软件系统设计以支持哺乳动物细胞系工程中的规模.
David W McClymont1, Baird McIlwraith1, Althea Green1
1Preclinical Services Revvity Discovery Cambridge UK.
Engineering biology
|December 22, 2025
概括
我们开发了自动化软件和机器人技术,以使细胞线工程 (CLE) 的吞吐量增加三倍. 这种高通量平台集成了标记语言 (GEML) 和实验室信息管理系统 (LIMS) 以实现高效的生物生产.
科学领域:
- 生物技术是生物技术.
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 传统的电池线工程 (CLE) 工作流程是手动的,低吞吐量.
- 研究,开发和生物生产的日益增长的需求需要更高的效率.
研究的目的:
- 通过将软件解决方案与湿实验室自动化集成,开发一个高通量CLE平台.
- 将CLE流程的吞吐量提高了三倍.
主要方法:
- 开发一种基因表达标记语言 (GEML),用于电子商务和制造系统集成.
- 创建一个实验室信息管理系统 (LIMS) 来跟踪CLE项目.
- 实施基于机器学习 (ML) 的方法来分析工程克隆的明亮场图像.
主要成果:
- 实现了CLE平台吞吐量增加三倍.
- 成功整合了GEML和LIMS,以简化电池线生产.
- 开发了一种ML模型,用于有效的克隆分析,而无需光染色.
结论:
- 将湿实验室自动化与软件方法相结合对于高吞吐量CLE至关重要.
- 开发的平台增强了稳定性,并满足了该领域日益增长的需求.
- 基于软件的解决方案对于释放CLE工作流程的全部潜力至关重要.
相关概念视频
Designing Growth Media for Bioreactors
78
Growth media provide essential nutrients that support cell growth and metabolism, thereby enhancing the yield of valuable products such as enzymes, antibiotics, and biomass. Designing an effective growth medium involves balancing all components to prevent nutrient limitations or toxic excesses, both of which can impair growth and reduce product yields.Composition of a Typical Growth MediumA typical growth medium contains carbon and nitrogen sources, salts, vitamins, trace elements, and...
78
Scale-Up Processes
105
The scale-up of microbial fermentation processes is essential in industrial biotechnology, allowing the transition from laboratory-scale experiments to commercial-scale production while aiming to maintain product yield and quality. This process requires meticulous adjustment of equipment design, process parameters, and contamination control strategies to accommodate increasing culture volumes.At the laboratory scale, cultures are typically maintained in 1 to 10-liter glass or autoclavable...
105
Upstream Processing
97
Upstream processing represents a critical phase in biomanufacturing, wherein biological systems such as microorganisms, mammalian cells, or insect cells are cultivated to produce therapeutic proteins, vaccines, enzymes, or other biologically derived products. This phase encompasses all steps from the selection and genetic manipulation of the production organism to the cultivation of cells in bioreactors under tightly controlled environmental conditions.Host Selection and Genetic OptimizationThe...
97


