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Fed-batch and perfusion culture processes: Economic, environmental, and operational feasibility under uncertainty

机译:补料分批和灌注培养过程:不确定性下的经济,环境和操作可行性

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This article evaluates the current and future potential of batch and continuous cell culture technologies via a case study based on the commercial manufacture of monoclonal antibodies. The case study compares fed-batch culture to two perfusion technologies: spin-filter perfusion and an emerging perfusion technology utilizing alternating tangential flow (ATF) perfusion. The operational, economic, and environmental feasibility of whole bioprocesses based on these systems was evaluated using a prototype dynamic decision-support tool built at UCL encompassing process economics, discrete-event simulation and uncertainty analysis, and combined with a multi-attribute decision-making technique so as to enable a holistic assessment. The strategies were compared across a range of scales and titres so as to visualize how their ranking changes in different industry scenarios. The deterministic analysis indicated that the ATF perfusion strategy has the potential to offer cost of goods savings of 20% when compared to conventional fed-batch manufacturing processes when a fivefold increase in maximum viable cell densities was assumed. Savings were also seen when the ATF cell density dropped to a threefold increase over the fed-batch strategy for most combinations of titres and production scales. In contrast, the fed-batch strategy performed better in terms of environmental sustainability with a lower water and consumable usage profile. The impact of uncertainty and failure rates on the feasibility of the strategies was explored using Monte Carlo simulation. The risk analysis results demonstrated the enhanced robustness of the fed-batch process but also highlighted that the ATF process was still the most cost-effective option even under uncertainty. The multi-attribute decision-making analysis provided insight into the limited use of spin-filter perfusion strategies in industry. The resulting sensitivity spider plots enabled identification of the critical ratio of weightings of economic and operational benefits that affect the choice between ATF perfusion and fed-batch strategies.
机译:本文通过基于商业化单克隆抗体生产的案例研究,评估了分批和连续细胞培养技术的当前和未来潜力。该案例研究将分批补料培养与两种灌注技术进行了比较:旋转过滤器灌注和利用交替切向流(ATF)灌注的新兴灌注技术。使用在UCL建立的原型动态决策支持工具,评估了基于这些系统的整个生物过程的操作,经济和环境可行性,该工具包括过程经济学,离散事件模拟和不确定性分析,并结合了多属性决策技术,以便进行整体评估。在各种规模和滴度之间对策略进行了比较,以可视化其排名在不同行业情景中的变化。确定性分析表明,与假定最大活细胞密度提高五倍的常规分批补料生产工艺相比,ATF灌注策略有可能节省20%的商品成本。对于大多数滴度和生产规模的组合,当ATF细胞密度下降至比分批补料策略高三倍时,也可以节省成本。相比之下,补料分批策略在环境可持续性方面表现更好,用水量和耗材用量较低。使用蒙特卡洛模拟研究了不确定性和故障率对策略可行性的影响。风险分析结果证明了分批补料过程的增强的鲁棒性,但同时也强调,即使在不确定的情况下,ATF仍是最具成本效益的选择。多属性决策分析提供了对工业中自旋过滤器灌注策略使用受限的见解。由此产生的灵敏度蜘蛛图可以识别影响ATF灌注和分批补料策略之间选择的经济和运营收益权重的关键比率。

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