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Methylcellulose has synergistic growth benefits with poloxamer in suspension CHO culture 甲基纤维素与泊洛沙姆在悬浮CHO培养中具有协同生长效益。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-08-06 DOI: 10.1002/btpr.70064
Joshua S. Katz, Susan Jordan, Hélène Flannery, Christopher Rigdon, Stephen Serrano, Kyle Burgett, Shawn Van Bruggen, James Peacock, Atul Joshi, Shaunak Uplekar, Leslie Wolfe

Chemically defined cell culture media used in the growth of mammalian cells for biopharmaceutical applications is a complex mixture of various agents to promote cell growth and function. Poloxamer 188 (P188) is a well-known shear protectant added to media for use in CHO suspension culture but is not without drawbacks. This work explores the use of methylcellulose (MC), a well-known pharmaceutical polymer, in CHO media as an alternative and/or complementary additive to P188. IgG-producing DG44 CHO cell lines were cultured in a variety of suspension systems, up to 3 L reactors, to which MC and/or P188 were added. MC was an effective shear protectant in relatively lower shear systems but is less effective on its own in higher shear cultures. Across the range of conditions studied, MC and P188 were found to have a synergistic benefit with each other, where the combination of both additives produced cultures with higher viable cell densities than cultures containing either additive alone. These results indicate that MC is a viable option for use in media optimization studies as part of ongoing process intensification and optimization for CHO manufacturing.

用于生物制药应用的哺乳动物细胞生长的化学定义细胞培养基是各种促进细胞生长和功能的药物的复杂混合物。poloxam188 (P188)是一种众所周知的剪切保护剂,添加到培养基中用于CHO悬浮培养,但并非没有缺点。这项工作探索了甲基纤维素(MC),一种众所周知的药用聚合物,在CHO介质中作为P188的替代和/或补充添加剂的使用。产生igg的DG44 CHO细胞系在各种悬浮系统中培养,最多3 L反应器,其中添加MC和/或P188。MC在相对较低剪切体系中是一种有效的剪切保护剂,但在较高剪切体系中效果较差。在研究的各种条件下,发现MC和P188相互具有协同效益,其中两种添加剂的组合产生的培养物比单独含有任一添加剂的培养物具有更高的活细胞密度。这些结果表明,MC是一种可行的选择,可用于介质优化研究,作为CHO制造过程强化和优化的一部分。
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引用次数: 0
Hands-free from inoculation to harvest: Microbial fermentation with multivariate model to automate induction of recombinant protein expression 从接种到收获无需动手:微生物发酵与多变量模型自动诱导重组蛋白表达。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-08-05 DOI: 10.1002/btpr.70055
Jennifer Reid, Andrew Szto, Airong Chen, Patricia Gomes, Craig Kearse, Joyce Ni, Tao Yuan

Industrial fermentation continually improves biological process control for a wide range of microorganisms used in multi-billion-dollar industries including industrial enzymes, pharmaceuticals, foods, beverages, commodity chemicals, and bioenergy. In the case of recombinant protein production, batch and fed-batch phases of fermentation are usually followed by an induction phase, where chemical or thermal induction initiates the expression of a target protein. Fed-batch processes are usually automated, whereas “out-of-the-box” distributed control systems (DCS) are often unable to define the threshold for induction and respond accordingly. The present study demonstrates the integration of optical density (OD) process analytical technology (PAT) and Lucullus®, a process information management system (PIMS), to enable end-to-end automated fermentation at bench and pilot scale. Data aggregated from tens of fermenter runs and hundreds of offline training measurements enabled the development of an accurate multivariate model to predict OD in real-time. This eliminated the requirement to generate offline correlation models for each OD probe, allowed for model transfer, and incorporated additional predictor terms such as antifoam usage. Automating the induction phase enabled end-to-end fermentation, reducing labor and operational costs while increasing yield through higher reactor utilization within the same time period.

工业发酵不断改进生物过程控制,用于数十亿美元行业的各种微生物,包括工业酶,制药,食品,饮料,商品化学品和生物能源。在重组蛋白生产的情况下,分批和补料分批发酵阶段之后通常是诱导阶段,其中化学或热诱导启动目标蛋白的表达。feed -batch过程通常是自动化的,而“开箱即用”的分布式控制系统(DCS)通常无法定义诱导的阈值并做出相应的响应。本研究展示了光密度(OD)过程分析技术(PAT)和Lucullus®过程信息管理系统(PIMS)的集成,以实现在实验和中试规模的端到端自动化发酵。从数十次发酵罐运行和数百次离线训练测量中汇总的数据使开发准确的多变量模型能够实时预测OD。这消除了为每个OD探头生成离线相关模型的需求,允许模型转移,并纳入了额外的预测项,如防泡沫剂的使用。自动化诱导阶段实现了端到端发酵,减少了劳动力和操作成本,同时通过在同一时间段内提高反应器利用率来提高产量。
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引用次数: 0
Harvesting AAV by tangential flow filtration using reverse asymmetric membranes 反不对称膜切向流过滤收集AAV。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-08-04 DOI: 10.1002/btpr.70059
Xiaolei Hao, Ronny Horax, Xianghong Qian, April Wheeler, Hironobu Shirataki, S. Ranil Wickramasinghe

Efficient bioreactor clarification for harvesting virus particles is often challenging. Tangential flow filtration is attractive as it can be easily adapted for batch and perfusion operations. Here the feasibility of using reverse asymmetric hollow fiber membranes, where the more open support structure faces the feed stream, has been investigated for harvesting adeno associated virus serotype 2. The open support structure of these membranes stabilizes a secondary membrane consisting of rejected particulate matter. It is essential that the stabilized secondary membrane remains highly permeable. Flux stepping experiments were conducted in total recycle mode in order to determine the critical flux. The critical flux is the maximum stable flux. Higher fluxes lead to a rapid increase in transmembrane pressure under constant flux operation. The critical flux is shown to increase with increasing wall shear rate (feed flow rate). The reduction in turbidity of the permeate relative to the feed decreases with increasing wall shear rate. Harvesting adeno associated virus was conducted at a wall shear rate of 2000 s−1. The permeate flux was set at 15 Lm−2 h−1. The feed was concentrated till the transmembrane pressure reached 3.5 kPa. Diafiltration then commenced using 3 diavolumes. While commencing diafiltration with a smaller feed volume will reduce diluent usage and dilution of the product, it is essential that the transmembrane pressure is not too high to create a compacted low permeability secondary membrane. Here the transmembrane pressure was almost constant at 3.5 kPa during diafiltration. Virus recovery was 94%.

有效的生物反应器澄清以收获病毒颗粒往往具有挑战性。切向流过滤是有吸引力的,因为它可以很容易地适应批量和灌注操作。在这里,研究人员研究了使用反向不对称中空纤维膜的可行性,其中更开放的支撑结构面向饲料流,用于收集腺相关病毒血清型2。这些膜的开放式支撑结构稳定了由被拒绝的颗粒物质组成的二级膜。稳定的二次膜保持高渗透性是至关重要的。为了确定临界通量,在全循环模式下进行了通量步进实验。临界通量是最大稳定通量。在恒定通量操作下,较高的通量导致跨膜压力迅速增加。临界通量随着壁面剪切速率(进料流量)的增加而增加。渗透液相对于进料的浊度降低随壁剪切速率的增加而减小。在2000 s-1的壁剪切速率下收获腺相关病毒。渗透通量设定为15 Lm-2 h-1。将进料浓缩至跨膜压力达到3.5 kPa。然后开始用3个分容进行过滤。虽然以较小的进料量开始过滤将减少稀释剂的使用和产品的稀释,但跨膜压力不能太高,以产生压实的低渗透二次膜。在滤过过程中,跨膜压力几乎恒定在3.5 kPa。病毒恢复率为94%。
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引用次数: 0
Innovations in Dental Implants Integration: Optimizing dental implants performance utilizing stem cells and coatings 牙种植体整合创新:利用干细胞和涂层优化牙种植体性能。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/btpr.70060
Ioannis Tsamesidis, Athanasios Christodoulou, Evangelia Stalika, Georgia K. Pouroutzidou, Eleana Kontonasaki

The last two decades, between 2000 and 2024, significant steps were achieved regarding the interaction between various stem cells and titanium implant surfaces to improve dental implant integration. This literature review focuses on the potential effects of (i) bone marrow mesenchymal stem cells (BMSCs), (ii) periodontal ligament stem cells (PDLSCs), and (iii) dental follicle stem cells (DFSCs) in promoting osseointegration and tissue regeneration. Studies have shown that combining these stem cells with Ti implants enhances bone formation, accelerates implant osseointegration, and improves long-term implant stability. Additionally, animal models and bioreactors have been employed to evaluate the effects of stem cells on dental implant performance, with some studies showing promising results, although certain models have also yielded inconsistent outcomes. The interaction between stem cells and surface-modified Ti implants has emerged as a key area of research, with results indicating improved healing times and reduced failure rates. This article provides an overview of these findings, highlighting the role of stem cells in not only replacing lost teeth but also actively regenerating the surrounding biological structures for a more integrated and natural outcome.

在过去的二十年中,从2000年到2024年,在各种干细胞与钛种植体表面的相互作用方面取得了重大进展,以改善牙科种植体的整合。本文综述了骨髓间充质干细胞(BMSCs)、牙周韧带干细胞(PDLSCs)和牙毛囊干细胞(DFSCs)在促进骨整合和组织再生方面的潜在作用。研究表明,将这些干细胞与钛种植体结合可促进骨形成,加速种植体骨整合,提高种植体的长期稳定性。此外,动物模型和生物反应器已被用于评估干细胞对牙种植体性能的影响,一些研究显示出有希望的结果,尽管某些模型也产生了不一致的结果。干细胞与表面修饰钛植入物之间的相互作用已成为研究的关键领域,其结果表明可以缩短愈合时间并降低故障率。这篇文章提供了这些发现的概述,强调干细胞的作用不仅是替换失去的牙齿,而且还积极地再生周围的生物结构,以获得更完整和自然的结果。
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引用次数: 0
Accelerating AAV purification process development using high-throughput resin tip module 利用高通量树脂尖端模块加速AAV净化工艺的开发。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-07-18 DOI: 10.1002/btpr.70053
Qingxuan Li, Mahsa Hadidi, Steven Benner, Junfen Ma

Recombinant adeno-associated viruses (AAVs) with precise genome editing and cell-virus interaction have become a promising delivery tool for gene therapy. A robust AAV purification process is crucial for ensuring therapeutic efficacy. The challenges of AAV purification process development encompass limited material availability during early-stage development, high cost-of-goods compared to traditional biologics, and short development timelines for the critical first-in-human stages. The key to overcoming these challenges is to leverage high throughput (HTP) methods. In this article, an integrated end-to-end HTP workflow is proposed, utilizing a resin tip as the purification module and incorporating an HTP analytical toolkit on one platform. Purification parameters, including binding capacity, resin selection, and buffer composition screening for AAV full/partial/empty capsids separation, are efficiently determined using a 25 μL resin tip and HTP analytical tools with only micro-volume sample requirements. The process parameters determined from the HTP workflow predict the trends of full capsid enrichment and partial capsid removal for the bench-scale purification. This HTP workflow is also applied for the assessment of the AAV quality attributes to accelerate early-stage cell line and cell culture development. Comparable AAV quality attributes are demonstrated to Robocolumn as the benchmark HTP purification method. By leveraging HTP analytical tools to instantly interpret the purification data, this integrated HTP workflow effectively accelerates AAV purification process development, with a 2% material volume requirement compared to the benchmark method, 96-well format screening, short turnaround time for analytical assays, and significant cost-of-goods savings for downstream process development.

具有精确基因组编辑和细胞-病毒相互作用的重组腺相关病毒(aav)已成为一种很有前途的基因治疗传递工具。强大的AAV纯化过程是确保治疗效果的关键。AAV纯化工艺开发的挑战包括早期开发阶段材料有限,与传统生物制剂相比,产品成本高,以及关键的首次人体试验阶段的开发时间短。克服这些挑战的关键是利用高吞吐量(http)方法。在本文中,提出了一个集成的端到端HTP工作流,利用树脂尖端作为纯化模块,并在一个平台上集成了一个HTP分析工具包。纯化参数,包括结合能力,树脂选择,缓冲成分筛选,AAV全/部分/空衣壳分离,使用25 μL的树脂尖端和HTP分析工具,仅需要微体积样品,有效地确定。从HTP工作流确定的工艺参数预测了实验规模纯化的全衣壳富集和部分衣壳去除的趋势。该HTP工作流程也应用于AAV质量属性的评估,以加速早期细胞系和细胞培养的发展。以Robocolumn作为基准的HTP净化方法,证明了AAV质量属性的可比性。通过利用HTP分析工具来即时解释净化数据,这种集成的HTP工作流程有效地加速了AAV净化工艺的开发,与基准方法相比,材料体积需求为2%,96孔格式筛选,分析分析的周转时间短,并且为下游工艺开发节省了大量的货物成本。
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引用次数: 0
PEGylation of polymerized albumin retains colloid osmotic pressure: Towards an enhanced potential plasma substitute 聚合白蛋白的聚乙二醇化保持胶体渗透压:迈向增强的潜在血浆替代品。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-07-14 DOI: 10.1002/btpr.70054
Amna Abdalbaqi, Ahmad Yahya, Krianthan Govender, Carlos Muñoz, Gala Sanchez Van Moer, Daniela Lucas, Pedro Cabrales, Andre F. Palmer

Plasma expanders (PEs) are commonly used to replace lost blood volume for septic shock patients with increased vascular permeability. Human serum albumin (HSA) is the preferred PE, due to its innate ability to restore blood colloid osmotic pressure (COP). However, HSA is susceptible to protein extravasation under endothelial dysfunction leading to edema and exposing tissue to toxic HSA-bound metabolites. To prevent extravasation, the molecular diameter of HSA has been previously increased through chemical polymerization to yield polymerized HSA (PHSA). In this study, we further optimize PHSA size and COP via polyethylene glycol (PEG) surface conjugation. Previously synthesized PHSA that was size fractionated via tangential flow filtration (TFF) into two brackets (bracket A [500 kDa–0.2 μm] and bracket B [50–500 kDa]) served as precursors for subsequent PEGylation. Each PHSA bracket was thiolated with 2-iminothiolane hydrochloride (IT) and PEGylated with monofunctional 5 kDa maleimide PEG to yield PEGylated PHSA (PPHSA). All PPHSA solutions exhibited increased molecular size, zeta potential, and osmolality compared to their non-PEGylated precursor PHSA. At the same total protein concentration, PPHSA viscosity decreased compared to the precursor PHSA, while the COP remained consistent with HSA, indicating their potential to serve as PEs.

血浆扩张器(PEs)通常用于感染性休克患者血管通透性增加的补血。人血清白蛋白(HSA)是首选的PE,因为它天生具有恢复血液胶体渗透压(COP)的能力。然而,在内皮功能障碍下,HSA易发生蛋白外渗,导致水肿并使组织暴露于有毒的HSA结合代谢物中。为了防止外渗,以前已经通过化学聚合来增加HSA的分子直径以产生聚合HSA (PHSA)。在本研究中,我们通过聚乙二醇(PEG)表面偶联进一步优化了PHSA的尺寸和COP。先前合成的PHSA通过切向流过滤(TFF)将尺寸分成两个支架(支架A [500 kDa-0.2 μm]和支架B [50-500 kDa])作为后续PEGylation的前体。每个PHSA支架分别用2-亚氨基硫烷盐化(IT)和单功能5kda马来酰亚胺PEG聚乙二醇化,得到聚乙二醇化的PHSA (PPHSA)。与未聚乙二醇化的前体PHSA相比,所有PPHSA溶液的分子大小、zeta电位和渗透压都有所增加。在相同的总蛋白浓度下,PPHSA黏度比前体PHSA降低,而COP与HSA保持一致,表明它们具有作为PEs的潜力。
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引用次数: 0
RETRACTION: A Novel pH-Responsive Nanoniosomal Emulsion for Sustained Release of Curcumin from a Chitosan-Based Nanocarrier: Emphasis on the Concurrent Improvement of Loading, Sustained Release, and Apoptosis Induction 摘要:一种新型的ph响应纳米乳剂,用于从壳聚糖为基础的纳米载体中缓释姜黄素:重点是同时改善负载,缓释和诱导细胞凋亡。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-25 DOI: 10.1002/btpr.70038

RETRACTION: S. Haseli, M. Pourmadadi, A. Samadi, F. Yazdian, M. Abdouss, H. Rashedi, and M. Navaei-Nigjeh, “ A Novel pH-Responsive Nanoniosomal Emulsion for Sustained Release of Curcumin from a Chitosan-Based Nanocarrier: Emphasis on the Concurrent Improvement of Loading, Sustained Release, and Apoptosis Induction,” Biotechnology Progress 38, no. 5 (2022): e3280, https://doi.org/10.1002/btpr.3280.

The above article, published online on 30 June 2022 in Wiley Online Library (wileyonlinelibrary.com), has been retracted by agreement between the journal Editor-in-Chief, John A. Morgan; the American Institute of Chemical Engineers; the Society for Biological Engineering; and Wiley Periodicals LLC.

The retraction has been agreed upon following an investigation into concerns raised by a third party, which revealed inappropriate duplication of image panels between this (Figure 4) and another article published by an overlapping group of authors, depicting a different experimental condition.

The partial raw data provided by the authors could not address the original concerns, showed inconsistencies with the published results, and ultimately raised additional doubts about the study's overall reliability. Consequently, the editors have lost confidence in the presented data and decided to retract the paper. The authors’ institute has been informed of the allegations and the decision to retract but remained unresponsive. The authors disagree with the retraction.

撤回:S. Haseli, M. Pourmadadi, A. Samadi, F. Yazdian, M. Abdouss, H. Rashedi, M. Navaei-Nigjeh,“一种新型的ph响应型纳米乳剂,用于从壳聚糖基纳米载体中缓释姜黄素:强调同时改善负载,缓释和诱导细胞凋亡,生物技术进展,38,no。5 (2022): e3280, https://doi.org/10.1002/btpr.3280。上述文章于2022年6月30日在线发表在Wiley在线图书馆(wileyonlinelibrary.com)上,经期刊主编John A. Morgan;美国化学工程师学会;生物工程学会;和Wiley期刊有限责任公司。在对第三方提出的问题进行调查后,双方同意撤回这篇文章。第三方发现,这篇文章(图4)和另一篇由重叠作者发表的文章之间的图像面板存在不适当的重复,这篇文章描述了不同的实验条件。作者提供的部分原始数据无法解决最初的担忧,与已发表的结果不一致,最终引发了对该研究总体可靠性的额外质疑。因此,编辑们对所提供的数据失去了信心,决定撤回这篇论文。作者研究所已被告知这些指控和撤回决定,但仍未作出回应。作者不同意撤稿。
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引用次数: 0
A digital shadow of CAR T cell expansion in a perfusion bioreactor: Informing optimal harvest times for autologous cell therapy 灌注生物反应器中CAR - T细胞扩增的数字阴影:告知自体细胞治疗的最佳收获时间。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-23 DOI: 10.1002/btpr.70045
Joseph R. Egan, Núria Marí-Buyé, Elia Vallejo Benítez-Cano, Miquel Costa, Linda Wanika, Michael J. Chappell, Ursula Schultz, Jelena Ochs, Manuel Effenberger, David Horna, Qasim Rafiq, Stephen Goldrick

Chimeric antigen receptor (CAR) T cell therapy has tremendous potential for the treatment of cancer and other diseases. To manufacture cells of the desired quantity and quality, it is important to expand the CAR T cells ex vivo for an optimal duration. However, identifying the optimal harvest time requires knowledge of the cell concentration during the expansion period. To address this challenge, we have developed a digital shadow of CAR T cell expansion that provides a soft sensor of cell concentration in real-time. Specifically, a novel mechanistic mathematical model of cell growth within a proportional-integral-derivative (PID) controlled perfusion bioreactor has been developed using nonlinear ordinary differential equations. The model is fitted to data generated via bioreactor runs of the Aglaris FACER, in which both donor and patient cells have been expanded in two different media. Off-line data includes the initial and final cell concentrations, and online data includes the glucose and lactate concentrations as well as the perfusion rate. Training the digital shadow utilizes all the off-line and online data for each run. In contrast, real-time testing utilizes only the initial cell concentration and the available online data at the time of model fitting. Real-time testing shows that with at least 2.5 days of online data, the final cell concentration up to 2.5 days later is predicted with a mean relative error of 13% (standard deviation ≈ 6%). Informative real-time predictions of cell concentration via the digital shadow can guide decisions regarding the optimal harvest time of CAR T cells.

嵌合抗原受体(CAR) T细胞疗法在治疗癌症和其他疾病方面具有巨大的潜力。为了制造出所需数量和质量的细胞,将CAR - T细胞体外扩增至最佳持续时间是很重要的。然而,确定最佳的收获时间需要了解扩增期间的细胞浓度。为了应对这一挑战,我们开发了一种CAR - T细胞扩增的数字阴影,提供了一种实时的细胞浓度软传感器。具体而言,利用非线性常微分方程建立了一种新型的比例-积分-导数(PID)控制灌注生物反应器内细胞生长的机械数学模型。该模型与Aglaris FACER生物反应器运行产生的数据相匹配,其中供体和患者细胞都在两种不同的培养基中扩增。离线数据包括初始和最终细胞浓度,在线数据包括葡萄糖和乳酸浓度以及灌注率。训练数字影子利用所有离线和在线数据为每次运行。相比之下,实时测试只利用初始细胞浓度和模型拟合时可用的在线数据。实时测试表明,通过至少2.5天的在线数据,预测2.5天后的最终细胞浓度,平均相对误差为13%(标准偏差≈6%)。通过数字阴影对细胞浓度进行信息丰富的实时预测,可以指导CAR - T细胞最佳收获时间的决策。
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引用次数: 0
Innovating cell culture process development with deep learning-powered robotic experimentation using the first Industrial Smart Lab Framework 使用第一个工业智能实验室框架,通过深度学习驱动的机器人实验创新细胞培养过程开发。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-21 DOI: 10.1002/btpr.70051
Shuting Xu, Yanting Huang, Xin Shen, Rongjia Mao, Yiming Song, Wanying Ye, Lijun Wang, Xiaoxiao Tong, Yun Cao, Ruiqiang Sun, Hang Zhou, Weichang Zhou

Traditional biologics process development, including antibody and recombinant protein production, typically relies on labor-intensive, iterative cell culture optimization to determine optimal process parameters. To address this inefficiency, we introduced the Industrial Smart Lab Framework for Cell Culture (ISLFCC), an autonomous laboratory that combines deep learning and robotic experimentation to enhance cell culture processes. In this system, robotic arms sample various bioreactors for analysis, and the IoT system transmits these analysis results to decoder-only transformer deep learning models. Based on these analysis results, these models predict future cell states and recommend optimal actions, which are then executed by automation devices through the IoT system, such as adjusting nutrient feeds and temperature shifts. In a comparative case study, our AI-driven process development for three different cell clones resulted in an average titer increase of 26.8% and maintained lactate levels below 1 g/L without rebound in the late phase within just a single batch, surpassing traditional three-stage empirical process development methods. Moreover, our approach has greatly automated cell culture to ensure enhanced reproducibility, data accuracy, adaptability to various cell lines, and seamless scalability across production scales, marking the first implementation of high-throughput automated cell culture in 3 and 15 L bioreactors. By merging AI with robotic execution, ISLFCC provides a transformative framework that accelerates biologics development, representing a paradigm shift towards autonomous, data-driven biomanufacturing.

传统的生物制剂工艺开发,包括抗体和重组蛋白的生产,通常依赖于劳动密集型、迭代的细胞培养优化来确定最佳工艺参数。为了解决这种低效率问题,我们引入了工业智能实验室细胞培养框架(ISLFCC),这是一个自主实验室,结合了深度学习和机器人实验来增强细胞培养过程。在该系统中,机械臂对各种生物反应器进行采样分析,物联网系统将这些分析结果传输给仅解码器的变压器深度学习模型。基于这些分析结果,这些模型预测未来的细胞状态并推荐最佳操作,然后由自动化设备通过物联网系统执行,例如调整营养饲料和温度变化。在一个比较案例研究中,我们的人工智能驱动的工艺开发对三个不同的细胞克隆,导致平均滴度提高26.8%,并保持乳酸水平低于1 g/L,在一个批次的后期没有反弹,超过了传统的三期经验工艺开发方法。此外,我们的方法极大地自动化了细胞培养,以确保提高可重复性,数据准确性,对各种细胞系的适应性,以及跨生产规模的无缝可扩展性,这标志着首次在3和15 L生物反应器中实现高通量自动化细胞培养。通过将人工智能与机器人执行相结合,ISLFCC提供了一个加速生物制剂开发的变革性框架,代表了向自主、数据驱动的生物制造的范式转变。
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引用次数: 0
Impact of bioreactor process parameters and yeast biomass on Raman spectra 生物反应器工艺参数和酵母生物量对拉曼光谱的影响。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-16 DOI: 10.1002/btpr.70050
Maarten Klaverdijk, Mehrab Nemati, Marcel Ottens, Marieke E. Klijn

In-line Raman spectroscopy combined with chemometric modeling is a valuable process analytical technology (PAT) providing real-time quantitative information on cell culture compounds. Considering that compound quantification through chemometric models depends on pre-processing to maintain consistent changes in intensity at certain wavenumbers, all causes of signal distortion should be well understood to prevent quantification inaccuracies. This work investigated spectral distortion caused by the changing bioreactor parameters temperature, bubble quantity, and medium viscosity. In addition, the isolated spectral contribution of Saccharomyces cerevisiae cells in suspension was also determined. A temperature range from 20 to 40°C resulted in peak shifts up to 0.8 cm−1 to lower wavenumbers, bubbles generated under standard bioreactor operation conditions led to signal attenuation of up to 7.93% reduction in peak intensity, and changes in liquid viscosity resulted in complex peak shift behavior. Isolated biomass concentrations reaching 5 g/L caused up to 44.6% reduction in distinct peak intensity, which was similar to spectra from batch process fermentations. Correcting for the attenuation revealed spectral features of biomass associated with proteins and lipids in the 1000–1500 cm−1 region. However, the spectral contribution of yeast biomass is dominated by signal extinction, which attenuates Raman spectra in a non-linear manner as biomass accumulates. The obtained knowledge on different sources of spectral distortion aids in the development of robust pre-processing and modeling strategies to obtain chemometric models applicable across experimental setups.

在线拉曼光谱与化学计量学建模相结合是一种有价值的过程分析技术(PAT),可以提供细胞培养化合物的实时定量信息。考虑到通过化学计量模型进行的复合量化依赖于预处理,以在某些波数下保持强度的一致变化,应充分了解信号失真的所有原因,以防止量化不准确。研究了生物反应器参数、温度、气泡量和介质粘度变化引起的光谱畸变。此外,还测定了悬浮液中酿酒酵母细胞的分离光谱贡献。在20 ~ 40℃的温度范围内,峰值位移可达0.8 cm-1至较低的波数,在标准生物反应器操作条件下产生的气泡导致信号衰减,峰值强度降低高达7.93%,液体粘度的变化导致复杂的峰值位移行为。分离生物量浓度达到5 g/L时,不同峰强度降低44.6%,这与间歇发酵的光谱相似。对衰减进行校正,揭示了在1000-1500 cm-1区域与蛋白质和脂质相关的生物量的光谱特征。然而,酵母生物量的光谱贡献以信号消光为主,随着生物量的积累,信号消光以非线性方式衰减拉曼光谱。所获得的关于光谱畸变不同来源的知识有助于开发强大的预处理和建模策略,以获得适用于实验设置的化学计量模型。
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Biotechnology Progress
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