Institute for Biochemistry, University of Applied Sciences Mannheim, Mannheim 68163, Germany.
Roche Diagnostics GmbH, Pharma Research and Early Development (pRED), Large Molecule Research (LMR), Roche Innovation Center Munich, Penzberg 82377, Germany.
J Chromatogr A. 2022 Aug 2;1676:463266. doi: 10.1016/j.chroma.2022.463266. Epub 2022 Jun 19.
The application of a model-based approach for industrial chromatography development requires the capability of the model to describe protein elution under high loading and overloading conditions. In a previous work, an extensive dataset was created to model the elution behavior of a bispecific antibody (bsAb) on the strong cation exchange resin POROS™ XS. Thereby, the pH-dependence of the model parameters in the Steric Mass Action (SMA) model could be examined and described over a pH range of 4.5 to 8.9. However, discrepancies between simulated and experimental data were observed under high loading and overloading conditions, particularly in the lower pH range (pH 4.5 to 5.3) and in the higher pH range (pH 6.0 to 9.0). In this work, these discrepancies are studied by performing new experiments which show that these differences were primarily not caused by limitations of the SMA model. At lower pH values, overloading phenomena such as protein breakthrough during the loading phase, additional peaks, and peak shoulders occurred. The application of various experiments performed with different Na concentrations and different loading times during sample loading revealed that intraparticle diffusion effects and conformational changes of the bsAb are responsible for these overloading phenomena at low pH. The applied lumped rate mass transfer model is not adequate and should be extended to consider these effects. At higher pH, the assumption of describing the bsAb's elution behavior with only one simulated species was insufficient to predict complex peak shapes that arise because of multi-component elution of the bsAb's charge variants. The extension of the model to a simple multi-component system consisting of two variants allowed the prediction of a majority of the complex elution profiles.
基于模型的工业层析开发方法的应用需要模型具备描述高载量和过载条件下蛋白质洗脱的能力。在之前的工作中,创建了一个广泛的数据集来模拟双特异性抗体 (bsAb) 在强阳离子交换树脂 POROS™ XS 上的洗脱行为。因此,可以检查和描述 Steric Mass Action (SMA) 模型中模型参数在 pH 4.5 至 8.9 范围内的 pH 依赖性。然而,在高载量和过载条件下,观察到模拟数据与实验数据之间存在差异,特别是在较低的 pH 范围 (pH 4.5 至 5.3) 和较高的 pH 范围 (pH 6.0 至 9.0)。在这项工作中,通过进行新的实验研究了这些差异,这些实验表明这些差异主要不是 SMA 模型的限制造成的。在较低的 pH 值下,会出现过载现象,例如在加载阶段蛋白质穿透、额外的峰和峰肩。在样品加载过程中应用不同 Na 浓度和不同加载时间进行的各种实验表明,颗粒内扩散效应和 bsAb 的构象变化是导致低 pH 值下这些过载现象的原因。所应用的集总速率传质模型不充分,应予以扩展以考虑这些效应。在较高的 pH 值下,仅使用一个模拟物种来描述 bsAb 的洗脱行为的假设不足以预测由于 bsAb 的电荷变体的多组分洗脱而产生的复杂峰形。将模型扩展到由两个变体组成的简单多组分系统,可以预测大多数复杂的洗脱轮廓。