Improved multivariate quantification of plastic particles in human blood using non-targeted pyrolysis GC-MS

IF 11.3 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Journal of Hazardous Materials Pub Date : 2025-06-05 Epub Date: 2025-02-11 DOI:10.1016/j.jhazmat.2025.137584
Wilco Nijenhuis , Kas J. Houthuijs , Marthinus Brits , Martin J.M. van Velzen , Sicco H. Brandsma , Marja H. Lamoree , Frederic M. Béen
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Abstract

Accurate analytical methods are crucial to assess human exposure to micro- and nanoplastics (MNPs). Quantitative pyrolysis-gas chromatography coupled with mass spectrometry (Py-GC-MS) has recently been used for quantifying MNPs in human blood. However, pyrolysis introduces complex effects such as secondary reactions between matrix compounds and polymers. This work introduces a non-targeted and multivariate approach to improve the identification and quantification of polyethylene (PE), poly(vinyl chloride) (PVC) and polyethylene terephthalate (PET). After spiking of extracted blood samples, PARADISe was used for componentization and integration of 417 features detected with Py-GC-MS. Quantification based on multivariate calibration models demonstrated a superior performance when compared to univariate regression. Feature selection approaches were used to identify optimal feature subsets, which reduced quantification errors by 30 % for PE, 10 % for PVC and 38 % for PET. In addition, chemical insight into pyrolysis processes was obtained by studying the matrix effects (MEs) of blood. The pyrolysis of PE and PVC appeared to be minimally affected (MEs = 81–154 %), while PET exhibited complex interactions with the matrix (MEs = 40–9031 %), impacting its quantification accuracy. In conclusion, this research highlights the importance of accounting for secondary effects during pyrolysis and introduces a multivariate approach for more accurate and robust quantification of MNPs in blood.

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改进的非靶向热解气相色谱-质谱法对人体血液中塑料颗粒的多变量定量分析
准确的分析方法对于评估人体暴露于微和纳米塑料(MNPs)至关重要。定量热解-气相色谱-质谱联用(Py-GC-MS)最近被用于定量人血液中的MNPs。然而,热解引入了复杂的效应,如基质化合物和聚合物之间的二次反应。本文介绍了一种非目标和多变量方法来改进聚乙烯(PE)、聚氯乙烯(PVC)和聚对苯二甲酸乙二醇酯(PET)的鉴定和定量。对提取的血样进行峰化处理后,PARADISe被用于对Py-GC-MS检测到的417个特征进行组化和整合。与单变量回归相比,基于多变量校准模型的量化显示出优越的性能。特征选择方法用于识别最优特征子集,将PE的量化误差降低了30%,PVC的量化误差降低了10%,PET的量化误差降低了38%。此外,通过研究血液的基质效应(MEs),获得了对热解过程的化学见解。PE和PVC的热解受影响最小(MEs=81% ~ 154%),而PET与基体的相互作用复杂(MEs=40% ~ 9031%),影响了其定量精度。总之,本研究强调了考虑热解过程中次生效应的重要性,并引入了一种多变量方法,以更准确、更稳健地定量血液中MNPs。
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来源期刊
Journal of Hazardous Materials
Journal of Hazardous Materials 工程技术-工程:环境
CiteScore
25.40
自引率
5.90%
发文量
3059
审稿时长
58 days
期刊介绍: The Journal of Hazardous Materials serves as a global platform for promoting cutting-edge research in the field of Environmental Science and Engineering. Our publication features a wide range of articles, including full-length research papers, review articles, and perspectives, with the aim of enhancing our understanding of the dangers and risks associated with various materials concerning public health and the environment. It is important to note that the term "environmental contaminants" refers specifically to substances that pose hazardous effects through contamination, while excluding those that do not have such impacts on the environment or human health. Moreover, we emphasize the distinction between wastes and hazardous materials in order to provide further clarity on the scope of the journal. We have a keen interest in exploring specific compounds and microbial agents that have adverse effects on the environment.
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