Getting Insights Into Chromatographic Properties of HILIС and Mixed-Mode Homemade Stationary Phases Using Principal Component and Cluster Analyses

IF 2.3 4区 化学 Q1 SOCIAL WORK
A. Shemiakina, M. Khrisanfov, N. Chikurova, A. Samokhin, A. Chernobrovkina
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Abstract

In this work, we compared the chromatographic properties of 27 homemade monomer- and polymer-modified stationary phases synthesized via the Ugi reaction for hydrophilic interaction liquid chromatography (HILIC). These stationary phases along with the unmodified substrate were characterized by retention factors of 33 polar biologically active compounds belonging to various classes (nucleobases/nucleosides, sugars, carboxylic acids, and water-soluble vitamins). Additionally, the widely used Tanaka HILIC test was performed. The experimental data from both characterization approaches were processed using several chemometric techniques, including principal component analysis (PCA), hierarchical cluster analysis (HCA), and K-means algorithm. It was initially expected that polymer-modified phases would differ significantly from monomer-modified ones due to their mixed-mode properties. It was confirmed by the clear separation of these two types of stationary phases on the PCA score plot obtained for binary logarithms of selectivities (calculated from all 33 retention factors). Dissimilarities observed among some monomer-modified stationary phases resulted in insights into Ugi reaction conditions suitable for obtaining adsorbents with distinct chromatographic properties. Each class of test compounds required specific mobile phase composition to achieve reasonable chromatographic characteristics, such as retention times and peak shapes. To exclude the long-lasting re-equilibration stage associated with mobile phase changes, a smaller set of only three test compounds was proposed, yielding nearly the same clustering results as the complete dataset. This simplified procedure can facilitate the rapid characterization of newly synthesized stationary phases and allow for comparison with previously studied phases.

在这项工作中,我们比较了通过乌基反应合成的 27 种自制单体和聚合物改性固定相在亲水相互作用液相色谱(HILIC)中的色谱特性。这些固定相和未经改性的底物对 33 种极性生物活性化合物(核碱基/核苷、糖类、羧酸和水溶性维生素)的保留因子进行了表征。此外,还进行了广泛使用的田中 HILIC 试验。这两种表征方法的实验数据均采用了多种化学计量技术进行处理,包括主成分分析(PCA)、层次聚类分析(HCA)和 K-means 算法。最初预计聚合物改性相由于其混合模式特性,会与单体改性相有显著差异。根据选择性的二进制对数(由所有 33 个保留因子计算得出)绘制的 PCA 分数图上,这两类固定相被明显区分开来,从而证实了这一点。通过观察某些单体改性固定相之间的差异,可以深入了解适合获得具有不同色谱特性的吸附剂的 Ugi 反应条件。每一类测试化合物都需要特定的流动相组成才能获得合理的色谱特性,如保留时间和峰形。为了排除与流动相变化相关的长时间再平衡阶段,我们提出了一个仅包含三种测试化合物的较小集合,其聚类结果与完整数据集几乎相同。这一简化程序有助于快速鉴定新合成的固定相,并可与之前研究过的固定相进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Chemometrics
Journal of Chemometrics 化学-分析化学
CiteScore
5.20
自引率
8.30%
发文量
78
审稿时长
2 months
期刊介绍: The Journal of Chemometrics is devoted to the rapid publication of original scientific papers, reviews and short communications on fundamental and applied aspects of chemometrics. It also provides a forum for the exchange of information on meetings and other news relevant to the growing community of scientists who are interested in chemometrics and its applications. Short, critical review papers are a particularly important feature of the journal, in view of the multidisciplinary readership at which it is aimed.
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