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Design considerations impacting flow dynamics in packed beds for virus inactivation. 影响病毒灭活填充床流动动力学的设计考虑。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-10 DOI: 10.1002/btpr.70103
Innara Basria, Opeyemi Ajayi, Madaisabel FuentesArias, Ashley Osuna Najarro, Scott Lute

Despite significant advances in continuous manufacturing of monoclonal antibodies, the implementation of continuous virus inactivation (CVI) remains challenging due to standardization gaps that could compromise product quality and safety. This study identified limitations in minimum residence time (mRT) prediction for packed bed reactors (PBR) utilized for CVI. This work focused on characterizing the residence time distribution (RTD) behavior of tracers with varying molecular properties in four PBR configurations. The results demonstrated that tracer molecular size impacted mRT prediction, with larger molecules showing shorter residence times than smaller molecule tracers under identical conditions. During scale-up from 16 to 26 mm diameter columns, mRT was not maintained, suggesting that traditional chromatography scale-up principles may not be directly applicable to CVI using PBRs. Overall, this work established a helpful foundational understanding of how process material properties impact mRT prediction-a critical process parameter that would directly impact virus inactivation efficacy in integrated CVI systems.

尽管在单克隆抗体的连续生产方面取得了重大进展,但由于标准化差距可能影响产品质量和安全性,实施连续病毒灭活(CVI)仍然具有挑战性。本研究确定了用于CVI的填充床反应器(PBR)的最小停留时间(mRT)预测的局限性。本文研究了不同分子性质的示踪剂在四种PBR构型中的停留时间分布(RTD)行为。结果表明,示踪剂分子大小影响mRT预测,在相同条件下,大分子示踪剂的停留时间比小分子示踪剂短。在从16到26毫米直径柱的放大过程中,mRT没有保持,这表明传统的色谱放大原则可能不直接适用于使用pbr的CVI。总的来说,这项工作建立了对工艺材料特性如何影响mRT预测的有益基础理解,这是一个直接影响综合CVI系统中病毒灭活效果的关键工艺参数。
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引用次数: 0
Utilizing Cole-Cole parameters for in-line feedback: Cell culture process adjustments based on cell health. 利用Cole-Cole参数进行在线反馈:基于细胞健康的细胞培养过程调整。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-28 DOI: 10.1002/btpr.70096
Nithya Krishnan, Tingting Jiang, Jacob Crowe, Stefano Gotta, Theresa Wittmer, Jennifer Staffenhagen, Barbara Alvarado, Pooja Jambunathan, Shahid Rameez

In the biopharmaceutical industry, effective process control strategies are essential for enhancing drug substance quality and yield. This study presents dielectric spectroscopy as a novel approach for in-line monitoring of cell apoptosis, enabling earlier detection of apoptotic events and related cellular changes. Utilizing permittivity measurements, we assessed Cole-Cole parameters, specifically critical frequency (fc) and delta epsilon (Δε), as key performance indicators (KPIs) for real-time monitoring of cell health in CHO cell cultures during batch and perfusion processes. Our findings demonstrate that variations in these parameters correlate with cellular stress responses, such as nutrient limitation and high shear conditions, providing timely signals for process monitoring and control. By integrating these in-line measurements, we can enhance feeding strategies, ultimately improving cell viability and productivity. This approach not only streamlines the monitoring process but also offers a robust framework for proactive adjustments in bioprocessing, thereby optimizing overall performance and resource utilization.

在生物制药行业中,有效的过程控制策略是提高原料药质量和产量的关键。本研究提出了电介质光谱作为在线监测细胞凋亡的一种新方法,能够早期检测凋亡事件和相关的细胞变化。利用介电常数测量,我们评估了Cole-Cole参数,特别是临界频率(fc)和δ epsilon (Δε),作为CHO细胞培养过程中批量和灌注过程中细胞健康实时监测的关键性能指标(kpi)。我们的研究结果表明,这些参数的变化与细胞应激反应有关,如营养限制和高剪切条件,为过程监测和控制提供了及时的信号。通过整合这些在线测量,我们可以提高喂养策略,最终提高细胞活力和生产力。这种方法不仅简化了监测过程,而且为生物处理中的主动调整提供了一个强大的框架,从而优化了整体性能和资源利用。
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引用次数: 0
Purification of antisense oligonucleotides using hydrophobic interaction chromatography. 疏水相互作用色谱法纯化反义寡核苷酸。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-25 DOI: 10.1002/btpr.70099
Robert S Gronke, Jonas P Immel-Brown, Sanjeev Jeyabalan, Patrick D Banzon, Armin Delavari, Juan Cueva Tello, Ratnesh Joshi, Thi Ho

Hydrophobic interaction chromatography (HIC) provides a powerful alternative impurity control method for antisense oligonucleotide purification relative to traditionally used anion exchange (AEX) and/or reverse phase methods. HIC is particularly effective in clearing process-related solvents and small molecules by ≥3 log10 as well as failure sequences (sometimes called early eluting impurities (EEIs) by ≥90%). Additionally, HIC reduces harder to remove product-related impurities. These include branchmers (late eluting impurities (LEIs), oligonucleotides missing a single nucleotide (N-1 impurities), oligonucleotides lacking appropriate phosphorothioate sulfurization (P = O1 impurity), and other synthesis-related impurities. To optimize the purification process, variables such as resin ligand, salt types, processing conditions, types of gradients, and loading ratios were systematically evaluated to achieve 90% yield and maximal impurity resolution. Loading the column at 32%-78% of its dynamic binding capacity (DBC), combined with stepwise wash and elution gradients, provided effective resolution of impurities in crude oligonucleotide mixtures. The desorption of the purified product was achieved in low lyotropic salt concentrations (typically ≤50 mM) using a stepwise gradient. This approach retained non-polar impurities such as LEIs within the column. When properly designed, HIC is an all-aqueous, scalable, cost effective and predictable purification process. It can be implemented as a stand-alone method or integrated into a dual-column process alongside orthogonal techniques, such as AEX, to achieve even higher levels of product purity.

疏水相互作用色谱(HIC)为反义寡核苷酸纯化提供了一种强大的替代杂质控制方法,相对于传统的阴离子交换(AEX)和/或反相方法。HIC在清除与工艺相关的溶剂和小分子(≥3 log10)以及故障序列(有时称为早期洗脱杂质(EEIs)≥90%)方面特别有效。此外,HIC降低了去除产品相关杂质的难度。这些包括支链物(后期洗脱杂质(LEIs)),缺少单个核苷酸的寡核苷酸(N-1杂质),缺乏适当的硫代硫酸化的寡核苷酸(P = O1杂质),以及其他与合成相关的杂质。为了优化纯化工艺,系统地评估了树脂配体、盐类型、处理条件、梯度类型和负载比等变量,以实现90%的收率和最大杂质分辨率。以32%-78%的动态结合容量(DBC)加载色谱柱,结合逐步洗涤和洗脱梯度,可以有效地分离粗寡核苷酸混合物中的杂质。纯化产物的解吸是在低溶性盐浓度(通常≤50 mM)下使用逐步梯度实现的。这种方法在色谱柱中保留了非极性杂质,如lei。如果设计得当,HIC是一种全水、可扩展、成本有效且可预测的净化工艺。它可以作为一个独立的方法或集成到双柱工艺与正交技术,如AEX,以实现更高水平的产品纯度。
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引用次数: 0
In silico mediated development of orthogonally selective mAb downstream processes for the removal of process-related impurities. 在硅介导的正交选择性单抗下游工艺的发展,以去除工艺相关的杂质。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-12-16 DOI: 10.1002/btpr.70097
Dongyoun Jang, Mario A Gutierrez-Diaz, Scott H Altern, Hendri Tjandra, Steven M Cramer

Continued advancements in recombinant CHO expression of therapeutic mAbs have led to improved productivity but have also increased the HCP burden on the downstream purification process. In this work, we developed an in silico mediated workflow to facilitate the rapid development of non-protein A three-step processes for the effective removal of HCPs from a CHO-derived mAb therapeutic. Null CCF and pure mAb retention patterns were generated using linear gradient screens on a set of strategically selected resins, membrane adsorbers, and novel adsorbents. HCP characterization of key fractions was then carried out using RPLC "HCP fingerprinting" and the resulting retention database was processed using an in silico tool to generate a list of all possible three-step sequences subject to design constraints. Top-ranked processes generated by the tool were then evaluated and refined at the bench scale to produce several successful processes consisting of bind-elute capture followed by either a bind-elute and flowthrough step (91.4 ppm HCP with a cumulative product yield of 78.7%) or two flowthrough steps with no salt (96.1 ppm HCP with a cumulative yield of 81.4%).

治疗性单克隆抗体的重组CHO表达的持续进步提高了生产效率,但也增加了下游纯化过程的HCP负担。在这项工作中,我们开发了一种计算机介导的工作流程,以促进非蛋白A三步流程的快速开发,从而有效地从cho衍生的单抗治疗药物中去除HCPs。使用线性梯度筛选,在一组策略选择的树脂、膜吸附剂和新型吸附剂上生成零CCF和纯mAb保留模式。然后使用RPLC“HCP指纹图谱”对关键组分进行HCP表征,并使用计算机工具对保留数据库进行处理,以生成受设计约束的所有可能的三步序列列表。然后在实验规模上对该工具生成的排名靠前的工艺进行评估和改进,以产生几个成功的工艺,包括结合洗脱液捕获,然后是结合洗脱液和流动步骤(91.4 ppm HCP,累积产率为78.7%)或两个无盐流动步骤(96.1 ppm HCP,累积产率为81.4%)。
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引用次数: 0
Enhancing CHO cell recombinant protein production using a perfusion-directed host evolution approach. 利用灌注导向宿主进化方法增强CHO细胞重组蛋白的产生。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-27 DOI: 10.1002/btpr.70093
Peter Amaya, Rajesh K Mistry, Susie Sou, Sonja Hess, Bijay Khanal, Zayla Schaeffer, Jie Zhu, Lina Chakrabarti

Clonally derived cell lines generated from Chinese hamster ovary (CHO) cells encounter numerous stressors when cultured in high-intensity perfusion bioreactors leading to poor process performance. To circumvent this, the ability of CHO cells to adapt to different culture environments was exploited. Here host cells were selected in the presence of physical and chemical stressors associated with a perfusion environment by culturing at a high cell density in a perfusion bioreactor for 30 days. Following recovery and expansion, the performance of the resulting perfusion-evolved host was evaluated using stable transfectant pools and clones expressing biotherapeutics of different formats. Cell lines generated from the perfusion host outperformed the parental host at several fundamental stages of the clone selection process. Perfusion host-derived pools showed elevations in productivity, cell-specific productivity, end-of-run viability, and reduced lactate production in fed-batch culture. Use of the perfusion host for cell line generation resulted in an increased frequency of high-producing clones. Moreover, the perfusion host-derived clones demonstrated 30% higher productivity and improved mannose profile in the perfusion environment compared to the clones from the parental host. Furthermore, a comparative proteomic analysis between the two host types revealed unique regulatory networks that allowed us to gain insights into the underlying molecular processes influencing production performance. Taken together, the results suggest that the perfusion host may not only increase the efficiency of the cell line development process but may also serve as an efficient tool for improvement in production capability in the perfusion platform.

由中国仓鼠卵巢(CHO)细胞产生的克隆来源细胞系在高强度灌注生物反应器中培养时遇到许多应激源,导致工艺性能差。为了避免这种情况,CHO细胞适应不同培养环境的能力被利用。在这里,宿主细胞是在与灌注环境相关的物理和化学应激源的存在下,通过在灌注生物反应器中高密度培养30天来选择的。在恢复和扩增之后,使用稳定的转染池和表达不同格式生物治疗药物的克隆来评估所产生的灌注进化宿主的性能。从灌注宿主产生的细胞系在克隆选择过程的几个基本阶段优于亲本宿主。灌注宿主衍生池显示生产力、细胞特异性生产力、运行末期活力的提高,并减少了饲料批次培养中的乳酸产量。使用灌注宿主进行细胞系生成导致高产克隆的频率增加。此外,与来自亲本宿主的克隆相比,灌注宿主衍生的克隆在灌注环境下的生产力和甘露糖谱提高了30%。此外,两种寄主类型之间的比较蛋白质组学分析揭示了独特的调控网络,使我们能够深入了解影响生产性能的潜在分子过程。综上所述,结果表明灌注宿主不仅可以提高细胞系发育过程的效率,而且可以作为灌注平台中提高生产能力的有效工具。
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引用次数: 0
Analysis of the economic viability and environmental impacts of a conceptual process model for the recovery of lactic acid from spent media in cultivated meat production. 从养殖肉类生产的废培养基中回收乳酸的概念过程模型的经济可行性和环境影响分析。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-21 DOI: 10.1002/btpr.70094
Josh Wimble, Reina Ashizawa, Elliot W Swartz

Scaled production of cultivated meat (CM) will co-produce large volumes of spent media. Recycling of abundant metabolites such as lactic acid in spent media offers an opportunity for valorization and reduction of the carbon footprint of CM production; however, the feasibility has yet to be examined. We modeled a conceptual five-step lactic acid recovery process integrated into a previously modeled CM facility and analyzed the corresponding cost and environmental impacts of recovering an 88% lactic acid solution. At an anticipated lactic acid concentration in spent media of 3 g/L, we found the net cost of recovery would be $0.71/kg lactic acid, with a 7.5-year simple payback period. Sales of lactic acid as a co-product could offset $0.06/kg of the cost of CM production. Depending on allocation scenarios, the environmental impact of CM production with an integrated recovery process had a -1.0 to +0.2 kg CO2 eq effect on the carbon footprint and a -22 to +3 MJ effect on cumulative energy demand per kg of CM. Recovery of lactic acid from spent media also had a 25% lower carbon footprint than conventional fermentation processes. These model results suggest that recovery of lactic acid may be an economically viable and environmentally beneficial practice if validated in future CM production facilities. This original study provides crucial guidance for lactic acid valorization and other media recycling strategies that can be broadly applied to animal cell biomanufacturing industries.

养殖肉(CM)的规模化生产将共同产生大量废培养基。废弃培养基中丰富的代谢物(如乳酸)的回收为CM生产的增值和减少碳足迹提供了机会;然而,可行性还有待审查。我们模拟了一个概念性的五步乳酸回收过程,并将其集成到先前建模的CM设施中,并分析了回收88%乳酸溶液的相应成本和环境影响。在废培养基中乳酸的预期浓度为3g /L时,我们发现回收的净成本为0.71美元/千克乳酸,简单的投资回收期为7.5年。作为副产物的乳酸的销售可以抵消CM生产成本的0.06美元/公斤。根据不同的分配方案,CM生产和综合回收过程的环境影响对碳足迹的影响为-1.0至+0.2 kg CO2当量,对每kg CM的累积能源需求的影响为-22至+3 MJ。从废培养基中回收乳酸的碳足迹也比传统发酵过程低25%。这些模型结果表明,如果在未来的CM生产设施中得到验证,乳酸的回收可能是一种经济可行且对环境有益的做法。这项原始研究为乳酸增值和其他培养基回收策略提供了重要指导,这些策略可以广泛应用于动物细胞生物制造行业。
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引用次数: 0
Effect of cell retention techniques in Komagataella phaffii lab-scale continuous processes. 细胞保留技术对法菲小松草实验室规模连续工艺的影响。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-18 DOI: 10.1002/btpr.70092
Marina Y Linova, Satish K Kodiripaka, Edite Martins, Sobhana A Sripada, Stefano Menegatti, John M Woodley

Perfusion technologies play a growing role in the implementation of continuous processes for biotherapeutics production in mammalian-based manufacturing. However, their application to alternative production hosts is limited. Cell retention systems are of key importance for the efficiency of perfusion bioreactors. In this study, we investigate two cell retention technologies for the development of lab-scale Komagataella phaffii continuous processes. An acoustic-based process (AP) and a membrane-based process (MP) were developed using an acoustic cell separator (ACS) and a vibrating membrane filtration (VMF) device, respectively. Both systems allowed for continuous cell recycle and production of scFv13R4 antibody fragment for 8 days (AP) and 9 days (MP), without loss in productivity, while maintaining high viability (greater than 90%). Higher volumetric and specific productivities were achieved during the AP process, namely 50.63 ± 1.63 mg L-1 day-1 and 1.09 ± 0.07 mg g-1 day-1, against the 32.29 ± 1.21 mg L-1 day-1 and 0.44 ± 0.02 mg g-1 day-1 afforded by the MP process. The VMF device provided 100% separation efficiency with biomass accumulating up to concentrations of 74.1 ± 0.1 g L-1 dry cell weight (DCW), whereas the acoustic device reached 55.1 ± 0.47 g L-1 DCW at 98% separation efficiency. The acoustic device showed selectivity towards larger and more complex cells in the yeast population, which might be linked to the observed higher productivities for the AP process. This study discusses the advantages and drawbacks of both cell retention technologies and provides an outlook towards their future investigation in K. phaffii perfusion processes.

灌注技术在实施以哺乳动物为基础的生物治疗药物生产的连续过程中发挥着越来越大的作用。然而,它们在替代生产主机上的应用是有限的。细胞保留系统对灌注生物反应器的效率至关重要。在这项研究中,我们研究了两种细胞保留技术,用于实验室规模的Komagataella phaffii连续工艺的开发。分别采用声学细胞分离器(ACS)和振动膜过滤(VMF)装置开发了声学基工艺(AP)和膜基工艺(MP)。两种系统都允许连续的细胞循环和生产scFv13R4抗体片段8天(AP)和9天(MP),在没有生产力损失的情况下,同时保持高活力(大于90%)。AP工艺的体积比和比产率分别为50.63±1.63 mg L-1 day-1和1.09±0.07 mg g-1 day-1,而MP工艺的体积比和比产率分别为32.29±1.21 mg L-1 day-1和0.44±0.02 mg g-1 day-1。VMF装置提供100%的分离效率,生物质积累浓度可达74.1±0.1 g L-1干电池重量(DCW),而声学装置达到55.1±0.47 g L-1 DCW,分离效率为98%。声学装置显示出对酵母群体中更大和更复杂的细胞的选择性,这可能与观察到的AP过程的更高生产率有关。本研究讨论了这两种细胞保留技术的优缺点,并对它们在菲氏K. phaffii灌注过程中的未来研究进行了展望。
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引用次数: 0
Augmenting therapeutic protein production in CHO cells: A proline-based selection strategy for enhanced productivity and product quality. 在CHO细胞中增加治疗性蛋白质的生产:基于脯氨酸的选择策略,以提高生产力和产品质量。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-17 DOI: 10.1002/btpr.70091
Bin Zhao, Boya Zhang, Yanshen Kang, Shenghai Liu, Zhangying Jia, Chenlin Lu, Yajing Cao, April Xu, Kyu-Sung Lee, Zheng Zhang, Jing Song

Chinese hamster ovary (CHO) cells have emerged as the predominant mammalian host for the production of therapeutic recombinant proteins, including monoclonal antibodies (mAbs), bispecific antibodies (bsAbs), and fusion proteins. To meet the growing demand for biologics and reduce manufacturing costs, the exploitation of efficient cell line development platforms is essential. Over the past decades, various selection markers, such as dihydrofolate reductase (DHFR), glutamine synthetase (GS), and antibiotic resistance genes, have been widely utilized in the development of production cell lines. In this study, we introduce the proline selection system, an alternative metabolic selection strategy, as an efficient approach to optimize our CHO cell line development platform. By employing yeast PRO1 and PRO2 genes as selection markers, proline selection effectively complements GS selection to establish high-producing cell lines for both mAbs and bsAbs. In particular, the integration of PRO1 and PRO2 genes into a single plasmid, in conjunction with the GS gene, significantly enhances productivity for asymmetric molecules. Optimized chain configuration across proline and GS selection plasmids can further boost protein yield. Additionally, the overexpression of regulator proteins can be leveraged with proline selection to enhance antibody production or fine-tune product quality. Taken together, the incorporation of proline selection into CHO cell line development, particularly when combined with GS selection, provides a consistent and streamlined strategy to meet the growing demand for high-quality biologics in the pharmaceutical industry.

中国仓鼠卵巢(CHO)细胞已成为产生治疗性重组蛋白的主要哺乳动物宿主,包括单克隆抗体(mab)、双特异性抗体(bsAbs)和融合蛋白。为了满足对生物制剂日益增长的需求并降低生产成本,开发高效的细胞系开发平台至关重要。在过去的几十年里,各种选择标记,如二氢叶酸还原酶(DHFR)、谷氨酰胺合成酶(GS)和抗生素抗性基因,被广泛应用于生产细胞系的开发。在这项研究中,我们介绍了脯氨酸选择系统,作为一种替代的代谢选择策略,作为优化CHO细胞系发育平台的有效方法。以酵母PRO1和PRO2基因作为选择标记,脯氨酸选择有效地补充了GS选择,建立了单克隆抗体和双克隆抗体的高产细胞系。特别是,PRO1和PRO2基因整合到一个质粒中,与GS基因一起,显著提高了不对称分子的生产力。优化脯氨酸和GS选择质粒间的链构型可以进一步提高蛋白质产量。此外,调节蛋白的过表达可以利用脯氨酸选择来提高抗体生产或微调产品质量。总之,将脯氨酸选择纳入CHO细胞系发育,特别是与GS选择相结合,提供了一致和简化的策略,以满足制药行业对高质量生物制品日益增长的需求。
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引用次数: 0
Image analysis method for measurement and prediction of intra-matrix IgG diffusion. 用于测量和预测基质内IgG扩散的图像分析方法。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-17 DOI: 10.1002/btpr.70085
Riya Debbarma, Antonio C F Dos Santos, Michael Ladisch

Measurement and imaging of intra-matrix protein therapeutics diffusion is important due to the emergence of injectable biologics currently in various stages of research and clinical testing. These therapeutics are developed for delivery to hyaluronic acid (HA)-rich anatomical sites such as subcutaneous tissue, the vitreous humor, and knee joints, depending on the target tissue. Understanding their diffusion behavior is essential for optimizing drug delivery strategies. Our work presents an image analysis method suited for tracking IgG diffusion in low viscosity HA matrices representative of the vitreous humor, where diffusion occurs more rapidly unlike a previously reported analysis method for higher viscosity matrices where protein diffusion is significantly slower. The current method utilizes scanner images at 6.3 MP resolution, and an algorithm that removes background and calculates protein mass and concentration measured directly within matrices formulated to represent HA in an intravitreal environment. We report and demonstrate a robust method for predicting protein diffusion coefficient from images of label-free protein diffusing in a low viscosity HA matrix.

由于目前处于不同研究和临床试验阶段的可注射生物制剂的出现,基质内蛋白质治疗扩散的测量和成像变得非常重要。根据目标组织的不同,这些治疗方法被开发用于输送到富含透明质酸(HA)的解剖部位,如皮下组织、玻璃体和膝关节。了解它们的扩散行为对于优化给药策略至关重要。我们的工作提出了一种图像分析方法,适用于跟踪IgG在玻璃体中低粘度HA基质中的扩散,其中扩散发生得更快,而不像以前报道的高粘度基质的分析方法,其中蛋白质扩散明显较慢。目前的方法利用6.3 MP分辨率的扫描仪图像,以及一种算法,该算法可以去除背景,并计算在玻璃体内环境中表示HA的基质中直接测量的蛋白质质量和浓度。我们报告并展示了一种鲁棒的方法来预测蛋白质的扩散系数从图像无标记的蛋白质扩散在低粘度HA基质。
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引用次数: 0
Artificial intelligence and machine learning-assisted digital applications for biopharmaceutical manufacturing. 人工智能和机器学习辅助的生物制药制造数字应用。
IF 2.5 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-11-10 DOI: 10.1002/btpr.70089
Shyam Panjwani, Hao Wei, John Mason

Artificial intelligence and automation are no longer just buzzwords in the biopharmaceutical industry. The manufacturing of a class of biologics, comprising monoclonal antibodies, cell therapies, and gene therapies, is far more complex than that of traditional small molecule drugs. Therefore, applications based on artificial intelligence are essential for successfully manufacturing this new class of biologics more quickly and more economically. Some biologics manufacturers, academic researchers, and young entrepreneurs have already begun implementing artificial intelligence-based applications to increase operational efficiency, enhance process understanding, improve process monitoring, and achieve better regulatory compliance. Regulatory guidance from health agencies on the use of artificial intelligence and machine learning is acting as a catalyst in the adoption process of these new technologies by the biopharmaceutical industry. Research in artificial intelligence and machine learning has also advanced significantly in the last decade. At the same time, new cloud technologies have made the development and deployment of machine learning applications much easier. Several examples of artificial intelligence and machine learning applications in monoclonal antibodies manufacturing already exist. Cell and gene therapy, which present the future of medicine, will also benefit from this new technology. Overall, advancements in this domain will essentially help better serve patients' needs.

人工智能和自动化不再只是生物制药行业的流行语。一类生物制剂的生产,包括单克隆抗体、细胞疗法和基因疗法,比传统的小分子药物要复杂得多。因此,基于人工智能的应用对于更快、更经济地成功制造这类新型生物制剂至关重要。一些生物制剂制造商、学术研究人员和年轻的企业家已经开始实施基于人工智能的应用程序,以提高运营效率、增强流程理解、改进流程监控并实现更好的法规遵从性。卫生机构关于使用人工智能和机器学习的监管指导在生物制药行业采用这些新技术的过程中起到了催化剂的作用。人工智能和机器学习的研究在过去十年中也取得了重大进展。与此同时,新的云技术使机器学习应用程序的开发和部署变得更加容易。人工智能和机器学习应用于单克隆抗体制造的几个例子已经存在。代表医学未来的细胞和基因治疗也将受益于这项新技术。总的来说,这一领域的进步将从根本上帮助更好地满足患者的需求。
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引用次数: 0
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Biotechnology Progress
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