬时灌注细胞扩增在台式生物反应器中播种。超高细胞密度播种比标准低密度播种提高了49.3%的时空产量。
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引用次数: 0
N-acetyl-D-mannosamine, a novel additive, effectively reducing high mannose glycosylation of monoclonal antibody without affecting other quality attributes n -乙酰- d -甘露糖胺,一种新型添加剂,有效降低单克隆抗体的高甘露糖基化,而不影响单克隆抗体的其他品质属性。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-02 DOI: 10.1002/btpr.70024
Miaomiao Chai, Hai Shu, Qiancheng Wang, Cong Tian, Linlin Wang, Yinmao Fan, Ruiqiang Sun, Hang Zhou

N-linked glycosylation stands as a pivotal quality attribute for monoclonal antibodies (mAbs), particularly the high mannose (Man5) variant, which significantly influences the pharmacokinetics of mAbs. Traditional approaches to modulate Man5 have frequently resulted in suboptimal outcomes. In this investigation, we introduced a novel additive, N-acetyl-d-mannosamine (ManNAc), which selectively targeted and reduced Man5 without compromising other product quality attributes (PQAs). The study further examined optimal concentrations and timing for the incorporation of ManNAc in the mAbs expression process utilizing CHO-K1 cells within a fed-batch shaker flask culture mode. In the ManNAc titration experiments, we established groups at concentrations of 5, 10, 15, 20, 40, 60, 80, and 100 mM. The findings revealed a concentration-dependent decrease in Man5, with reductions reaching as low as 2.9% from an initial 8.9%. Importantly, cellular growth, metabolism, and other PQAs remained unaffected. Regarding the timing of ManNAc addition, groups were set for days N-1, 0, 5, and 11. The results indicated that ManNAc addition on Day 11 did not affect Man5 levels, whereas earlier additions proved effective. A full factorial design was employed to assess the interplay between ManNAc concentration and addition timing, revealing no significant interaction. Consequently, it is recommended to administer 20–40 mM ManNAc prior to Day 4. The strategy of introducing 20 mM ManNAc on Day 0 has been successfully implemented across 12 clones, achieving an average Man5 reduction of 46%. Collectively, these findings delineate a novel and efficacious strategy for the Man5 modulation, promising enhanced control over this critical quality attribute in mAbs production.

n -链糖基化是单克隆抗体(mab)的关键质量属性,特别是高甘露糖(Man5)变体,它显著影响单克隆抗体的药代动力学。传统的调节Man5的方法经常导致次优结果。在这项研究中,我们引入了一种新的添加剂,n -乙酰-d-甘露糖胺(ManNAc),它可以选择性地靶向和还原Man5,而不影响其他产品质量属性(pqa)。该研究进一步研究了在CHO-K1细胞的补料摇瓶培养模式下,ManNAc掺入单克隆抗体表达过程中的最佳浓度和时间。在ManNAc滴定实验中,我们在浓度为5、10、15、20、40、60、80和100 mM的情况下建立了组。研究结果显示,Man5的浓度依赖性下降,从最初的8.9%下降至2.9%。重要的是,细胞生长、代谢和其他pqa未受影响。根据添加ManNAc的时间,分别在第N-1、0、5、11天进行分组。结果表明,第11天添加ManNAc对Man5水平没有影响,而早期添加ManNAc是有效的。采用全因子设计评估ManNAc浓度与添加时间之间的相互作用,结果显示无显著相互作用。因此,建议在第4天之前使用20-40 mM ManNAc。在第0天引入20毫米ManNAc的策略已经成功地在12个克隆中实施,平均减少了46%的Man5。总的来说,这些发现描述了一种新的有效的Man5调制策略,有望加强对单克隆抗体生产中这一关键质量属性的控制。
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引用次数: 0
Continuous glucose feedback control using Raman spectroscopy and deep learning models for biopharmaceutical processes 使用拉曼光谱和生物制药过程的深度学习模型的连续葡萄糖反馈控制。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-02 DOI: 10.1002/btpr.70020
Mohammad Rashedi, Matthew Demers, Hamid Khodabandehlou, Tony Wang, Christopher Garvin, Steve Rianna

This study explores the implementation of continuous glucose control strategies in high-consumption, high-complexity cell culture processes using Raman spectroscopy and advanced deep learning models, including convolutional neural networks and variational autoencoder just-in-time learning. By leveraging deep learning-derived process monitoring, the study enhances glucose measurement accuracy and stability, enabling precise control across different glucose set points. This approach allows for a systematic evaluation of glycosylation effects and other critical quality attributes, addressing the impact of glucose variability on product consistency. Continuous glucose control is compared against traditional bolus feeding, demonstrating improved set-point maintenance, reduced high mannose (HM) levels, and enhanced overall titer productivity. To extend these benefits to manufacturing environments where Raman spectroscopy may not be feasible, a continuous glucose calculator (CGC) is developed as a scalable alternative. Experimental validation across multiple cell lines confirmed that both Raman-based and CGC-driven strategies minimized glucose fluctuations, reduced undesirable byproducts, and optimized process yields. These findings highlight the potential of continuous glucose control, combined with deep learning models, to improve bioprocess efficiency and product quality while addressing the challenges of dynamic, high-consumption bioreactor systems.

本研究利用拉曼光谱和先进的深度学习模型(包括卷积神经网络和变异自动编码器及时学习),探索在高消耗、高复杂性细胞培养过程中实施连续葡萄糖控制策略。通过利用源自深度学习的过程监控,该研究提高了葡萄糖测量的准确性和稳定性,实现了对不同葡萄糖设定点的精确控制。这种方法可对糖基化效应和其他关键质量属性进行系统评估,解决葡萄糖变异性对产品一致性的影响。连续葡萄糖控制与传统的栓剂喂养进行了比较,结果表明,设定点的维持得到了改善,高甘露糖 (HM) 水平降低,整体滴度生产率提高。为了将这些优势推广到拉曼光谱不可行的生产环境中,开发了一种可扩展的连续葡萄糖计算器(CGC)。多个细胞系的实验验证证实,基于拉曼光谱和 CGC 驱动的策略都能最大限度地减少葡萄糖波动、减少不良副产物并优化工艺产量。这些发现凸显了连续葡萄糖控制与深度学习模型相结合的潜力,可提高生物工艺效率和产品质量,同时应对动态、高消耗生物反应器系统的挑战。
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引用次数: 0
Cryopreservation practices in clinical and preclinical iPSC-based cell therapies: Current challenges and future directions 低温保存在临床和临床前基于ipsc细胞治疗的实践:当前的挑战和未来的方向。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-04-02 DOI: 10.1002/btpr.70031
Michael Dobruskin, Geoffrey Toner, Ronald Kander

Induced pluripotent stem cells (iPSCs) offer significant therapeutic potential, but cryopreservation challenges, particularly the reliance on cytotoxic Dimethyl Sulfoxide (Me2SO), hinder their clinical application. This review examines current cryopreservation practices in clinical and preclinical iPSC-based therapies, highlighting the consistent use of Me2SO and the logistical challenges of post-thaw processing. The findings underscore the urgent need for alternative cryopreservation techniques to ensure the safety and efficacy of off-the-shelf iPSC therapies.

诱导多能干细胞(iPSCs)具有巨大的治疗潜力,但低温保存方面的挑战,特别是对细胞毒性二甲基亚砜(Me2SO)的依赖,阻碍了其临床应用。这篇综述探讨了当前基于 iPSC 的临床和临床前疗法中的冷冻保存实践,强调了 Me2SO 的持续使用和解冻后处理的后勤挑战。研究结果强调了对替代性冷冻保存技术的迫切需要,以确保现成 iPSC 疗法的安全性和有效性。
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引用次数: 0
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Biotechnology Progress
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