Institute of Bioprocess and Biosystems Engineering, Hamburg University of Technology, Hamburg, Germany.
Biotechnol Prog. 2024 May-Jun;40(3):e3429. doi: 10.1002/btpr.3429. Epub 2024 Feb 9.
The need for advanced therapy medicinal products (ATMPs) has gained increased attention in recent years. In this respect, a well-designed cell expansion process is needed to efficiently manufacture the required number of cells with the desired product quality. This step is challenging due to the biological complexity of the respective primary cell (e.g., mesenchymal stem cells (MSC)) and the usage of microcarrier-based expansion systems. One accelerating approach for process design is model-assisted Design of Experiments (mDoE) combining mathematical process models and statistical tools. In this study, the mDoE workflow was used for the development of an expansion processes with human immortalized mesenchymal stem cells (hMSC-TERT) and the aim of maximizing cell yield assuming only a limited amount of prior knowledge at a very early stage of development. First, suitable microcarriers for expansion in shake flasks were screened and the differentiation of the cells was proven. Second, initial experiments were performed to generate prior knowledge, which was then used to set up the mathematical model and to estimate the model parameters. Finally, the mDoE was used to determine and evaluate the design space to be performed experimentally. Overall, a cell expansion process using microcarriers in a shake flask culture was successfully implemented and a significant increase in cell yield (up to 6,2-fold) was achieved compared to literature.
近年来,人们对先进治疗药物产品(ATMP)的需求日益增加。在这方面,需要设计良好的细胞扩增工艺来高效生产具有所需产品质量的所需数量的细胞。由于各自的原代细胞(例如间充质干细胞(MSC))的生物学复杂性以及基于微载体的扩增系统的使用,该步骤具有挑战性。一种加速工艺设计的方法是结合数学工艺模型和统计工具的模型辅助实验设计(mDoE)。在这项研究中,mDoE 工作流程用于开发具有人类永生化间充质干细胞(hMSC-TERT)的扩增工艺,目的是在开发的早期阶段仅使用有限的先验知识的情况下最大限度地提高细胞产量。首先,筛选了适合在摇瓶中扩增的微载体,并证明了细胞的分化。其次,进行了初步实验以生成先验知识,然后使用该先验知识来建立数学模型并估计模型参数。最后,使用 mDoE 来确定和评估要进行实验的设计空间。总体而言,成功地在摇瓶培养中使用微载体实施了细胞扩增工艺,与文献相比,细胞产量显著增加(高达 6.2 倍)。