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基于机器学习的聚类分析,以探究先天性心脏病婴儿医疗器械中双酚A和邻苯二甲酸盐的暴露情况。

A Machine Learning-Based Clustering Analysis to Explore Bisphenol A and Phthalate Exposure from Medical Devices in Infants with Congenital Heart Defects.

作者信息

Chou Wei-Chun, Gaynor J William, Graham Eric M, Klepczynski Brenna, Walker Tia, Coker Eric S, Ittenbach Richard F, Lin Zhoumeng

机构信息

Department of Environmental and Global Health, College of Public Health and Health Professions, University of Florida, Gainesville, Florida, USA.

Center for Environmental and Human Toxicology, University of Florida, Gainesville, Florida, USA.

出版信息

Environ Health Perspect. 2025 Jun;133(6):67016. doi: 10.1289/EHP15034. Epub 2025 Jun 18.

DOI:10.1289/EHP15034
PMID:40338266
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12176096/
Abstract

BACKGROUND

Plastic-containing medical devices are commonly used in critical care units and other patient care settings. Patients are often exposed to xenobiotic agents that are leached out from plastic-containing medical devices, including bisphenol A (BPA) and phthalates. Given the potential health implications, there is an urgent need for a comprehensive understanding of this exposure.

OBJECTIVES

This multi-institutional study aimed to determine the time-dependent concentrations and analyze the exposure patterns of bisphenol A (BPA) and phthalate metabolites in urine obtained from infants with congenital heart defects (CHD) undergoing cardiac surgery during the perioperative period.

METHODS

We collected daily urine samples from infants with CHD undergoing cardiac surgery during the perioperative period (from birth to 21 d) and measured BPA, di(2-ethylhexyl)phthalate (DEHP) metabolites (MEHP, MEHHP, MEOHP, MECPP), and non-DEHP phthalate metabolites (MBP, MBzP, MMP, MEP, MCPP) using ultra-high-performance liquid chromatography-tandem mass spectrometry. Machine learning-based cluster analysis was utilized to analyze these time-dependent data.

RESULTS

Utilizing a machine learning-based clustering approach, six distinct clustering groups were identified among infants exhibiting similar time-series toxicokinetic exposure patterns. These distinct clustering groups correlated with the utilization of extracorporeal membrane oxygenation (ECMO) and cardiopulmonary bypass (CPB), as well as the intensity of medical care. Notably, clustering groups associated with ECMO use demonstrated elevated levels of urinary BPA and DEHP metabolites compared to those without ECMO use, a trend not observed with non-DEHP metabolites. Moreover, peak concentrations in toxicokinetic profiles were associated with intensity of medical care.

DISCUSSION

Our findings suggest that dynamic changes of urinary BPA and DEHP metabolites corresponded to the type and number of medical devices used in infants. Further studies are needed to investigate the potential toxicological risks of infants with CHD undergoing cardiac surgery exposed to these chemicals in medical devices. https://doi.org/10.1289/EHP15034.

摘要

背景

含塑料的医疗设备常用于重症监护病房和其他患者护理环境。患者经常接触从含塑料的医疗设备中浸出的外源性物质,包括双酚A(BPA)和邻苯二甲酸盐。鉴于其对健康的潜在影响,迫切需要全面了解这种接触情况。

目的

这项多机构研究旨在确定围手术期接受心脏手术的先天性心脏病(CHD)婴儿尿液中双酚A(BPA)和邻苯二甲酸酯代谢物的时间依赖性浓度,并分析其接触模式。

方法

我们收集了围手术期(从出生到21天)接受心脏手术的CHD婴儿的每日尿液样本,并使用超高效液相色谱-串联质谱法测量BPA、邻苯二甲酸二(2-乙基己基)酯(DEHP)代谢物(MEHP、MEHHP、MEOHP、MECPP)和非DEHP邻苯二甲酸酯代谢物(MBP、MBzP、MMP、MEP、MCPP)。利用基于机器学习的聚类分析来分析这些时间依赖性数据。

结果

采用基于机器学习的聚类方法,在表现出相似时间序列毒代动力学接触模式的婴儿中识别出六个不同的聚类组。这些不同的聚类组与体外膜肺氧合(ECMO)和体外循环(CPB)的使用以及医疗护理强度相关。值得注意的是,与使用ECMO相关的聚类组与未使用ECMO的组相比,尿液中BPA和DEHP代谢物水平升高,而非DEHP代谢物未观察到这种趋势。此外,毒代动力学曲线中的峰值浓度与医疗护理强度相关。

讨论

我们的研究结果表明,尿液中BPA和DEHP代谢物的动态变化与婴儿使用的医疗设备类型和数量相对应。需要进一步研究以调查接受心脏手术的CHD婴儿接触医疗设备中这些化学物质的潜在毒理学风险。https://doi.org/10.1289/EHP15034。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/9d6c3127ce5d/ehp15034_f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/bd7d6c389c7f/ehp15034_f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/9c02884bce42/ehp15034_f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/f879c7bb35eb/ehp15034_f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/9d6c3127ce5d/ehp15034_f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/bd7d6c389c7f/ehp15034_f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/9c02884bce42/ehp15034_f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/f879c7bb35eb/ehp15034_f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f335/12176096/9d6c3127ce5d/ehp15034_f4.jpg

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本文引用的文献

1
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Transfusion. 2024 May;64(5):808-823. doi: 10.1111/trf.17821. Epub 2024 Apr 8.
2
Ongoing exposure to endocrine disrupting phthalates and alternative plasticizers in neonatal intensive care unit patients.在新生儿重症监护病房患者中持续接触内分泌干扰性邻苯二甲酸酯和替代增塑剂。
Environ Int. 2024 Apr;186:108605. doi: 10.1016/j.envint.2024.108605. Epub 2024 Mar 28.
3
Development, testing, parameterisation, and calibration of a human PBPK model for the plasticiser, di-(2-ethylhexyl) terephthalate (DEHTP) using , and human biomonitoring data.
利用[具体内容]和人体生物监测数据,开发、测试、参数化并校准用于增塑剂对苯二甲酸二(2-乙基己基)酯(DEHTP)的人体生理药代动力学(PBPK)模型。
Front Pharmacol. 2023 Feb 20;14:1140852. doi: 10.3389/fphar.2023.1140852. eCollection 2023.
4
Medical devices used in NICU: The main source of plasticisers' exposure of newborns.NICU 中使用的医疗设备:新生儿接触塑化剂的主要来源。
Sci Total Environ. 2023 Feb 1;858(Pt 3):159994. doi: 10.1016/j.scitotenv.2022.159994. Epub 2022 Nov 8.
5
Unravelling sex-specific BPA toxicokinetics in children using a pediatric PBPK model.使用儿科生理药代动力学(PBPK)模型解析儿童中双酚A(BPA)的性别特异性毒代动力学。
Environ Res. 2022 Dec;215(Pt 1):114074. doi: 10.1016/j.envres.2022.114074. Epub 2022 Aug 19.
6
Phasing out DEHP from plastic indwelling medical devices used for intensive care: Does it reduce the long-term attention deficit of critically ill children?淘汰用于重症监护的塑料留置医疗器械中的邻苯二甲酸二(2-乙基己基)酯:这是否会降低危重病儿童的长期注意力缺陷?
Environ Int. 2022 Jan;158:106962. doi: 10.1016/j.envint.2021.106962. Epub 2021 Nov 2.
7
Human biomonitoring initiative (HBM4EU): Human biomonitoring guidance values (HBM-GVs) derived for bisphenol A.人类生物监测计划(HBM4EU):双酚 A 相关的人类生物监测指导值(HBM-GVs)。
Environ Int. 2021 Sep;154:106563. doi: 10.1016/j.envint.2021.106563. Epub 2021 Apr 23.
8
A Review of Recent Studies on Bisphenol A and Phthalate Exposures and Child Neurodevelopment.双酚A和邻苯二甲酸酯暴露与儿童神经发育的近期研究综述
Int J Environ Res Public Health. 2021 Mar 30;18(7):3585. doi: 10.3390/ijerph18073585.
9
The European Human Biomonitoring Initiative (HBM4EU): Human biomonitoring guidance values for selected phthalates and a substitute plasticizer.欧洲人类生物监测计划(HBM4EU):选定邻苯二甲酸酯和替代增塑剂的人体生物监测指导值。
Int J Hyg Environ Health. 2021 May;234:113722. doi: 10.1016/j.ijheh.2021.113722. Epub 2021 Mar 9.
10
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