模拟,校准和优化三组分色谱分离的自动程序
Daniel Espinoza1, Simon Tallvod1, Niklas Andersson1
1Department of Chemical Engineering, Lund University, Lund, Sweden.
Journal of chromatography. A
|March 12, 2024
概括
针对多组分净化的自动化模型校准加速了生物制药的发展. 这种数字工具通过优化色谱学流程以最小的实验来减少时间和成本.
科学领域:
- 生物制药制造业 生物制药制造业
- 工艺工程的过程工程.
- 数字化在药物开发中的作用
背景情况:
- 生物制药生产需要高效的工具来缩短开发时间和成本.
- 过程色谱的数学建模对于下游加工至关重要.
- 对于多组分混合物的模型校准是复杂和耗时的.
研究的目的:
- 开发用于多元组分混合物净化自动化模型校准程序.
- 使用Orbit软件实现此过程,用于自动模型生成和实验.
- 通过多目标优化扩展优化操作点的程序.
主要方法:
- 开发用于线性梯度离子交换色谱的自动化模型校准程序.
- 利用轨道软件用于自动模型结构生成和实验数据采集.
- 应用多目标优化来建议净化操作点.
主要成果:
- 一个校准的数学模型被生成为一个三组分蛋白质混合物,只使用六个测试.
- 该模型准确地复制了实验色谱图.
- 第七次实验验证了模型在优化条件下的预测能力,其纯度为95%.
结论:
- 自动化程序成功校准了一个复杂混合物净化模型.
- 这种自动化大大减少了模型校准所需的努力.
- 该研究通过实现更快,自动化流程优化,推动生物制药开发中的数字化.
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