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基于密度泛函理论的定量结构保留关系对黄酮类化合物进行机制色谱柱特征化分析。

Mechanistic Chromatographic Column Characterization for the Analysis of Flavonoids Using Quantitative Structure-Retention Relationships Based on Density Functional Theory.

机构信息

Department of Environmental Chemistry and Bioanalytics, Faculty of Chemistry, Gagarina 7, 87-100 Torun, Poland.

Interdisciplinary Centre for Modern Technologies, Nicolaus Copernicus University, Wileńska 4, 87-100 Torun, Poland.

出版信息

Int J Mol Sci. 2020 Mar 17;21(6):2053. doi: 10.3390/ijms21062053.

Abstract

This work aimed to unravel the retention mechanisms of 30 structurally different flavonoids separated on three chromatographic columns: conventional Kinetex C18 (K-C18), Kinetex F5 (K-F5), and IAM.PC.DD2. Interactions between analytes and chromatographic phases governing the retention were analyzed and mechanistically interpreted via quantum chemical descriptors as compared to the typical 'black box' approach. Statistically significant consensus genetic algorithm-partial least squares (GA-PLS) quantitative structure retention relationship (QSRR) models were built and comprehensively validated. Results showed that for the K-C18 column, hydrophobicity and solvent effects were dominating, whereas electrostatic interactions were less pronounced. Similarly, for the K-F5 column, hydrophobicity, dispersion effects, and electrostatic interactions were found to be governing the retention of flavonoids. Conversely, besides hydrophobic forces and dispersion effects, electrostatic interactions were found to be dominating the IAM.PC.DD2 retention mechanism. As such, the developed approach has a great potential for gaining insights into biological activity upon analysis of interactions between analytes and stationary phases imitating molecular targets, giving rise to an exceptional alternative to existing methods lacking exhaustive interpretations.

摘要

本工作旨在揭示 30 种结构不同的黄酮类化合物在三种色谱柱上(常规 Kinetex C18(K-C18)、Kinetex F5(K-F5)和 IAM.PC.DD2)的保留机制。通过量子化学描述符对分析和机理解释了分析物与色谱相之间控制保留的相互作用,与典型的“黑盒”方法相比。建立了具有统计学意义的共识遗传算法-偏最小二乘(GA-PLS)定量结构保留关系(QSRR)模型,并进行了全面验证。结果表明,对于 K-C18 柱,疏水性和溶剂效应占主导地位,而静电相互作用则不明显。同样,对于 K-F5 柱,发现疏水性、分散效应和静电相互作用控制着黄酮类化合物的保留。相反,除了疏水力和分散效应外,静电相互作用被发现是控制 IAM.PC.DD2 保留机制的主要因素。因此,该方法具有很大的潜力,可以深入了解分析物与模拟分子靶的固定相之间相互作用的生物活性,为缺乏详尽解释的现有方法提供了一个极好的替代方法。

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