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Chromatographic elution process design space development for the purification of saponins in Panax notoginseng extract using a probability-based approach

机译:基于概率方法纯化三七提取物中皂苷的色谱洗脱工艺设计空间的开发

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A Monte Carlo method was used to develop the design space of a chromatographic elution process for the purification of saponins in Panax notoginseng extract. During this process, saponin recovery ratios, saponin purity, and elution productivity are determined as process critical quality attributes, and ethanol concentration, elution rate, and elution volume are identified as critical process parameters. Quadratic equations between process critical quality attributes and critical process parameters were established using response surface methodology. Then probability-based design space was computed by calculating the prediction errors using Monte Carlo simulations. The influences of calculation parameters on computation results were investigated. The optimized calculation condition was as follows: calculation step length of 0.02, simulation times of 10 000, and a significance level value of 0.15 for adding or removing terms in a stepwise regression. Recommended normal operation region is located in ethanol concentration of 65.0-70.0%, elution rate of 1.7-2.0 bed volumes (BV)/h and elution volume of 3.0-3.6 BV. Verification experiments were carried out and the experimental values were in a good agreement with the predicted values. The application of present method is promising to develop a probability-based design space for other botanical drug manufacturing process.
机译:蒙特卡罗方法用于开发色谱提纯三七提取物中皂角苷的工艺设计空间。在此过程中,皂素回收率,皂素纯度和洗脱效率被确定为过程关键的质量属性,乙醇浓度,洗脱速率和洗脱体积被确定为关键过程参数。使用响应面方法建立了过程关键质量属性和关键过程参数之间的二次方程。然后,通过使用蒙特卡洛模拟计算预测误差来计算基于概率的设计空间。研究了计算参数对计算结果的影响。优化的计算条件如下:计算步长为0.02,模拟时间为10000,显着性水平值为0.15,用于逐步回归中添加或删除项。建议的正常操作区域位于乙醇浓度为65.0-70.0%,洗脱速率为1.7-2.0床体积(BV)/ h和洗脱体积为3.0-3.6 BV的区域。进行了验证实验,实验值与预测值良好吻合。本方法的应用有望为其他植物药生产工艺开发基于概率的设计空间。

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