揭示空气中微塑料的系统性影响:将呼吸组学和机器学习与双组织转录组学相结合

IF 11.3 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL
Siwei Chen , Longfa Fang , Teng Yang , Zhen Li , Mo Zhang , Meng Wang , Ting Lan , Jiawei Dong , Zhongbing Lu , Qirun Li , Yinwei Luo , Bo Yang
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引用次数: 0

摘要

空气传播的微塑料(MPs)在吸入后会造成严重的呼吸和全身健康风险;然而,目前的评估方法仍然不足。本研究将呼吸组学和转录组学结合起来,建立了一种非侵入性的方法来评估mp对肺和心脏的损伤。将C57BL/6小鼠暴露于聚苯乙烯MPs (0.1 μm、2 μm和10 μm)中,采用光诱导结合电离飞行时间质谱法分析其呼出的挥发性有机化合物(VOCs)。机器学习算法识别出硫化氢、丙酮、丙烯醛、丙腈和丁腈是关键的VOC生物标志物,将MP暴露与氧化应激和代谢失调联系起来。转录组学分析进一步揭示了肺和心脏组织中显著的基因表达改变,暗示免疫失调、代谢紊乱和心功能障碍。在组织学和免疫组织化学验证的支持下,通路富集分析证实了肺部炎症和心脏损伤。通过将呼出生物标志物分析与转录组学见解相结合,本研究推进了mp相关健康影响的无创检测策略,为公共健康监测和早期诊断提供了有价值的前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Unveiling the systemic impact of airborne microplastics: Integrating breathomics and machine learning with dual-tissue transcriptomics

Unveiling the systemic impact of airborne microplastics: Integrating breathomics and machine learning with dual-tissue transcriptomics
Airborne microplastics (MPs) pose significant respiratory and systemic health risks upon inhalation; however, current assessment methods remain inadequate. This study integrates breathomics and transcriptomics to establish a non-invasive approach for evaluating MP-induced damage to the lungs and heart. C57BL/6 mice were exposed to polystyrene MPs (0.1 μm, 2 μm, and 10 μm), and their exhaled volatile organic compounds (VOCs) were analyzed using photoinduced associative ionization time-of-flight mass spectrometry. Machine learning algorithms identified hydrogen sulfide, acetone, acrolein, propionitrile, and butyronitrile as key VOC biomarkers, linking MP exposure to oxidative stress and metabolic dysregulation. Transcriptomic analysis further revealed significant gene expression alterations in pulmonary and cardiac tissues, implicating immune dysregulation, metabolic disturbance, and cardiac dysfunction. Pathway enrichment analysis, supported by histological and immunohistochemical validation, confirmed pulmonary inflammation and cardiac injury. By integrating exhaled biomarker profiling with transcriptomic insights, this study advances non-invasive detection strategies for MP-related health effects, offering valuable prospects for public health monitoring and early diagnosis.
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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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