• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用水质指数和蒙特卡罗模拟在 R 软件中进行重金属污染的综合健康风险分析。

Comprehensive health risk analysis of heavy metal pollution using water quality indices and Monte Carlo simulation in R software.

机构信息

Department of Environmental Health Engineering, School of Medical Sciences, Behbahan Faculty of Medical Sciences, Behbahan, Iran.

Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran.

出版信息

Sci Rep. 2023 Sep 22;13(1):15817. doi: 10.1038/s41598-023-43161-3.

DOI:10.1038/s41598-023-43161-3
PMID:37740101
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10517167/
Abstract

Rapid urbanization, population growth, agricultural practices, and industrial activities have led to widespread groundwater contamination. This study evaluated heavy metal contamination in residential drinking water in Shiraz, Iran (2021). The analysis involved 80 groundwater samples collected across wet and dry seasons. Water quality was comprehensively assessed using several indices, including the heavy metals evaluation index (HEI), heavy metal pollution index (HPI), contamination degree (CD), and metal index (MI). Carcinogenic and non-carcinogenic risk assessments were conducted using deterministic and probabilistic approaches for exposed populations. In the non-carcinogenic risk assessment, the chronic daily intake (CDI), hazard quotient (HQ), and hazard index (HI) are employed. The precision of risk assessment was bolstered through the utilization of Monte Carlo simulation, executed using the R software platform. Based on the results, in both wet and dry seasons, Zinc (Zn) consistently demonstrates the highest mean concentration, followed by Manganese (Mn) and Chromium (Cr). During the wet and dry seasons, 25% and 40% of the regions exhibited high CD, respectively. According to non-carcinogenic risk assessment, Cr presents the highest CDI and HQ in children and adults, followed by Mn, As and HI values, indicating elevated risk for children. The highest carcinogenic risk was for Cr in adults, while the lowest was for Cd in children. The sensitivity analysis found that heavy metal concentration and ingestion rate significantly impact both carcinogenic and non-carcinogenic risks. These findings provide critical insights for shaping policy and allocating resources towards effectively managing heavy metal contamination in residential drinking water.

摘要

快速的城市化、人口增长、农业活动和工业活动导致地下水广泛受到污染。本研究评估了伊朗设拉子市居民饮用水中的重金属污染情况(2021 年)。分析涉及在湿季和干季采集的 80 个地下水样本。使用多个指数全面评估水质,包括重金属评估指数(HEI)、重金属污染指数(HPI)、污染程度(CD)和金属指数(MI)。使用确定性和概率方法对暴露人群进行致癌和非致癌风险评估。在非致癌风险评估中,使用慢性日摄入量(CDI)、危害商(HQ)和危害指数(HI)。通过使用 R 软件平台进行的蒙特卡罗模拟来提高风险评估的精度。结果表明,在湿季和干季,锌(Zn)的平均浓度始终最高,其次是锰(Mn)和铬(Cr)。在湿季和干季,分别有 25%和 40%的地区表现出高 CD。根据非致癌风险评估,铬(Cr)在儿童和成人中的 CDI 和 HQ 最高,其次是锰(Mn)、砷(As)和 HI 值,表明儿童面临较高的风险。成人的最高致癌风险来自 Cr,而儿童的最低致癌风险来自 Cd。敏感性分析发现重金属浓度和摄入率对致癌和非致癌风险有显著影响。这些发现为制定政策和分配资源以有效管理居民饮用水中的重金属污染提供了重要的参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/df932bc1f9b5/41598_2023_43161_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/1c9137338c75/41598_2023_43161_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/21f19eebdcdf/41598_2023_43161_Fig2a_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/f77ed87e483d/41598_2023_43161_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/a8e86fe5150f/41598_2023_43161_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/6d6498ae1598/41598_2023_43161_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/df932bc1f9b5/41598_2023_43161_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/1c9137338c75/41598_2023_43161_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/21f19eebdcdf/41598_2023_43161_Fig2a_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/f77ed87e483d/41598_2023_43161_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/a8e86fe5150f/41598_2023_43161_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/6d6498ae1598/41598_2023_43161_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7ac/10517167/df932bc1f9b5/41598_2023_43161_Fig6_HTML.jpg

相似文献

1
Comprehensive health risk analysis of heavy metal pollution using water quality indices and Monte Carlo simulation in R software.利用水质指数和蒙特卡罗模拟在 R 软件中进行重金属污染的综合健康风险分析。
Sci Rep. 2023 Sep 22;13(1):15817. doi: 10.1038/s41598-023-43161-3.
2
Comprehensive approach integrating water quality index and toxic element analysis for environmental and health risk assessment enhanced by simulation techniques.综合水质指数与有毒元素分析方法,结合模拟技术,用于加强环境与健康风险评估。
Environ Geochem Health. 2024 Aug 31;46(10):409. doi: 10.1007/s10653-024-02182-1.
3
Water quality and health risk assessment of heavy metals in groundwater of Ranbir Singh Pura tehsil of Jammu and Kashmir, India.印度查谟和克什米尔兰比尔辛格普拉县地下水重金属的水质和健康风险评估。
Environ Monit Assess. 2023 Aug 8;195(9):1026. doi: 10.1007/s10661-023-11620-z.
4
Bottled water safety evaluation: A comprehensive health risk assessment of oral exposure to heavy metals through deterministic and probabilistic approaches by Monte Carlo simulation.瓶装水安全评估:通过确定性和概率蒙特卡罗模拟方法对通过口腔接触重金属的综合健康风险评估。
Food Chem Toxicol. 2024 Mar;185:114492. doi: 10.1016/j.fct.2024.114492. Epub 2024 Feb 5.
5
New approach into human health risk assessment associated with heavy metals in surface water and groundwater using Monte Carlo Method.应用蒙特卡罗方法对地表水中重金属与人体健康风险评估的新方法。
Sci Rep. 2024 Jan 10;14(1):1008. doi: 10.1038/s41598-023-50000-y.
6
Advanced approach combines integrated weight water quality index and potential toxic elements for environmental and health risk assessment supported by simulation technique in Oued Souf, Algeria.先进方法结合综合权重水质指数和潜在有毒元素,用于阿尔及利亚瓦德苏夫地区基于模拟技术的环境与健康风险评估。
Sci Rep. 2024 Aug 1;14(1):17805. doi: 10.1038/s41598-024-68854-1.
7
Evaluation of water pollution monitoring for heavy metal contamination: A case study of Agodi Reservoir, Oyo State, Nigeria.尼日利亚奥约州阿戈迪水库重金属污染的水污染监测评估:案例研究。
Environ Monit Assess. 2022 Aug 16;194(10):675. doi: 10.1007/s10661-022-10326-y.
8
Application of Monte Carlo simulation for carcinogenic and non-carcinogenic risks assessment through multi-exposure pathways of heavy metals of river water and sediment, India.应用蒙特卡罗模拟评估河流水和沉积物中重金属的多暴露途径致癌和非致癌风险,印度。
Environ Geochem Health. 2023 Jun;45(6):3465-3486. doi: 10.1007/s10653-022-01421-7. Epub 2022 Nov 8.
9
The concentration of potentially toxic elements (PTEs) in drinking water from Shiraz, Iran: a health risk assessment of samples.伊朗设拉子饮用水中潜在有毒元素(PTEs)的浓度:样本的健康风险评估。
Environ Sci Pollut Res Int. 2023 Feb;30(9):23295-23311. doi: 10.1007/s11356-022-23535-2. Epub 2022 Nov 2.
10
Investigating the impacts of heavy metal(loid)s on ecology and human health in the lower basin of Hungary's Danube River: A Python and Monte Carlo simulation-based study.研究匈牙利多瑙河下游流域重金属(类)对生态和人类健康的影响:基于 Python 和蒙特卡罗模拟的研究。
Environ Geochem Health. 2023 Dec;45(12):9757-9784. doi: 10.1007/s10653-023-01769-4. Epub 2023 Oct 16.

引用本文的文献

1
Monte carlo simulation for evaluating spatial dynamics of toxic metals and potential health hazards in sebou basin surface water.用于评估塞布盆地地表水有毒金属空间动态及潜在健康危害的蒙特卡洛模拟
Sci Rep. 2025 Aug 12;15(1):29471. doi: 10.1038/s41598-025-15006-8.
2
An inclusive solution based on grey water footprint for performance evaluation of industrial wastewater treatment systems.基于灰水足迹的包容性解决方案用于工业废水处理系统的性能评估。
Sci Rep. 2025 Jul 2;15(1):23120. doi: 10.1038/s41598-025-08959-3.
3
Heavy metals in drinking water sources in northern Mexico: a review of concentrations and human health risks assessment.

本文引用的文献

1
Systematic analysis and prediction for disease burden of ovarian cancer attributable to hyperglycemia: a comparative study between China and the world from 1990 to 2019.高血糖所致卵巢癌疾病负担的系统分析与预测:1990年至2019年中国与世界的比较研究
Front Med (Lausanne). 2023 Apr 13;10:1145487. doi: 10.3389/fmed.2023.1145487. eCollection 2023.
2
Ecological risk assessment and heavy metals accumulation in agriculture soils irrigated with treated wastewater effluent, river water, and well water combined with chemical fertilizers.用经处理的废水、河水和井水与化肥混合灌溉的农业土壤中的生态风险评估及重金属积累
Heliyon. 2023 Mar 16;9(3):e14580. doi: 10.1016/j.heliyon.2023.e14580. eCollection 2023 Mar.
3
墨西哥北部饮用水源中的重金属:浓度综述与人体健康风险评估
J Water Health. 2025 Jun;23(6):684-700. doi: 10.2166/wh.2025.274. Epub 2025 May 13.
4
The Influence of Different Parameters for the Removal of Pb and Zn Ions on Unmodified Waste Eggshells.不同参数对未改性废蛋壳去除铅和锌离子的影响
Materials (Basel). 2025 Jun 13;18(12):2794. doi: 10.3390/ma18122794.
5
Health risk assessment of toxic elements in Kashan drinking water reservoirs using Monte Carlo simulation and sensitivity analysis.运用蒙特卡洛模拟和敏感性分析对卡尚饮用水库中有毒元素进行健康风险评估
Sci Rep. 2025 May 22;15(1):17806. doi: 10.1038/s41598-025-01847-w.
6
Environmental risk assessment for sustainable industrial urban development: The case of northern industrial zone of Pavlodar, Kazakhstan.可持续工业城市发展的环境风险评估:以哈萨克斯坦巴甫洛达尔北部工业区为例。
PLoS One. 2025 Apr 16;20(4):e0320835. doi: 10.1371/journal.pone.0320835. eCollection 2025.
7
Environmental Risk Assessment of Trace Metal Pollution: A Statistical Perspective.痕量金属污染的环境风险评估:统计学视角
Environ Geochem Health. 2025 Feb 28;47(4):94. doi: 10.1007/s10653-025-02405-z.
8
Assessment of Carcinogenic and non-carcinogenic risk indices of heavy metal exposure in different age groups using Monte Carlo Simulation Approach.使用蒙特卡罗模拟方法评估不同年龄组重金属暴露的致癌和非致癌风险指数。
Sci Rep. 2024 Dec 5;14(1):30319. doi: 10.1038/s41598-024-81109-3.
9
Occurrence of selected Covid-19 drugs in surface water resources: a review of their sources, pathways, receptors, fate, ecotoxicity, and possible interactions with heavy metals in aquatic ecosystems.地表水系统中选定的新冠病毒药物的出现:对其来源、途径、受体、命运、生态毒性以及与水生生态系统中重金属可能相互作用的综述。
Environ Geochem Health. 2024 Nov 28;47(1):3. doi: 10.1007/s10653-024-02293-9.
10
Assessment of heavy metal contamination in groundwater of rural areas of Kurdistan Province Iran: A comprehensive study.伊朗库尔德斯坦省农村地区地下水重金属污染评估:一项综合研究。
Heliyon. 2024 Oct 28;10(21):e39833. doi: 10.1016/j.heliyon.2024.e39833. eCollection 2024 Nov 15.
Investigation of health risk assessment and the effect of various irrigation water on the accumulation of toxic metals in the most widely consumed vegetables in Iran.
调查伊朗最常食用的蔬菜中健康风险评估和各种灌溉水对有毒金属积累的影响。
Sci Rep. 2022 Dec 2;12(1):20806. doi: 10.1038/s41598-022-25101-9.
4
An ontology-based study on water quality: probabilistic risk assessment of exposure to fluoride and nitrate in Shiraz drinking water, Iran using fuzzy multi-criteria group decision-making models.基于本体的水质研究:伊朗设拉子饮用水中氟化物和硝酸盐暴露的概率风险评估,使用模糊多准则群体决策模型。
Environ Monit Assess. 2022 Oct 26;195(1):35. doi: 10.1007/s10661-022-10664-x.
5
Carcinogenic and non-carcinogenic human health risk assessments of heavy metals contamination in drinking water supplies in Iran: a systematic review.伊朗饮用水中重金属污染的致癌和非致癌人类健康风险评估:系统评价。
Rev Environ Health. 2022 Oct 3;39(1):91-100. doi: 10.1515/reveh-2022-0060. Print 2024 Mar 25.
6
Accumulation and human health risk assessment of nitrate in vegetables irrigated with different irrigation water sources- transfer evaluation of nitrate from soil to vegetables.不同灌溉水源对蔬菜中硝酸盐积累及人体健康风险评估——硝酸盐从土壤向蔬菜转移的评价。
Environ Res. 2022 Apr 1;205:112527. doi: 10.1016/j.envres.2021.112527. Epub 2021 Dec 7.
7
Distribution, source and health risk assessment based on the Monte Carlo method of heavy metals in shallow groundwater in an area affected by mining activities, China.基于蒙特卡罗方法的中国某矿业活动影响地区浅层地下水中重金属的分布、来源及健康风险评估
Ecotoxicol Environ Saf. 2021 Aug 19;224:112679. doi: 10.1016/j.ecoenv.2021.112679.
8
Water quality evaluation and non-cariogenic risk assessment of exposure to nitrate in groundwater resources of Kamyaran, Iran: spatial distribution, Monte-Carlo simulation, and sensitivity analysis.伊朗卡米亚兰地下水资源中硝酸盐暴露的水质评价与非致癌风险评估:空间分布、蒙特卡罗模拟和敏感性分析
J Environ Health Sci Eng. 2021 May 26;19(1):1117-1131. doi: 10.1007/s40201-021-00678-x. eCollection 2021 Jun.
9
Human health risk assessment of trace elements in drinking tap water in Zahedan city, Iran.伊朗扎黑丹市自来水微量元素的人体健康风险评估
J Environ Health Sci Eng. 2019 Dec 20;17(2):1163-1169. doi: 10.1007/s40201-019-00430-6. eCollection 2019 Dec.
10
Contamination zoning and health risk assessment of trace elements in groundwater through geostatistical modelling.地下水微量元素的污染分区和健康风险评估:地质统计建模方法。
Ecotoxicol Environ Saf. 2020 Feb;189:110038. doi: 10.1016/j.ecoenv.2019.110038. Epub 2019 Dec 4.