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Modelling of Hydrophilic Interaction Liquid Chromatography Stationary Phases Using Chemometric Approaches

机译:使用化学计量学方法对亲水相互作用液相色谱固定相进行建模

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摘要

Metabolomics is a powerful and widely used approach that aims to screen endogenous small molecules (metabolites) of different families present in biological samples. The large variety of compounds to be determined and their wide diversity of physical and chemical properties have promoted the development of different types of hydrophilic interaction liquid chromatography (HILIC) stationary phases. However, the selection of the most suitable HILIC stationary phase is not straightforward. In this work, four different HILIC stationary phases have been compared to evaluate their potential application for the analysis of a complex mixture of metabolites, a situation similar to that found in non-targeted metabolomics studies. The obtained chromatographic data were analyzed by different chemometric methods to explore the behavior of the considered stationary phases. ANOVA-simultaneous component analysis (ASCA), principal component analysis (PCA) and partial least squares regression (PLS) were used to explore the experimental factors affecting the stationary phase performance, the main similarities and differences among chromatographic conditions used (stationary phase and pH) and the molecular descriptors most useful to understand the behavior of each stationary phase.
机译:代谢组学是一种功能强大且用途广泛的方法,旨在筛选生物样品中存在的不同家族的内源性小分子(代谢物)。待确定的化合物种类繁多,其理化性质的多样性也促进了不同类型的亲水相互作用液相色谱(HILIC)固定相的发展。然而,选择最合适的HILIC固定相并非易事。在这项工作中,已对四种不同的HILIC固定相进行了比较,以评估其在复杂代谢物混合物分析中的潜在应用,这种情况类似于在非靶向代谢组学研究中发现的情况。通过不同的化学计量方法分析获得的色谱数据,以探索所考虑的固定相的行为。使用ANOVA同时成分分析(ASCA),主成分分析(PCA)和偏最小二乘回归(PLS)来探索影响固定相性能的实验因素,所用色谱条件之间的主要相似之处和不同之处(固定相和pH )和最有助于理解每个固定相行为的分子描述符。

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