Louis Coplan, Zhe Zhang, Nicole Ragone, John Reeves, Audrey Rodriguez, Aishwarya Shevade, Hanne Bak, Andrew D. Tustian
Recombinant adeno-associated viral vectors (rAAVs) are one of the most used vehicles for gene therapy, with five rAAV therapeutics commercially approved by the FDA. To improve product yield, we optimized the suspension production process of rAAV8 vectors carrying a proprietary transgene using a commercially available transfection reagent, FectoVIR-AAV. Using a miniaturized automated 250 mL scale bioreactor system, we generated models of vector genome (vg) titer, capsid (cp) titer, and Vg:Cp percentage from two multivariate design of experiment studies, one centered around bioreactor operating parameters, and another based on the transfection conditions. Using the optimized process returned from these models, the vector genome titer from the bioreactor was improved to beyond 1 × 1012 vg/mL. Five critical parameters were identified that had large effects on the pre-purification vector quantity—the transfection pH, production pH, complexation time, viable cell density at transfection, and transfection reagent to DNA ratio. The optimized process was further assessed for its performance extending to six AAV serotypes, namely AAV1, AAV2, AAV5, AAV6, AAV8, and AAV9 carrying a transgene encoding for green fluorescent protein (GFP). Five of the six serotypes returned higher vector genome titers than the control condition. These data suggest that the choice of transfection reagent is a major factor in improving vector yield. The multivariate design of experiment approach is a powerful way to optimize production processes, and the optimized process from one AAV vector can to some extent be generalized to other serotypes and transgenes to accelerate development timelines of new programs.
{"title":"High-yield recombinant adeno-associated viral vector production by multivariate optimization of bioprocess and transfection conditions","authors":"Louis Coplan, Zhe Zhang, Nicole Ragone, John Reeves, Audrey Rodriguez, Aishwarya Shevade, Hanne Bak, Andrew D. Tustian","doi":"10.1002/btpr.3445","DOIUrl":"10.1002/btpr.3445","url":null,"abstract":"<p>Recombinant adeno-associated viral vectors (rAAVs) are one of the most used vehicles for gene therapy, with five rAAV therapeutics commercially approved by the FDA. To improve product yield, we optimized the suspension production process of rAAV8 vectors carrying a proprietary transgene using a commercially available transfection reagent, FectoVIR-AAV. Using a miniaturized automated 250 mL scale bioreactor system, we generated models of vector genome (vg) titer, capsid (cp) titer, and Vg:Cp percentage from two multivariate design of experiment studies, one centered around bioreactor operating parameters, and another based on the transfection conditions. Using the optimized process returned from these models, the vector genome titer from the bioreactor was improved to beyond 1 × 10<sup>12</sup> vg/mL. Five critical parameters were identified that had large effects on the pre-purification vector quantity—the transfection pH, production pH, complexation time, viable cell density at transfection, and transfection reagent to DNA ratio. The optimized process was further assessed for its performance extending to six AAV serotypes, namely AAV1, AAV2, AAV5, AAV6, AAV8, and AAV9 carrying a transgene encoding for green fluorescent protein (GFP). Five of the six serotypes returned higher vector genome titers than the control condition. These data suggest that the choice of transfection reagent is a major factor in improving vector yield. The multivariate design of experiment approach is a powerful way to optimize production processes, and the optimized process from one AAV vector can to some extent be generalized to other serotypes and transgenes to accelerate development timelines of new programs.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/btpr.3445","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140048611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Solomon Isu, Lilia Vinskus, Derek Silva, Kristina Cunningham, Thomas Elich, Patricia Greenhalgh, Adam Sokolnicki, Bala Raghunath
Monoclonal antibodies (mAbs) are an essential class of biotherapeutics. A platform process is used for mAb development to ensure clinically safe and stable molecules. Regulatory authorities ensure that mAb production processes include sufficient viral clearance steps to achieve less than one virus particle per million doses of product. Virus filtration is used for size-based removal of enveloped and nonenveloped viruses during downstream processing of mAbs. Process development in mAb purification relies on empirical approaches and often includes adsorptive prefiltration to mitigate virus filter fouling. Opportunities for molecular-level prediction of mAb filterability are needed to plug the existing knowledge gap in downstream processing. A molecular-level approach to understanding the factors influencing mAb filterability may reduce process development time, material loss, and processing costs due to oversized virus filters. In this work, pH step gradient fractionation was applied on polished bulk mAb feed to obtain concentrated pools of fractionated mAb variants. Biophysical properties and quality attributes of fractionated pools, including oligomeric state (size), isoelectric point profile, diffusion interaction parameters, and glycoform profile, were determined using bioanalytical methods. Filterability (loading and throughput) of fractionated pools were evaluated. Statistical methods were used to obtain correlations between quality attributes of mAb fractions and filterability on the Viresolve Pro virus filter.
单克隆抗体(mAbs)是一类重要的生物治疗药物。mAb 的开发采用平台工艺,以确保分子在临床上的安全性和稳定性。监管机构确保 mAb 生产工艺中包含足够的病毒清除步骤,以实现每百万剂量产品中病毒颗粒少于一个。病毒过滤用于在 mAb 下游加工过程中根据大小去除包膜和非包膜病毒。mAb 纯化的工艺开发依赖于经验方法,通常包括吸附性预过滤,以减轻病毒过滤器的堵塞。为填补下游处理过程中现有的知识空白,需要有机会对 mAb 的可过滤性进行分子水平的预测。采用分子水平的方法来了解影响 mAb 过滤性的因素,可以减少工艺开发时间、材料损耗以及因病毒过滤器过大而产生的加工成本。在这项工作中,对抛光的大块 mAb 原料进行了 pH 梯度分馏,以获得浓缩的分馏 mAb 变体池。使用生物分析方法确定了分馏池的生物物理特性和质量属性,包括低聚物状态(大小)、等电点分布、扩散相互作用参数和糖型分布。评估了分馏池的可过滤性(装载量和吞吐量)。采用统计方法得出了 mAb 分馏物质量属性与 Viresolve Pro 病毒过滤器过滤性之间的相关性。
{"title":"Leveraging bioanalytical characterization of fractionated monoclonal antibody pools to identify aggregation-prone and less filterable proteoforms during virus filtration","authors":"Solomon Isu, Lilia Vinskus, Derek Silva, Kristina Cunningham, Thomas Elich, Patricia Greenhalgh, Adam Sokolnicki, Bala Raghunath","doi":"10.1002/btpr.3451","DOIUrl":"10.1002/btpr.3451","url":null,"abstract":"<p>Monoclonal antibodies (mAbs) are an essential class of biotherapeutics. A platform process is used for mAb development to ensure clinically safe and stable molecules. Regulatory authorities ensure that mAb production processes include sufficient viral clearance steps to achieve less than one virus particle per million doses of product. Virus filtration is used for size-based removal of enveloped and nonenveloped viruses during downstream processing of mAbs. Process development in mAb purification relies on empirical approaches and often includes adsorptive prefiltration to mitigate virus filter fouling. Opportunities for molecular-level prediction of mAb filterability are needed to plug the existing knowledge gap in downstream processing. A molecular-level approach to understanding the factors influencing mAb filterability may reduce process development time, material loss, and processing costs due to oversized virus filters. In this work, pH step gradient fractionation was applied on polished bulk mAb feed to obtain concentrated pools of fractionated mAb variants. Biophysical properties and quality attributes of fractionated pools, including oligomeric state (size), isoelectric point profile, diffusion interaction parameters, and glycoform profile, were determined using bioanalytical methods. Filterability (loading and throughput) of fractionated pools were evaluated. Statistical methods were used to obtain correlations between quality attributes of mAb fractions and filterability on the Viresolve Pro virus filter.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/btpr.3451","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140048668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yawen Tang, Jianlin Xu, Mengmeng Xu, Zhuangrong Huang, Johanna Santos, Qin He, Michael Borys, Anurag Khetan
Recent optimizations of cell culture processes have focused on the final seed scale-up step (N − 1 stage) used to inoculate the production bioreactor (N-stage bioreactor) to enable higher inoculation cell densities (2–20 × 106 cells/mL), which could shorten the production culture duration and/or increase the volumetric productivity. N − 1 seed process intensification can be achieved by either non-perfusion (enriched-batch or fed-batch) or perfusion culture to reach those higher final N − 1 viable cell densities (VCD). In this study, we evaluated how different N − 1 intensification strategies, specifically enriched-batch (EB) N − 1 versus perfusion N − 1, affect cell growth profiles and monoclonal antibody (mAb) productivity in the final N-stage production bioreactor operated in fed-batch mode. Three representative Chinese Hamster Ovary (CHO) cell lines producing different mAbs were cultured using either EB or perfusion N − 1 seeds and found that the N-stage cell growth and mAb productivities were comparable between EB N − 1 and perfusion N − 1 conditions for two of the cell lines but were very different for the third. In addition, within the two similar cell growth cell lines, differences in cell-specific productivity were observed. This suggests that the impact of the N − 1 intensification process on production was cell-line dependent. This study revealed that the N − 1 intensification strategy and the state of seeds from the different N − 1 conditions may affect the outcome of the N production stage, and thus, the choice of N − 1 intensification strategy could be a new target for future upstream optimization of mAb production.
最近对细胞培养工艺的优化主要集中在用于接种生产生物反应器(N 级生物反应器)的最终种子放大步骤(N - 1 级),以实现更高的接种细胞密度(2-20 × 106 cells/mL),从而缩短生产培养时间和/或提高容积生产率。N - 1种子工艺强化可通过非灌流(浓缩批次或喂养批次)或灌流培养来实现,以达到更高的最终 N - 1 活细胞密度(VCD)。在这项研究中,我们评估了不同的 N - 1 强化策略,特别是富集批次 (EB) N - 1 与灌注 N - 1,如何影响以喂养批次模式运行的最终 N 级生产生物反应器中的细胞生长曲线和单克隆抗体 (mAb) 生产率。我们使用 EB 或灌注 N - 1 种子培养了三种具有代表性的生产不同 mAb 的中国仓鼠卵巢(CHO)细胞系,发现其中两种细胞系在 EB N - 1 和灌注 N - 1 条件下的 N 阶段细胞生长和 mAb 生产率相当,但第三种细胞系则差别很大。此外,在两种细胞生长相似的细胞系中,还观察到细胞特异性生产率的差异。这表明,氮强化过程对产量的影响取决于细胞系。这项研究揭示了 N - 1 强化策略和不同 N - 1 条件下的种子状态可能会影响 N 生产阶段的结果,因此,N - 1 强化策略的选择可能是未来 mAb 生产上游优化的一个新目标。
{"title":"Fed-batch performance profiles for mAb production using different intensified N − 1 seed strategies are CHO cell-line dependent","authors":"Yawen Tang, Jianlin Xu, Mengmeng Xu, Zhuangrong Huang, Johanna Santos, Qin He, Michael Borys, Anurag Khetan","doi":"10.1002/btpr.3446","DOIUrl":"10.1002/btpr.3446","url":null,"abstract":"<p>Recent optimizations of cell culture processes have focused on the final seed scale-up step (<i>N</i> − 1 stage) used to inoculate the production bioreactor (N-stage bioreactor) to enable higher inoculation cell densities (2–20 × 10<sup>6</sup> cells/mL), which could shorten the production culture duration and/or increase the volumetric productivity. <i>N</i> − 1 seed process intensification can be achieved by either non-perfusion (enriched-batch or fed-batch) or perfusion culture to reach those higher final <i>N</i> − 1 viable cell densities (VCD). In this study, we evaluated how different <i>N</i> − 1 intensification strategies, specifically enriched-batch (EB) <i>N</i> − 1 versus perfusion <i>N</i> − 1, affect cell growth profiles and monoclonal antibody (mAb) productivity in the final N-stage production bioreactor operated in fed-batch mode. Three representative Chinese Hamster Ovary (CHO) cell lines producing different mAbs were cultured using either EB or perfusion <i>N</i> − 1 seeds and found that the N-stage cell growth and mAb productivities were comparable between EB <i>N</i> − 1 and perfusion <i>N</i> − 1 conditions for two of the cell lines but were very different for the third. In addition, within the two similar cell growth cell lines, differences in cell-specific productivity were observed. This suggests that the impact of the <i>N</i> − 1 intensification process on production was cell-line dependent. This study revealed that the <i>N</i> − 1 intensification strategy and the state of seeds from the different <i>N</i> − 1 conditions may affect the outcome of the N production stage, and thus, the choice of <i>N</i> − 1 intensification strategy could be a new target for future upstream optimization of mAb production.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 4","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139982288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chinese hamster ovary (CHO) cells are widely used for the industrial production of therapeutic monoclonal antibodies (mAbs). To meet the increasing market demands, high productivity, and quality are required in cell culture. One of the critical attributes of mAbs, from a safety perspective, is mAb fragmentation. However, methods for preventing mAbs fragmentation in CHO cell culture are limited. In this study, we observed that the antibody fragment content increased with increasing titers in fed-batch cultures for all three cell lines expressing recombinant antibodies. Adding copper sulfate to the culture medium further increased the fragment content, suggesting the involvement of reactive oxygen species (ROS) in the fragmentation process. Though antioxidants may be helpful to scavenge ROS, several antioxidants are reported to decrease the productivity of CHO cells. Among the antioxidants examined, we observed that the addition of catechin or (−)-epigallocatechin gallate to the culture medium prevented fragmentation content by about 20% and increased viable cell density and titer by 30% and 10%, respectively. Thus, the addition of catechins or compounds of equivalent function would be beneficial for manufacturing therapeutic mAbs with a balance between high titers and good quality.
中国仓鼠卵巢(CHO)细胞被广泛用于治疗性单克隆抗体(mAbs)的工业化生产。为了满足日益增长的市场需求,细胞培养需要高生产率和高质量。从安全性角度来看,mAb 的关键属性之一是 mAb 片段化。然而,在 CHO 细胞培养过程中防止 mAb 断裂的方法非常有限。在这项研究中,我们观察到,表达重组抗体的三种细胞系在喂养批次培养中,抗体片段含量随着滴度的增加而增加。在培养基中添加硫酸铜会进一步增加抗体片段的含量,这表明活性氧(ROS)参与了抗体片段的形成过程。虽然抗氧化剂有助于清除 ROS,但有报道称几种抗氧化剂会降低 CHO 细胞的生产率。在所研究的抗氧化剂中,我们观察到在培养基中添加儿茶素或(-)-表没食子儿茶素没食子酸酯可防止约 20% 的细胞破碎,并使存活细胞密度和滴度分别增加 30% 和 10%。因此,添加儿茶素或同等功能的化合物将有利于生产治疗用 mAbs,并在高滴度和高质量之间取得平衡。
{"title":"Catechins prevent monoclonal antibody fragmentation during production via fed-batch culture of Chinese hamster ovary cells","authors":"Tsuyoshi Yamaguchi, Hiroko Ishikawa, Mie Fukuda, Yumi Sugita, Misaki Furuie, Ryuma Nagano, Toshiyuki Suzawa, Koichi Yamamoto, Kaori Wakamatsu","doi":"10.1002/btpr.3447","DOIUrl":"10.1002/btpr.3447","url":null,"abstract":"<p>Chinese hamster ovary (CHO) cells are widely used for the industrial production of therapeutic monoclonal antibodies (mAbs). To meet the increasing market demands, high productivity, and quality are required in cell culture. One of the critical attributes of mAbs, from a safety perspective, is mAb fragmentation. However, methods for preventing mAbs fragmentation in CHO cell culture are limited. In this study, we observed that the antibody fragment content increased with increasing titers in fed-batch cultures for all three cell lines expressing recombinant antibodies. Adding copper sulfate to the culture medium further increased the fragment content, suggesting the involvement of reactive oxygen species (ROS) in the fragmentation process. Though antioxidants may be helpful to scavenge ROS, several antioxidants are reported to decrease the productivity of CHO cells. Among the antioxidants examined, we observed that the addition of catechin or (−)-epigallocatechin gallate to the culture medium prevented fragmentation content by about 20% and increased viable cell density and titer by 30% and 10%, respectively. Thus, the addition of catechins or compounds of equivalent function would be beneficial for manufacturing therapeutic mAbs with a balance between high titers and good quality.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/btpr.3447","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139982287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ping Xu, Yu Chuan Ou, Michael Smith, Jim Paulson, Michael A. Schmidt, Lakshmi Kandari, Rodney Parsons, Anurag Khetan
Fucosylation is an important quality attribute for therapeutic antibodies. Afucosylated antibodies exhibit higher therapeutic efficacies than their fucosylated counterparts through antibody-dependent cellular cytotoxicity (ADCC) mechanism. Since higher potency is beneficial in reducing dose or duration of the treatment, afucosylated antibodies have attracted a great deal of interest in biotherapeutics development. In this study, novel small molecules GDP-D-Rhamnose and its derivatives (Ac-GDP-D-Rhamnose and rhamnose sodium phosphate) were synthesized to inhibit the enzyme in the GDP-fucose synthesis pathway. Addition of these compounds into cell culture increased antibody afucosylation levels in a dose-dependent manner and had no significant impact on other protein quality attributes. A novel and effective mechanism to generate afucosylated antibody is demonstrated for biologics discovery, analytical method development, process development, and other applications.
{"title":"Application of fucosylation inhibitors for production of afucosylated antibody","authors":"Ping Xu, Yu Chuan Ou, Michael Smith, Jim Paulson, Michael A. Schmidt, Lakshmi Kandari, Rodney Parsons, Anurag Khetan","doi":"10.1002/btpr.3438","DOIUrl":"10.1002/btpr.3438","url":null,"abstract":"<p>Fucosylation is an important quality attribute for therapeutic antibodies. Afucosylated antibodies exhibit higher therapeutic efficacies than their fucosylated counterparts through antibody-dependent cellular cytotoxicity (ADCC) mechanism. Since higher potency is beneficial in reducing dose or duration of the treatment, afucosylated antibodies have attracted a great deal of interest in biotherapeutics development. In this study, novel small molecules GDP-D-Rhamnose and its derivatives (Ac-GDP-D-Rhamnose and rhamnose sodium phosphate) were synthesized to inhibit the enzyme in the GDP-fucose synthesis pathway. Addition of these compounds into cell culture increased antibody afucosylation levels in a dose-dependent manner and had no significant impact on other protein quality attributes. A novel and effective mechanism to generate afucosylated antibody is demonstrated for biologics discovery, analytical method development, process development, and other applications.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139982253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rasika V. Tupe, Nitesh K. Singh, Annamma A. Odaneth
Maize bran, an agro-processing waste residue, is a good source of ferulic acid that can be further valorized for vanillin production. However, extraction of ferulic acid from natural sources has been challenging due to low concentrations and intensive extraction procedures. In the present work, ferulic acid streams (purities ranging from 5% to 75%) extracted from maize bran using thermochemical methods were evaluated for biotransformation to vanillin, employing Amycolatopsis sp. as a whole-cell biocatalyst. Initial adaptation studies were critical in improving ferulic acid assimilation and its conversion to vanillin by 65% and 56%, respectively by the fourth adaptation cycle. The effect of cell's physiological states and vanillic acid supplementation on vanillin production was studied using standard ferulic acid as a substrate in an effort to achieve further improvement in vanillin yield. In the presence of vanillic acid, 18 h cultured cells using 2 g/L of standard and isolated ferulic acid produced vanillin concentrations of up to 0.71 and 0.48 g/L, respectively. Furthermore, intermediates involved in the ferulic acid catabolic pathway and their interrelations were studied using GC–MS analysis. Results indicated that two different routes were involved in the catabolism of standard ferulic acid, and similar metabolic routes were observed for an isolated ferulic acid stream. These findings effectively evaluated isolated ferulic acid for sustainable vanillin production while reducing agro-industrial waste pollution.
{"title":"Biotransformation of maize bran-derived ferulic acid to vanillin using an adapted strain of Amycolatopsis sp. ATCC 39116","authors":"Rasika V. Tupe, Nitesh K. Singh, Annamma A. Odaneth","doi":"10.1002/btpr.3417","DOIUrl":"10.1002/btpr.3417","url":null,"abstract":"<p>Maize bran, an agro-processing waste residue, is a good source of ferulic acid that can be further valorized for vanillin production. However, extraction of ferulic acid from natural sources has been challenging due to low concentrations and intensive extraction procedures. In the present work, ferulic acid streams (purities ranging from 5% to 75%) extracted from maize bran using thermochemical methods were evaluated for biotransformation to vanillin, employing <i>Amycolatopsis</i> sp. as a whole-cell biocatalyst. Initial adaptation studies were critical in improving ferulic acid assimilation and its conversion to vanillin by 65% and 56%, respectively by the fourth adaptation cycle. The effect of cell's physiological states and vanillic acid supplementation on vanillin production was studied using standard ferulic acid as a substrate in an effort to achieve further improvement in vanillin yield. In the presence of vanillic acid, 18 h cultured cells using 2 g/L of standard and isolated ferulic acid produced vanillin concentrations of up to 0.71 and 0.48 g/L, respectively. Furthermore, intermediates involved in the ferulic acid catabolic pathway and their interrelations were studied using GC–MS analysis. Results indicated that two different routes were involved in the catabolism of standard ferulic acid, and similar metabolic routes were observed for an isolated ferulic acid stream. These findings effectively evaluated isolated ferulic acid for sustainable vanillin production while reducing agro-industrial waste pollution.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 2","pages":""},"PeriodicalIF":2.9,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139982286","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xiaoyan Tang, Jorge Quiroz, Yixiao Zhang, Jessica Pan, Zhong Lai, Zhimei Du, Ren Liu
Cell line development (CLD) plays a crucial role in the manufacturing process development of therapeutic biologics. Most biologics are produced in Chinese hamster ovary (CHO) cell. Because of the nature of random transgene integration in CHO genome and CHO's inherent plasticity, stable CHO transfectants usually have a vast diversity in productivity, growth, and product quality. Thus, we often must resort to screening a large number of cell pools and clones to increase the probability of identifying the ideal production cell line, which is a very laborious and resource-demanding process. Here we have developed a deep-well plate (DWP) enabled high throughput (DEHT) CLD platform using 24-well DWP (24DWP), liquid handler, and other automation components. This platform has capabilities covering the key steps of CLD including cell passaging, clone imaging and expansion, and fed-batch production. We are the first to demonstrate the suitability of 24DWP for CLD by confirming minimal well-to-well and plate-to-plate variability and the absence of well-to-well cross contamination. We also demonstrated that growth, production, and product quality of 24DWP cultures were comparable to those of conventional shake flask cultures. The DEHT platform enables scientists to screen five times more cultures than the conventional CLD platform, thus significantly decreases the resources needed to identify an ideal production cell line for biologics manufacturing.
细胞系开发(CLD)在治疗性生物制剂的生产工艺开发中起着至关重要的作用。大多数生物制剂都是在中国仓鼠卵巢(CHO)细胞中生产的。由于 CHO 基因组中随机转基因整合的特性以及 CHO 固有的可塑性,稳定的 CHO 转染株通常在生产率、生长和产品质量方面存在巨大差异。因此,我们通常必须对大量细胞池和克隆进行筛选,以提高确定理想生产细胞系的概率,而这是一个非常耗费人力和资源的过程。在这里,我们利用 24 孔 DWP(24DWP)、液体处理机和其他自动化组件,开发了一个支持深孔板(DWP)的高通量(DEHT)CLD 平台。该平台的功能涵盖了 CLD 的关键步骤,包括细胞传代、克隆成像和扩增以及喂料批量生产。我们首次证明了 24DWP 适用于 CLD,证实了孔与孔之间和板与板之间的变异性极小,并且不存在孔与孔之间的交叉污染。我们还证明,24DWP 培养物的生长、产量和产品质量与传统摇瓶培养物相当。与传统的 CLD 平台相比,DEHT 平台能让科学家筛选出五倍以上的培养物,从而大大减少了为生物制剂生产确定理想生产细胞系所需的资源。
{"title":"A deep-well plate enabled automated high-throughput cell line development platform","authors":"Xiaoyan Tang, Jorge Quiroz, Yixiao Zhang, Jessica Pan, Zhong Lai, Zhimei Du, Ren Liu","doi":"10.1002/btpr.3442","DOIUrl":"10.1002/btpr.3442","url":null,"abstract":"<p>Cell line development (CLD) plays a crucial role in the manufacturing process development of therapeutic biologics. Most biologics are produced in Chinese hamster ovary (CHO) cell. Because of the nature of random transgene integration in CHO genome and CHO's inherent plasticity, stable CHO transfectants usually have a vast diversity in productivity, growth, and product quality. Thus, we often must resort to screening a large number of cell pools and clones to increase the probability of identifying the ideal production cell line, which is a very laborious and resource-demanding process. Here we have developed a deep-well plate (DWP) enabled high throughput (DEHT) CLD platform using 24-well DWP (24DWP), liquid handler, and other automation components. This platform has capabilities covering the key steps of CLD including cell passaging, clone imaging and expansion, and fed-batch production. We are the first to demonstrate the suitability of 24DWP for CLD by confirming minimal well-to-well and plate-to-plate variability and the absence of well-to-well cross contamination. We also demonstrated that growth, production, and product quality of 24DWP cultures were comparable to those of conventional shake flask cultures. The DEHT platform enables scientists to screen five times more cultures than the conventional CLD platform, thus significantly decreases the resources needed to identify an ideal production cell line for biologics manufacturing.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139911925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Programmed cell death-ligand 1 (PDL1) is a transmembrane protein that is characterized as an immune regulatory molecule. We recently developed a recombinant single-chain fragment of variable domain (scFv) against PDL1, which showed high binding efficiency to purified recombinant PDL1 protein. However, at that time, proof-of-concept data for the effect of scFv using PDL1-expressing cells was lacking. In this study, we conducted two kinds of cell-based immunoassays, western blotting and enzyme-linked immunosorbent assay, using anti-PDL1 scFv. The results indicate that scFv can selectively and sensitively detect PDL1 from PDL1 positive human cancer cell lines. Our findings suggest that scFv could be used as a potential PDL1 inhibitor agent and probe for cell-based immunoassays to detect PDL1.
{"title":"Evaluation of PDL1 positive cancer cell-specific binding activity of recombinant anti-PDL1 scFv","authors":"Sun-Hee Kim, Hae-Min Park, Hee-Jin Jeong","doi":"10.1002/btpr.3439","DOIUrl":"10.1002/btpr.3439","url":null,"abstract":"<p>Programmed cell death-ligand 1 (PDL1) is a transmembrane protein that is characterized as an immune regulatory molecule. We recently developed a recombinant single-chain fragment of variable domain (scFv) against PDL1, which showed high binding efficiency to purified recombinant PDL1 protein. However, at that time, proof-of-concept data for the effect of scFv using PDL1-expressing cells was lacking. In this study, we conducted two kinds of cell-based immunoassays, western blotting and enzyme-linked immunosorbent assay, using anti-PDL1 scFv. The results indicate that scFv can selectively and sensitively detect PDL1 from PDL1 positive human cancer cell lines. Our findings suggest that scFv could be used as a potential PDL1 inhibitor agent and probe for cell-based immunoassays to detect PDL1.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139911926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Although the contributions of individual components of cell culture media are largely known, their combinatorial effects are far less understood. Experiments varying one component at a time cannot identify combinatorial effects, and analysis of the large number of experiments required to decipher such effects is challenging. Machine learning algorithms can help in the analysis of such datasets to identify multi-component interactions. Zinc toxicity in vitro is known to change depending on amino acid concentration in the extracellular medium. Multiple amino acids are known to be involved in this protection. Thirty-two amino acid compositions were formulated to evaluate their effect on the growth of CHO cells under high zinc conditions. A sequential machine learning analysis methodology was used, which led to the identification of a set of amino acids (threonine, proline, glutamate, aspartate, asparagine, and tryptophan) contributing to protection from zinc. Our results suggest that a decrease in availability of these set of amino acids due to consumption may affect cell growth in media formulated with high zinc concentrations, and in contrast, normal levels of these amino acids are associated with better tolerance to high zinc concentration. Our sequential analysis method may be similarly employed for high throughput medium design and optimization experiments to identify interactions among a large number of cell culture medium components.
尽管细胞培养基中单个成分的作用已广为人知,但对其组合效应的了解却少得多。一次只改变一种成分的实验无法确定组合效应,而要对解密此类效应所需的大量实验进行分析则极具挑战性。机器学习算法有助于分析此类数据集,以确定多成分相互作用。众所周知,锌在体外的毒性会随细胞外培养基中氨基酸浓度的变化而变化。已知多种氨基酸参与了这种保护作用。我们配制了 32 种氨基酸组合物,以评估它们在高锌条件下对 CHO 细胞生长的影响。我们采用了一种连续的机器学习分析方法,从而确定了一组氨基酸(苏氨酸、脯氨酸、谷氨酸、天门冬氨酸、天冬酰胺和色氨酸)有助于保护细胞免受锌的影响。我们的研究结果表明,在高浓度锌培养基中,这些氨基酸的消耗可能会影响细胞的生长,相反,这些氨基酸的正常水平则会提高细胞对高浓度锌的耐受性。我们的序列分析方法同样可用于高通量培养基设计和优化实验,以确定大量细胞培养基成分之间的相互作用。
{"title":"Leveraging machine learning to dissect role of combinations of amino acids in modulating the effect of zinc on mammalian cell growth","authors":"Ujjiti Pandey, Indrani Madhugiri, Chetan Gadgil, Mugdha Gadgil","doi":"10.1002/btpr.3436","DOIUrl":"10.1002/btpr.3436","url":null,"abstract":"<p>Although the contributions of individual components of cell culture media are largely known, their combinatorial effects are far less understood. Experiments varying one component at a time cannot identify combinatorial effects, and analysis of the large number of experiments required to decipher such effects is challenging. Machine learning algorithms can help in the analysis of such datasets to identify multi-component interactions. Zinc toxicity in vitro is known to change depending on amino acid concentration in the extracellular medium. Multiple amino acids are known to be involved in this protection. Thirty-two amino acid compositions were formulated to evaluate their effect on the growth of CHO cells under high zinc conditions. A sequential machine learning analysis methodology was used, which led to the identification of a set of amino acids (threonine, proline, glutamate, aspartate, asparagine, and tryptophan) contributing to protection from zinc. Our results suggest that a decrease in availability of these set of amino acids due to consumption may affect cell growth in media formulated with high zinc concentrations, and in contrast, normal levels of these amino acids are associated with better tolerance to high zinc concentration. Our sequential analysis method may be similarly employed for high throughput medium design and optimization experiments to identify interactions among a large number of cell culture medium components.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139734328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Dominique WuDunn, Andrea Squeri, Jimmy Vu, Ashna Dhingra, Jon Coffman, Ken Lee
As the need for higher volumetric productivity in biomanufacturing grows, biopharmaceutical companies are increasingly investing in a perfusion cell culture process, most commonly one that uses a hollow fiber filter as the cell retention device. A current challenge with using hollow fiber filters is fouling of the membrane, which reduces product sieving and can increase transmembrane pressure (TMP) past process limitations. In this work, the impact of hollow fiber filter geometries on product sieving and hydraulic membrane resistance profiles is evaluated in a tangential flow filtration (TFF) perfusion system. The hollow fibers tested had lengths ranging from 19.8 to 41.5 cm, inner diameters (IDs) ranging from 1.0 to 2.6 mm, and pore sizes of 0.2 or 0.65 μm. The results showed that the shortest hollow fibers experienced higher product sieving while larger IDs contributed to both higher product sieving and lower hydraulic membrane resistances, illustrating the impact of filter geometry on process performance. The results also showed 0.2 μm pore size filters maintain higher product sieving, but also higher membrane resistances compared to 0.65 μm pore size filters. This study highlights the need for optimized hollow fiber filter geometries to maximize use of the membrane area, which in turn can reduce production costs and increase scalability of the perfusion process.
{"title":"Effect of inner diameter, filter length, and pore size on hollow fiber filter fouling during perfusion cell culture","authors":"Dominique WuDunn, Andrea Squeri, Jimmy Vu, Ashna Dhingra, Jon Coffman, Ken Lee","doi":"10.1002/btpr.3440","DOIUrl":"10.1002/btpr.3440","url":null,"abstract":"<p>As the need for higher volumetric productivity in biomanufacturing grows, biopharmaceutical companies are increasingly investing in a perfusion cell culture process, most commonly one that uses a hollow fiber filter as the cell retention device. A current challenge with using hollow fiber filters is fouling of the membrane, which reduces product sieving and can increase transmembrane pressure (TMP) past process limitations. In this work, the impact of hollow fiber filter geometries on product sieving and hydraulic membrane resistance profiles is evaluated in a tangential flow filtration (TFF) perfusion system. The hollow fibers tested had lengths ranging from 19.8 to 41.5 cm, inner diameters (IDs) ranging from 1.0 to 2.6 mm, and pore sizes of 0.2 or 0.65 μm. The results showed that the shortest hollow fibers experienced higher product sieving while larger IDs contributed to both higher product sieving and lower hydraulic membrane resistances, illustrating the impact of filter geometry on process performance. The results also showed 0.2 μm pore size filters maintain higher product sieving, but also higher membrane resistances compared to 0.65 μm pore size filters. This study highlights the need for optimized hollow fiber filter geometries to maximize use of the membrane area, which in turn can reduce production costs and increase scalability of the perfusion process.</p>","PeriodicalId":8856,"journal":{"name":"Biotechnology Progress","volume":"40 3","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/btpr.3440","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139721471","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}