Sartorius Stedim Data Analytics AB, Umeå, Sweden.
Sartorius BIA Separations d.o.o., Sartorius Company, Ajdovščina, Slovenia.
Biotechnol Bioeng. 2024 Nov;121(11):3415-3427. doi: 10.1002/bit.28806. Epub 2024 Jul 16.
In vitro transcription (IVT) reaction is an RNA polymerase-catalyzed production of messenger RNA (mRNA) from DNA template, and the unit operation with highest cost of goods in the mRNA drug substance production process. To decrease the cost of mRNA production, reagents should be optimally utilized. Due to the catalytic, multicomponent nature of the IVT reaction, optimization is a multi-factorial problem, ideally suited to design-of-experiment approach for optimization and identification of design space. We derived a data-driven model of the IVT reaction and explored factors that drive process yield (in g/L), including impact of nucleoside triphosphate (NTP) concentration and Mg:NTP ratio on reaction yield and how to optimize the main cost drivers RNA polymerase and DNA template, while minimizing dsRNA formation, a critical quality attribute in mRNA products. We report a methodological approach to derive an optimum reaction design, with which cost efficiency of the reaction was improved by 44%. We demonstrate the validity of the model on mRNA construct of different lengths. Finally, we maximized the yield of the IVT reaction to 24.9 ± 1.5 g/L in batch, thus doubling the highest ever reported IVT yield.
体外转录 (IVT) 反应是一种由 RNA 聚合酶催化的从 DNA 模板生成信使 RNA (mRNA) 的过程,是 mRNA 药物物质生产过程中成本最高的单元操作。为了降低 mRNA 生产的成本,应该优化试剂的使用。由于 IVT 反应的催化、多组分性质,优化是一个多因素问题,非常适合采用实验设计方法进行优化和确定设计空间。我们推导出了 IVT 反应的一个数据驱动模型,并探讨了影响反应产率(g/L)的因素,包括核苷三磷酸 (NTP) 浓度和 Mg:NTP 比对反应产率的影响,以及如何优化主要成本驱动因素 RNA 聚合酶和 DNA 模板,同时最小化双链 RNA 的形成,这是 mRNA 产品的一个关键质量属性。我们报告了一种推导出最佳反应设计的方法,通过该方法,反应的成本效率提高了 44%。我们在不同长度的 mRNA 构建体上验证了该模型的有效性。最后,我们将 IVT 反应的产率最大化到批处理 24.9±1.5 g/L,从而将有史以来报道的最高 IVT 产率提高了一倍。