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通过质量平衡和泊松-玻尔兹曼方程的耦合,通过数学建模设计单克隆抗体的可扩展超滤/渗滤工艺。

Designing scalable ultrafiltration/diafiltration process of monoclonal antibodies via mathematical modeling by coupling mass balances and Poisson-Boltzmann equation.

机构信息

Department of Chemical Engineering and Technical Safety, Faculty of Chemistry and Chemical Technology, University of Ljubljana, Ljubljana, Slovenia.

Technical Development Biosimilars, Technical Research & Development Novartis, Lek Pharmaceuticals d.d., Mengeš, Slovenia.

出版信息

Biotechnol Bioeng. 2021 Feb;118(2):633-646. doi: 10.1002/bit.27598. Epub 2020 Oct 28.

DOI:10.1002/bit.27598
PMID:33049074
Abstract

Ultrafiltration/diafiltration (UF/DF) operations are employed for achieving the desired therapeutic monoclonal antibody (mAb) formulations. Due to electrostatic interactions between the charged proteins, solute ions, and uncharged excipients, the final pH and concentration values are not always equal to those in the DF buffer. At high protein concentrations, typical for industrial formulations, this effect becomes predominant. To account for challenges occurring in industrial environments, a robust mathematical framework enabling the prediction of pH and concentration profiles throughout the UF/DF process is provided. The proposed mechanistic model combines a macroscopic mass balance approach with a molecular approach based on a Poisson-Boltzmann equation dealing with electrostatic interactions and accounting for protein exclusion volume effect. The mathematical model was validated with experimental data of two commercially relevant mAbs obtained from an industrial UF/DF process using scalable laboratory equipment. The robustness and flexibility of the model were tested by using proteins with different isoelectric points and net charges. The latter was determined via a titration curve, enabling realistic protein charge-pH evaluation. In addition, the model was tested for different DF buffer types containing both monovalent and polyvalent ions, with various types of uncharged excipients. The model generality enables its implementation for the UF/DF processes of other protein varieties.

摘要

超滤/渗滤(UF/DF)操作可用于获得所需的治疗性单克隆抗体(mAb)制剂。由于带电荷的蛋白质、溶质离子和非带电赋形剂之间的静电相互作用,最终的 pH 值和浓度值并不总是等于 DF 缓冲液中的值。在工业制剂中常见的高蛋白质浓度下,这种效应变得更为突出。为了解决工业环境中出现的挑战,提供了一个稳健的数学框架,能够预测整个 UF/DF 过程中的 pH 值和浓度分布。所提出的机械模型将宏观质量平衡方法与基于处理静电相互作用并考虑蛋白质排除体积效应的泊松-玻尔兹曼方程的分子方法相结合。该数学模型通过使用可扩展的实验室设备从工业 UF/DF 过程中获得的两种具有商业相关性的 mAb 的实验数据进行了验证。通过使用具有不同等电点和净电荷的蛋白质来测试模型的稳健性和灵活性。后者通过滴定曲线确定,能够对蛋白质的电荷-pH 值进行实际评估。此外,还针对含有单价和多价离子以及各种非带电赋形剂的不同 DF 缓冲液类型测试了该模型。该模型的通用性使其能够用于其他蛋白质品种的 UF/DF 过程。

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