Process Development, Amgen, Cambridge, Massachusetts, USA.
Control Systems, Amazon, Seattle, Washington, USA.
Biotechnol Prog. 2020 Sep;36(5):e2993. doi: 10.1002/btpr.2993. Epub 2020 Apr 7.
Ultrafiltration and diafiltration (UF/DF) unit operations are widely used for the manufacture of therapeutic antibodies to control drug substance protein concentration, pH, and excipient properties. During UF/DF, molecular interactions and volume exclusion effects often lead to substantial differences in pH and excipient concentrations between the diafiltration buffer and final UF/DF pool. These differences complicate the design process beyond simply specifying a buffer with the desired drug substance pH and excipient conditions. This article describes a UF/DF process model which dynamically and accurately simulates UF/DF retentate pool pH and excipient conditions throughout the UF/DF process. This multiscale model accounts for microscopic descriptions of ion-protein charge interactions using the Poisson-Boltzmann equation as well as macroscopic descriptions of volume exclusion and mass transfer. Model predictions of the final UF/DF pool properties were experimentally verified through comparisons to design of experiment (DoE) data from four monoclonal antibody (mAb) processes, each with differing formulations and UF/DF operating conditions. Additionally, model simulations of the retentate pool properties throughout the UF/DF process were verified for two mAb processes through comparisons to experimental data collected at intermediate process points. Model results were qualified, using statistical equivalence tests, against the outputs from large-scale GMP runs which confirmed that the model accurately captures large-scale process performance. Finally, the model was applied toward the simulation of process scenarios beyond those examined experimentally. These in-silico experiments demonstrate the model's capability as a tool for augmented process design and it is potential to reduce the extent of UF/DF laboratory experiments.
超滤和透析(UF/DF)单元操作广泛用于治疗性抗体的制造,以控制药物物质蛋白浓度、pH 值和赋形剂性质。在 UF/DF 过程中,分子相互作用和体积排阻效应常常导致透析缓冲液和最终 UF/DF 池之间的 pH 值和赋形剂浓度存在显著差异。这些差异使得设计过程变得复杂,不仅仅是简单地指定具有所需药物物质 pH 值和赋形剂条件的缓冲液。本文描述了一种 UF/DF 过程模型,该模型可以动态和准确地模拟 UF/DF 浓缩物池的 pH 值和赋形剂条件在 UF/DF 过程中的变化。该多尺度模型考虑了离子-蛋白质电荷相互作用的微观描述,使用泊松-玻尔兹曼方程,并考虑了体积排阻和传质的宏观描述。通过与来自四个单克隆抗体(mAb)工艺的实验设计(DoE)数据进行比较,验证了模型对最终 UF/DF 池性质的预测,每个工艺都具有不同的配方和 UF/DF 操作条件。此外,通过与在中间过程点收集的实验数据进行比较,验证了该模型对两个 mAb 工艺的浓缩物池性质在 UF/DF 过程中的模拟。使用统计等效性测试对模型结果进行了资格认证,与大规模 GMP 运行的结果进行了比较,这证实了模型能够准确捕捉大规模过程性能。最后,该模型被应用于模拟超出实验研究范围的过程场景。这些计算机实验证明了该模型作为增强过程设计工具的能力,并有可能减少 UF/DF 实验室实验的数量。