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Statistical modeling methods to analyze the impacts of multiunit process variability on critical quality attributes of Chinese herbal medicine tablets

机译:统计建模方法分析多单元过程变异性对中草药片关键质量属性的影响

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摘要

The quality of Chinese herbal medicine tablets suffers from batch-to-batch variability due to a lack of manufacturing process understanding. In this paper, the Panax notoginseng saponins (PNS) immediate release tablet was taken as the research subject. By defining the dissolution of five active pharmaceutical ingredients and the tablet tensile strength as critical quality attributes (CQAs), influences of both the manipulated process parameters introduced by an orthogonal experiment design and the intermediate granules’ properties on the CQAs were fully investigated by different chemometric methods, such as the partial least squares, the orthogonal projection to latent structures, and the multiblock partial least squares (MBPLS). By analyzing the loadings plots and variable importance in the projection indexes, the granule particle sizes and the minimal punch tip separation distance in tableting were identified as critical process parameters. Additionally, the MBPLS model suggested that the lubrication time in the final blending was also important in predicting tablet quality attributes. From the calculated block importance in the projection indexes, the tableting unit was confirmed to be the critical process unit of the manufacturing line. The results demonstrated that the combinatorial use of different multivariate modeling methods could help in understanding the complex process relationships as a whole. The output of this study can then be used to define a control strategy to improve the quality of the PNS immediate release tablet.
机译:由于缺乏对制造过程的了解,中草药片剂的质量因批次而异。本文以三七总皂苷(PNS)速释片为研究对象。通过将五种活性药物成分的溶解度和片剂抗张强度定义为关键质量属性(CQAs),通过不同的化学计量学方法充分研究了正交实验设计引入的可操作工艺参数以及中间颗粒性质对CQA的影响方法,例如偏最小二乘,对潜在结构的正交投影以及多块偏最小二乘(MBPLS)。通过分析负荷曲线图和投影指标中的变量重要性,可以将压片中的颗粒大小和最小的冲头分离距离确定为关键工艺参数。此外,MBPLS模型表明,最终混合中的润滑时间对于预测片剂质量属性也很重要。从所计算出的块在投影指标中的重要性,可以确认压片机是生产线的关键工艺单元。结果表明,组合使用不同的多元建模方法可以帮助整体上理解复杂的过程关系。然后,可以将这项研究的结果用于定义控制策略,以提高PNS立即释放片剂的质量。

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