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采用保留模型的方法,通过质量源于设计方法实现液相色谱方法开发中的控制空间。

A methodology employing retention modeling for achieving control space in liquid chromatography method development using quality by design approach.

机构信息

Analytical Research and Development, Pharmaceutical Development, Biocon Bristol Myers Squibb Research and Development Center, Syngene International Limited, Bangalore 560099, India.

Analytical Research and Development, Pharmaceutical Development, Biocon Bristol Myers Squibb Research and Development Center, Syngene International Limited, Bangalore 560099, India.

出版信息

J Chromatogr A. 2021 Jan 4;1635:461658. doi: 10.1016/j.chroma.2020.461658. Epub 2020 Nov 4.

Abstract

This study reports the application of retention modeling and quality by design practices for reverse-phase liquid chromatographic method development of a new chemical entity. Prior to the retention modeling, preliminary screening experiments were performed for the selection of stationary phase, organic modifiers, and method parameters. Based on the results of preliminary method conditions, t-T (gradient time - temperature) 2-D modeling with 4 input runs, and t-T-t (gradient time-temperature-ternary composition) 3-D modeling with 12 input runs were designed to build a model for achieving the optimized separation. Modeling of reverse phase separations was based on the measurement of both retention times and peak areas. A design space with appropriate input variables and control strategy was established prior to optimization and robustness evaluation following the quality by design framework. DryLab was used to predict the optimized gradient profile and separation temperature. The robustness evaluation was carried out using the multiple factors at a time approach and the control space was established. The interdependence of control space and the control strategy was demonstrated by evaluating method robustness using two levels of system suitability criteria. The predictive accuracy of the retention modeling was established through experimental verification of the in-silico predictions. The quality by design based method development approach demonstrated the in-silico optimization as an integral component of reverse-phase chromatographic method development to evaluate the interplay of factors such as organic modifiers, separation temperature and gradient time, which greatly integrated and enhanced method robustness during method development.

摘要

本研究报告了保留建模和质量源于设计实践在新化学实体反相液相色谱方法开发中的应用。在保留建模之前,进行了初步筛选实验,以选择固定相、有机改性剂和方法参数。基于初步方法条件的结果,设计了 t-T(梯度时间-温度)2-D 建模,其中有 4 个输入运行,以及 t-T-t(梯度时间-温度-三元组成)3-D 建模,其中有 12 个输入运行,以建立优化分离的模型。反相分离的建模基于保留时间和峰面积的测量。在优化之前建立了具有适当输入变量和控制策略的设计空间,并按照质量源于设计框架进行了稳健性评估。使用 DryLab 预测优化的梯度轮廓和分离温度。采用多因素同时的方法进行稳健性评估,并建立控制空间。通过评估方法稳健性,使用两个系统适应性标准级别来证明控制空间和控制策略的相互依赖性。通过对计算机预测进行实验验证,建立了保留建模的预测准确性。基于质量源于设计的方法开发方法证明了计算机优化作为反相色谱方法开发的一个组成部分,可以评估有机改性剂、分离温度和梯度时间等因素的相互作用,这在方法开发过程中极大地整合和增强了方法的稳健性。

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