An Automated Analysis of Homocoupling Defects Using MALDI-MS and Open-Source Computer Software

IF 3.1 2区 化学 Q2 BIOCHEMICAL RESEARCH METHODS Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-18 DOI:10.1021/jasms.4c0022510.1021/jasms.4c00225
Maria Bochenek, Michał Aleksander Ciach, Sander Smeets, Omar Beckers, Jochen Vanderspikken, Błażej Miasojedow, Barbara Domżał, Dirk Valkenborg, Wouter Maes and Anna Gambin*, 
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Abstract

Conjugated organic polymers have substantial potential for multiple applications but their properties are strongly influenced by structural defects such as homocoupling of monomer units and unexpected end-groups. Detecting and/or quantifying these defects requires complex experimental techniques, which hinder the optimization of synthesis protocols and fundamental studies on the influence of structural defects. Mass spectrometry offers a simple way to detect these defects but a manual analysis of many complex spectra is tedious and provides only approximate results. In this work, we develop a computational methodology for analyzing complex mass spectra of organic copolymers. Our method annotates spectra similarly to a human expert and provides quantitative information about the proportions of signal assigned to each ion. Our method is based on the open-source Masserstein algorithm, which we modify to handle large libraries of reference spectra required for annotating complex mass spectra of polymers. We develop a statistical methodology to analyze the quantitative annotations and compare the statistical distributions of structural defects in polymer chains between samples. We apply this methodology to analyze commercial and lab-made samples of a benchmark polymer and show that the samples differ both in the amount and in the types of structural defects.

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利用 MALDI-MS 和开源计算机软件自动分析同偶联缺陷
共轭有机聚合物在多种应用领域具有巨大的潜力,但其特性深受结构缺陷的影响,如单体单元的同偶联和意外端基。检测和/或量化这些缺陷需要复杂的实验技术,这阻碍了合成方案的优化和有关结构缺陷影响的基础研究。质谱法为检测这些缺陷提供了一种简单的方法,但对许多复杂的光谱进行手动分析非常繁琐,而且只能提供近似的结果。在这项工作中,我们开发了一种分析有机共聚物复杂质谱的计算方法。我们的方法可以像人类专家一样对光谱进行注释,并提供有关分配给每个离子的信号比例的定量信息。我们的方法基于开源的 Masserstein 算法,我们对该算法进行了修改,以处理注释聚合物复杂质谱所需的大型参考谱库。我们开发了一种统计方法来分析定量注释,并比较不同样品之间聚合物链结构缺陷的统计分布。我们应用该方法分析了一种基准聚合物的商业样品和实验室样品,结果表明,不同样品在结构缺陷的数量和类型上都存在差异。
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来源期刊
CiteScore
5.50
自引率
9.40%
发文量
257
审稿时长
1 months
期刊介绍: The Journal of the American Society for Mass Spectrometry presents research papers covering all aspects of mass spectrometry, incorporating coverage of fields of scientific inquiry in which mass spectrometry can play a role. Comprehensive in scope, the journal publishes papers on both fundamentals and applications of mass spectrometry. Fundamental subjects include instrumentation principles, design, and demonstration, structures and chemical properties of gas-phase ions, studies of thermodynamic properties, ion spectroscopy, chemical kinetics, mechanisms of ionization, theories of ion fragmentation, cluster ions, and potential energy surfaces. In addition to full papers, the journal offers Communications, Application Notes, and Accounts and Perspectives
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