Department of Chemical and Biological Engineering, University of Sheffield, Mappin St., Sheffield S1 3JD, UK.
Biotechnol Prog. 2012 Jan-Feb;28(1):179-87. doi: 10.1002/btpr.715. Epub 2011 Oct 14.
We describe a design of experiments (DoE) response surface modeling strategy to optimize the concentration of basal variables underpinning polyethylenimine (PEI) mediated transfection of different CHO-K1 derived parental cell populations in a chemically defined medium, specifically the relative concentration of linear 25 kD PEI, host CHO cells and plasmid DNA. Using recombinant secreted alkaline phosphatase (SEAP) reporter activity as the modeled response, a discrete simple maximum was predicted for each CHO host cell population. Differences between the modeled optima derived from host cell specific differences in PEI cytotoxicity, such that the PEI:cell interaction effectively limited PEI-DNA polyplex load at a relatively constant PEI:DNA ratio. However, across the three CHO host cell populations, SEAP reporter production was not proportional to plasmid DNA input at the host cell specific predicted basal variable optima. A 10-fold variation in SEAP reporter output per mass of plasmid DNA delivered was observed. To determine the cellular basis of this difference in transient productivity, host CHO cells were transfected with fluorescently labeled polyplexes followed by flow cytometric analysis. Each CHO host cell population exhibited a distinct functional phenotype, varying in the extent of PEI-DNA polyplex binding to the cell surface and degree of polyplex internalization. SEAP production was directly proportional to the level of polyplex internalization and heparan sulfate proteoglycan level. Taken together, these data show that choice of host CHO cell line is a critical parameter, which should rationally precede cell line specific transient production platform design using DoE methodology.
我们描述了一个实验设计(DoE)响应面建模策略,以优化基础变量的浓度,这些基础变量是在化学成分确定的培养基中,用聚乙稀亚胺(PEI)转染不同 CHO-K1 衍生的亲本细胞群的基础,特别是线性 25kDPEI、宿主 CHO 细胞和质粒 DNA 的相对浓度。使用重组分泌型碱性磷酸酶(SEAP)报告活性作为模型响应,预测每个 CHO 宿主细胞群的离散简单最大值。从宿主细胞中 PEI 细胞毒性的差异,从模型优化中预测出来的差异,例如,PEI 与细胞的相互作用有效地限制了在相对恒定的 PEI:DNA 比例下的 PEI-DNA 多聚物的负载。然而,在三个 CHO 宿主细胞群中,SEAP 报告基因产物的产量与宿主细胞特异性预测的基础变量最优值的质粒 DNA 输入不成比例。观察到每质量的质粒 DNA 输送的 SEAP 报告基因产物的 10 倍变化。为了确定这种瞬时生产力差异的细胞基础,用荧光标记的多聚物转染宿主 CHO 细胞,然后进行流式细胞术分析。每个 CHO 宿主细胞群都表现出不同的功能表型,表现在 PEI-DNA 多聚物与细胞表面的结合程度和多聚物内化的程度上。SEAP 的产生与多聚物内化的程度和肝素硫酸蛋白聚糖的水平直接成正比。总的来说,这些数据表明,宿主 CHO 细胞系的选择是一个关键参数,应该在使用 DoE 方法的细胞系特异性瞬时生产平台设计之前进行合理的考虑。