基于COSMO-RS和机器学习算法的质谱电离效率预测
Cheng-Zhen Nie1, Hao Liu1, Xu-Hui Huang1
1School of Food Science and Technology, State Key Laboratory of Marine Food Processing & Safety Control, National Engineering Research Center of Seafood, Dalian Polytechnic University, Dalian 116034, China. qinlei@dlpu.edu.cn.
The Analyst
|April 17, 2024
概括
这项研究开发了一种用于食品分析中的质谱电离效率的预测模型. 该模型准确地预测了未知化合物的电离效率,有助于非目标定量.
科学领域:
- 分析化学 分析化学
- 质谱测量质量谱测量
- 计算化学计算化学
背景情况:
- 非向的高分辨率质谱 (MS) 识别了许多化合物,这给定量化带来了挑战.
- 了解质谱电离效率 (IE) 和矩阵效应对于准确的食品分析至关重要.
研究的目的:
- 调查溶剂比对各种食品化合物的IE的影响.
- 开发MS电离效率的预测模型,以便对未知的化合物进行定量预测.
主要方法:
- 在正离子模式MS中分析了70种化合物,跨越14种移动相位比率.
- 研究的矩阵效应和酸对IE的影响.
- 使用COSMO-RS软件和人工神经网络 (ANN) 算法开发了一个预测模型,遵循经合组织的QSAR原则.
主要成果:
- 观察到的显著变化 (大约. 1.0日志单位) 在日志IE与不同的有机相比.
- 酸增强了信号,但增加了矩阵效应,特别是在强电离化合物中.
- 预测模型在log IE预测方面表现出极好的准确性 (R^2_pred = 0.880).
结论:
- 开发的预测模型准确地估计了化合物的质谱电离效率.
- 这种方法有助于对未知化合物的非目标定量预测,而不需要真正的标准.
- 这些发现对提高使用高分辨率质谱仪进行食品分析的准确性和范围有重大影响.
相关概念视频
High-Resolution Mass Spectrometry (HRMS)
1.4K
The resolution of a mass spectrometer depends on the efficiency of separating ions with different ion masses. The mass of an atom is approximated to the sum of the masses of protons and neutrons inside, considering the masses of protons and neutrons as equal. However, the masses of the proton (1.6726 × 10−24 g) and neutron (1.6749 × 10−24 g) are not truly equal. There is a minor error in the expression of atomic masses relative to the simplest atom of hydrogen. For...
1.4K
Mass Spectrometry: Overview
5.1K
Mass spectrometry is an analytical technique used to determine the molecular mass and molecular formula of a compound. The basic principle of mass spectrometry is to generate ions from the analyte molecule and measure these ion abundances against their molecular mass. One common type of ionization, known as electrospray ionization or EI, bombards the analyte molecules in the gas phase with high-energy electron beams. The electron beams displace an electron from the molecule and leave...
5.1K
Electrospray Ionization (ESI) Mass Spectrometry
794
Higher molecular weight biomolecules are nonvolatile compounds that may decompose before ionizing or vaporizing during mass analysis with conventional electron impact ionization methods. Accordingly, electrospray ionization (ESI) is the favored method for vaporizing and ionizing biomolecules as it circumvents rapid fragmentation and enables the recording of mass signals for the entire biomolecule.
ESI utilizes electrical energy to transfer ions from the liquid phase of the sample into the...
ESI utilizes electrical energy to transfer ions from the liquid phase of the sample into the...
794
Mass Spectrometers
5.4K
This lesson details the instrumentation of a mass spectrometer—a physical instrument to perform mass spectrometry on analyte molecules and record the characteristic mass spectra. This is achieved via three chief functions:
5.4K
Mass Analyzers: Overview
663
The mass analyzer is a crucial component of the mass spectrometer. In the ionization chamber, the vaporized sample is bombarded with a high-energy electron beam to generate a radical cation and further fragment into neutral molecules, radicals, and cations. A series of negatively charged accelerator plates accelerate the cations into the mass analyzer. The mass analyzer separates ions according to their mass-to-charge (m/z) ratios and then directs them to the detector. The common types of mass...
663
Mass Spectrum: Interpretation
1.2K
An unknown compound can be established by identifying the molecular ion peak in the mass spectrum. The molecular ion peak is often weak or absent due to the predominance of fragmentation in high-energy electron beams. In such cases, a low-energy electron beam can be used to scan the spectrum to enhance the intensity of the molecular ion peak. Additionally, chemical ionization, field ionization, and desorption ionization spectra are used to obtain a relatively intense molecular ion peak.
To...
To...
1.2K


