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使用提取的基质辅助激光解吸电离飞行时间质谱(MALDI-TOF-MS)峰分布特征对乙氧基化聚合物产品进行化学计量分析。

Chemometric analysis of ethoxylated polymer products using extracted MALDI-TOF-MS peak distribution features.

作者信息

Dickinson Elizabeth, Cawthorne Richard N, Dodds Peter, Atkinson Graham M, García Thomas Pablo F, Jones Lucy, Crosbie Molly, Cook Janet, Wilson Julie

机构信息

Department of Mathematics, University of York, Heslington, York, United Kingdom.

Croda Europe Ltd, Goole, East Yorkshire, United Kingdom.

出版信息

PLoS One. 2025 Jul 16;20(7):e0328462. doi: 10.1371/journal.pone.0328462. eCollection 2025.

Abstract

MALDI-TOF MS (matrix-assisted laser desorption/ionization time-of-flight mass spectrometry) of ethoxylate products produces spectra with distributions of regularly spaced peaks resulting from the addition of monomer units of ethylene oxide to the oligomer. We show that overlapping peak distributions from the different ethoxylated constituents of natural raw materials can be resolved, so that features of the individual distributions (m/z at distribution maximum, intensity at the distribution maximum, width of the distribution at half height, and ratio of the distribution to the major peak distribution) can be extracted and used with statistical pattern recognition techniques to study ethoxylated products. Crucially, we weight the extracted features, so that features from a distribution with a high ratio to the main distribution are given more importance ('ratio-scaled'). We exemplify the method by characterizing the structural variation between types of compositionally diverse Polysorbate 80, PEG castor oil and Oleth-20, and compare the chemometric analysis using our extracted features with analysis of the full spectra. We demonstrate that using ratio-scaled extracted features gives superior results to the full spectrum, both in terms of identifying subtle compositional differences that would otherwise be missed, and in interpretability. Importantly, the integrated auto-assignment of peak distributions to possible compounds allows the results to be reported in terms of the most abundant oligomers of the raw material constituents. This simplification facilitates interpretation of the results and allows the comparison of closely related products.

摘要

乙氧基化物产品的基质辅助激光解吸/电离飞行时间质谱(MALDI-TOF MS)产生的光谱具有规则间隔的峰分布,这是由于环氧乙烷单体单元添加到低聚物中所致。我们表明,可以解析天然原料中不同乙氧基化成分的重叠峰分布,从而能够提取各个分布的特征(分布最大值处的m/z、分布最大值处的强度、半高宽处的分布宽度以及该分布与主峰分布的比率),并将其用于统计模式识别技术来研究乙氧基化产品。至关重要的是,我们对提取的特征进行加权,使得与主要分布比率高的分布的特征被赋予更大的权重(“比率缩放”)。我们通过表征成分多样的聚山梨醇酯80、聚乙二醇蓖麻油和油醇聚醚-20之间的结构差异来举例说明该方法,并将使用我们提取的特征进行的化学计量分析与全光谱分析进行比较。我们证明,使用比率缩放提取的特征在识别否则会被遗漏的细微成分差异以及可解释性方面都比全光谱产生更好的结果。重要的是,将峰分布自动分配到可能的化合物的整合方式使得结果能够以原料成分中最丰富的低聚物来报告。这种简化便于结果的解释,并允许对密切相关的产品进行比较。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e97f/12266461/9342432a9f7a/pone.0328462.g001.jpg

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