中国城市道路灰尘重金属污染的多维异质性解析:基于地域、城市规模与职能的Meta分析
Multidimensional Heterogeneity Analysis of Heavy Metal Pollution in Road Dust across Chinese Cities: A Meta-Analysis Based on Region, Scale, and Function
DOI: 10.12677/aep.2026.164050, PDF,    科研立项经费支持
作者: 宋 利:湖南科技大学资源环境与安全工程学院,湖南 湘潭;张 勇*:湖南科技大学地球科学与空间信息工程学院,湖南 湘潭
关键词: 道路灰尘重金属污染Meta分析Road Dust Heavy Metal Pollution Meta-Analysis
摘要: 城市快速发展使中国道路灰尘重金属污染愈加凸显,已严重影响城市居民健康。尽管道路灰尘污染研究受到广泛关注,但现有研究多局限于单一城市或相邻城市,缺乏全国尺度、跨区域、跨城市类型的系统整合和评估。该研究基于中国知网(CNKI)和Web of Science数据库2000~2024年间发表的61篇文献,采用Meta分析方法,系统评估了中国城市道路灰尘中Cr、Cd、Cu、Pb、Zn、Ni六种重金属的污染特征,并从地域、城市规模和城市职能三个维度进行异质性解析。结果表明,六种重金属的合并效应值均显著高于土壤背景值(95%置信区间均不包含0),其中Cd的增幅最为突出,达1386.46%。亚组分析显示,东北地区Cd污染最重,西部地区Pb和Zn污染突出,东部地区呈现多种重金属复合污染特征;中小型城市污染水平普遍高于大城市和特大城市,而资源能源型和制造业城市重金属污染程度明显高于服务业城市。发表偏倚检验显示结果具有较好的稳健性。该研究为识别我国城市道路灰尘重金属污染的空间分异特征及制定差异化治理策略提供了科学依据。
Abstract: The rapid urbanization in China has exacerbated heavy metal pollution in road dust, posing a growing threat to the health of urban residents. Although road dust pollution has received extensive research attention, existing studies are largely confined to single cities or adjacent urban areas, leaving a gap in systematic integration and assessment at the national scale across regions and city types. Based on 61 peer-reviewed articles published between 2000 and 2024 in the CNKI and Web of Science databases, this study employed a meta-analytic approach to systematically evaluate the pollution characteristics of six heavy metals (Cr, Cd, Cu, Pb, Zn, and Ni) in road dust across Chinese cities. Heterogeneity was further analyzed from three dimensions: geographical region, urban scale, and urban function. The results showed that the pooled effect sizes of all six heavy metals were significantly higher than the corresponding soil background values (95% confidence intervals did not include zero), with Cd exhibiting the most pronounced increase of 1386.46%. Subgroup analysis revealed that Cd pollution was most severe in Northeast China, Pb and Zn pollution were prominent in Western China, and Eastern China displayed a multi-metal contamination pattern. In terms of urban scale, small and medium-sized cities generally exhibited higher pollution levels than large cities and megacities. Functionally, resource-based and manufacturing cities showed significantly higher heavy metal accumulation compared to service-oriented cities. Publication bias tests indicated that the results were robust. This study provides a scientific basis for identifying spatial heterogeneity in heavy metal pollution in urban road dust and for formulating differentiated pollution control strategies in Chinese cities.
文章引用:宋利, 张勇. 中国城市道路灰尘重金属污染的多维异质性解析:基于地域、城市规模与职能的Meta分析[J]. 环境保护前沿, 2026, 16(4): 501-512. https://doi.org/10.12677/aep.2026.164050

参考文献

[1] 孙晓, 刘旭升, 李锋, 等. 中国不同规模城市可持续发展综合评价[J]. 生态学报, 2016, 36(17): 5590-5600.
[2] Ma, Y.Y., Zhang, Y. and Song, L. (2025) Ecological and Health Risk Assessment and Anthropogenic Sources Analysis of Heavy Metals in Different Types of Urban Road Dust. Process Safety and Environmental Protection, 195, Article 106813. [Google Scholar] [CrossRef
[3] 何安恩, 解姣姣, 苑春刚. 大气颗粒物重金属形态分析[J]. 化学进展, 2021, 33(9): 1627-1647.
[4] 张春玲, 许新兵, 任小娜, 等. 城市地表灰尘的概念及其研究现状分析[J]. 环境科学与管理, 2016, 41(2): 21-24.
[5] Zhang, J., Gu, H., Chen, S., Ai, W., Dang, Y., Ai, S., et al. (2023) Assessment of Heavy Metal Pollution and Preschool Children Health Risk in Urban Street Dusts from Different Functional Areas in a Typical Industrial and Mining City, NW China. Environmental Geochemistry and Health, 45, 7199-7214. [Google Scholar] [CrossRef] [PubMed]
[6] Chen, W., Zhang, X., Zhang, J., Duan, N., Gong, X., Liu, S., et al. (2022) Characteristics, Sources and Health Risk of Heavy Metals in Road Dust in the Typical County Town, Central China. Applied Sciences, 12, Article 12958. [Google Scholar] [CrossRef
[7] Men, C., Liu, R., Wang, Q., Guo, L. and Shen, Z. (2018) The Impact of Seasonal Varied Human Activity on Characteristics and Sources of Heavy Metals in Metropolitan Road Dusts. Science of the Total Environment, 637, 844-854. [Google Scholar] [CrossRef] [PubMed]
[8] Han, Q., Wang, M., Xu, X., Li, M., Liu, Y., Zhang, C., et al. (2023) Health Risk Assessment of Heavy Metals in Road Dust from the Fourth-Tier Industrial City in Central China Based on Monte Carlo Simulation and Bioaccessibility. Ecotoxicology and Environmental Safety, 252, Article 114627. [Google Scholar] [CrossRef] [PubMed]
[9] Wang, Q., Lu, X. and Pan, H. (2016) Analysis of Heavy Metals in the Re-Suspended Road Dusts from Different Functional Areas in Xi’an, China. Environmental Science and Pollution Research, 23, 19838-19846. [Google Scholar] [CrossRef] [PubMed]
[10] Zhong, P., Zhang, J., Xu, D., Tian, Q., Hu, T., Gong, X., et al. (2020) Contamination Characteristics of Heavy Metals in Particle Size Fractions from Street Dust from an Industrial City, Central China. Air Quality, Atmosphere & Health, 13, 871-883. [Google Scholar] [CrossRef
[11] 沈墨海, 孙丽芳, 张亚洁, 等. 河南省若干城市道路灰尘的重金属污染特征[J]. 环境科学与技术, 2018, 41(S2): 117-123.
[12] Fan, P., Lu, X.W., Yu, B., et al. (2022) Spatial Distribution, Risk Estimation and Source Apportionment of Potentially Toxic Metal(loid)s in Resuspended Megacity Street Dust. Environment International, 160, Article 107073. [Google Scholar] [CrossRef] [PubMed]
[13] Yuan, X., An, T., Hu, B. and Zhou, J. (2023) Analysis of Spatial Distribution Characteristics and Main Influencing Factors of Heavy Metals in Road Dust of Tianjin Based on Land Use Regression Models. Environmental Science and Pollution Research, 30, 837-848. [Google Scholar] [CrossRef] [PubMed]
[14] 晏利晶, 姜淼, 赵庆良, 等. 基于Meta分析的中国工矿业场地土壤重金属污染评价[J]. 环境科学研究, 2023, 36(1): 9-18.
[15] 董鑫, 胡浩然, 张晓晴, 等. 基于Meta分析的矿区周边土壤重金属污染特征及风险评价[J]. 地学前缘, 2024, 31(2): 93-102.
[16] Hansen, C., Steinmetz, H. and Block, J. (2022) How to Conduct a Meta-Analysis in Eight Steps: A Practical Guide. Management Review Quarterly, 72, 1-19. [Google Scholar] [CrossRef
[17] Zhang, X.J., Cheng, B. and Zhang, Y. (2022) A Hands-On Tutorial for Systematic Review and Meta-Analysis with Example Data Set and Codes. Journal of Speech, Language, and Hearing Research, 65, 3217-3238. [Google Scholar] [CrossRef] [PubMed]
[18] 方凤满, 林跃胜, 王海东, 等. 城市地表灰尘中重金属的来源、暴露特征及其环境效应[J]. 生态学报, 2011, 31(23): 7301-7310.
[19] Chen, R.H., Wang, B.Q., Wang, Z.B., et al. (2015) The Pollution Character Analysis and Risk Assessment for Metals in Dust and PM10 around Road from China. Biomedical and Environmental Sciences, 28, 44-56.
[20] Pustejovsky, J.E. (2018) Using Response Ratios for Meta-Analyzing Single-Case Designs with Behavioral Outcomes. Journal of School Psychology, 68, 99-112. [Google Scholar] [CrossRef] [PubMed]
[21] Nakagawa, S., Yang, Y., Macartney, E.L., Spake, R. and Lagisz, M. (2023) Quantitative Evidence Synthesis: A Practical Guide on Meta-Analysis, Meta-Regression, and Publication Bias Tests for Environmental Sciences. Environmental Evidence, 12, Article No. 8. [Google Scholar] [CrossRef] [PubMed]
[22] 国家环境保护局, 中国环境监测总站. 中国土壤元素背景值[M]. 北京: 中国环境科学出版社, 1990.
[23] Rose, M.T., Patti, A.F., Little, K.R., Brown, A.L., Jackson, W.R. and Cavagnaro, T.R. (2014) A Meta-Analysis and Review of Plant-Growth Response to Humic Substances: Practical Implications for Agriculture. In: Advances in Agronomy, Elsevier, 37-89. [Google Scholar] [CrossRef
[24] Halme, A.L.E., McAlpine, K. and Martini, A. (2023) Fixed-Effect versus Random-Effects Models for Meta-Analyses: Random-Effects Models. European Urology Focus, 9, 693-694. [Google Scholar] [CrossRef] [PubMed]
[25] Nakagawa, S., Lagisz, M., Jennions, M.D., Koricheva, J., Noble, D.W.A., Parker, T.H., et al. (2022) Methods for Testing Publication Bias in Ecological and Evolutionary Meta-Analyses. Methods in Ecology and Evolution, 13, 4-21. [Google Scholar] [CrossRef
[26] Lin, L. and Chu, H. (2017) Quantifying Publication Bias in Meta-Analysis. Biometrics, 74, 785-794. [Google Scholar] [CrossRef] [PubMed]
[27] Lin, L., Chu, H., Murad, M.H., Hong, C., Qu, Z., Cole, S.R., et al. (2018) Empirical Comparison of Publication Bias Tests in Meta-Analysis. Journal of General Internal Medicine, 33, 1260-1267. [Google Scholar] [CrossRef] [PubMed]
[28] Rosenberg, M.S. (2005) The File-Drawer Problem Revisited: A General Weighted Method for Calculating Fail-Safe Numbers in Meta-Analysis. Evolution, 59, 464-468. [Google Scholar] [CrossRef] [PubMed]
[29] 曹广忠, 彭荣熙, 刘涛. 2000~2020年中国城市职能特征及其演变[J]. 城市规划, 2025, 49(5): 28-39.
[30] Wang, Y., Zhang, Y., Schauer, J.J., de Foy, B., Guo, B. and Zhang, Y. (2016) Relative Impact of Emissions Controls and Meteorology on Air Pollution Mitigation Associated with the Asia-Pacific Economic Cooperation (APEC) Conference in Beijing, China. Science of the Total Environment, 571, 1467-1476. [Google Scholar] [CrossRef] [PubMed]
[31] Xiao, Q., Zong, Y., Malik, Z. and Lu, S. (2020) Source Identification and Risk Assessment of Heavy Metals in Road Dust of Steel Industrial City (Anshan), Liaoning, Northeast China. Human and Ecological Risk Assessment: An International Journal, 26, 1359-1378. [Google Scholar] [CrossRef
[32] Li, X., Yu, Y., Zheng, N., Wang, S., Sun, S., An, Q., et al. (2021) Exposure of Street Sweepers to Cadmium, Lead, and Arsenic in Dust Based on Variable Exposure Duration in Zinc Smelting District, Northeast China. Chemosphere, 272, Article 129850. [Google Scholar] [CrossRef] [PubMed]
[33] 李崇. 沈阳城市灰尘中金属的空间分布特征研究[D]: [硕士学位论文]. 沈阳: 辽宁大学, 2008.
[34] Li, N., Han, W., Tang, J., Bian, J., Sun, S. and Song, T. (2018) Pollution Characteristics and Human Health Risks of Elements in Road Dust in Changchun, China. International Journal of Environmental Research and Public Health, 15, Article 1843. [Google Scholar] [CrossRef] [PubMed]
[35] 覃成林, 张震, 贾善铭. 东部地区率先发展战略: 变迁、成效与新构想[J]. 北京工业大学学报(社会科学版), 2020, 20(4): 58-71.
[36] Wang, S., Wang, L., Huan, Y., Wang, R. and Liang, T. (2022) Concentrations, Spatial Distribution, Sources and Environmental Health Risks of Potentially Toxic Elements in Urban Road Dust across China. Science of the Total Environment, 805, Article 150266. [Google Scholar] [CrossRef] [PubMed]
[37] 李彩丹, 马骁, 毛宇翔, 等. 焦作市道路灰尘中重金属的污染评价与源解析[J]. 环境科学与技术, 2023, 46(S2): 150-157.
[38] Men, C., Liu, R., Xu, F., Wang, Q., Guo, L. and Shen, Z. (2018) Pollution Characteristics, Risk Assessment, and Source Apportionment of Heavy Metals in Road Dust in Beijing, China. Science of the Total Environment, 612, 138-147. [Google Scholar] [CrossRef] [PubMed]
[39] Wang, X.Y., Liu, E.F., Lin, Q., et al. (2020) Occurrence, Sources and Health Risks of Toxic Metal(loid)s in Road Dust from a Mega City (Nanjing) in China. Environmental Pollution, 263, Article 114518. [Google Scholar] [CrossRef] [PubMed]
[40] Yang, J., Teng, Y.G., Song, L.T., et al. (2016) Tracing Sources and Contamination Assessments of Heavy Metals in Road and Foliar Dusts in a Typical Mining City, China. PLOS ONE, 11, e0168528. [Google Scholar] [CrossRef] [PubMed]
[41] Acosta, J.A., Gabarrón, M., Faz, A., Martínez-Martínez, S., Zornoza, R. and Arocena, J.M. (2015) Influence of Population Density on the Concentration and Speciation of Metals in the Soil and Street Dust from Urban Areas. Chemosphere, 134, 328-337. [Google Scholar] [CrossRef] [PubMed]
[42] Trujillo-González, J.M., Torres-Mora, M.A., Keesstra, S., Brevik, E.C. and Jiménez-Ballesta, R. (2016) Heavy Metal Accumulation Related to Population Density in Road Dust Samples Taken from Urban Sites under Different Land Uses. Science of the Total Environment, 553, 636-642. [Google Scholar] [CrossRef] [PubMed]
[43] 周芳丽. 城市规模与环境污染: 规模效应还是拥挤效应——基于地级城市面板数据的实证分析[J]. 大连理工大学学报(社会科学版), 2020, 41(2): 34-41.
[44] 李佳佳, 罗能生. 城市规模对生态效率的影响及区域差异分析[J]. 中国人口·资源与环境, 2016, 26(2): 129-136.
[45] Zhu, Z., Li, Z., Bi, X., Han, Z. and Yu, G. (2013) Response of Magnetic Properties to Heavy Metal Pollution in Dust from Three Industrial Cities in China. Journal of Hazardous Materials, 246, 189-198. [Google Scholar] [CrossRef] [PubMed]
[46] 雷蕾, 陈玉成, 李章平, 等. 我国城市街道灰尘中重金属的成分分析[J]. 安全与环境学报, 2012, 12(2): 124-129.
[47] 张志彬, 龚玉琨. 城市规模扩张对环境相对污染强度的影响研究——基于285个城市面板数据的经验分析[J]. 河南牧业经济学院学报, 2022, 35(5): 13-21.
[48] 杨柳青青, 刘章生, 张麒. 中国城市人口集聚对城市生态效率的门槛效应研究[J]. 西南民族大学学报(人文社科版), 2019, 40(11): 153-157.
[49] He, Y., Peng, C., Zhang, Y., Guo, Z., Xiao, X. and Kong, L. (2023) Comparison of Heavy Metals in Urban Soil and Dust in Cities of China: Characteristics and Health Risks. International Journal of Environmental Science and Technology, 20, 2247-2258. [Google Scholar] [CrossRef
[50] 王硕, 蔡立梅, 王秋爽, 等. 中国城市地表灰尘中重金属的富集状况及空间分布特征[J]. 地理研究, 2018, 37(8): 1624-1640.
[51] Jiang, Y.F., Shi, L.P., Guang, A.L., et al. (2018) Contamination Levels and Human Health Risk Assessment of Toxic Heavy Metals in Street Dust in an Industrial City in Northwest China. Environmental Geochemistry and Health, 40, 2007-2020. [Google Scholar] [CrossRef] [PubMed]
[52] Han, X. and Lu, X. (2017) Spatial Distribution, Environmental Risk and Source of Heavy Metals in Street Dust from an Industrial City in Semi-Arid Area of China. Archives of Environmental Protection, 43, 10-19. [Google Scholar] [CrossRef
[53] Wang, H.Z., Cai, L.M., Wang, Q.S., et al. (2021) A Comprehensive Exploration of Risk Assessment and Source Quantification of Potentially Toxic Elements in Road Dust: A Case Study from a Large Cu Smelter in Central China. Catena, 196, Article 104930. [Google Scholar] [CrossRef
[54] Galjak, J., Đokić, J., Dervišević, I., Milentijević, G., Mojsić, M. and Živković, B. (2022) Assessment of Pollution and Distribution of Heavy Metals in the Soil near the Flotation Tailings Gornje Polje. Polish Journal of Environmental Studies, 31, 4097-4106. [Google Scholar] [CrossRef
[55] Mahmud, M. and Hasan, M.M. (2025) Assessment of Heavy Metal Contamination on Road Dust: A Case Study of Khulna City. Advances in Environmental and Engineering Research, 6, 1-13. [Google Scholar] [CrossRef
[56] Yang, S., Liu, J., Bi, X., Ning, Y., Qiao, S., Yu, Q., et al. (2020) Risks Related to Heavy Metal Pollution in Urban Construction Dust Fall of Fast-Developing Chinese Cities. Ecotoxicology and Environmental Safety, 197, Article 110628. [Google Scholar] [CrossRef] [PubMed]
[57] Liang, N.B., Zhang, C.B., Zhang, Y.Y., et al. (2025) Pollution Levels, Distribution Characteristics and Risk Assessment of Heavy Metals (HMs) in Road Dust in Major Cities of China. Journal of Hazardous Materials, 494, Article 138733. [Google Scholar] [CrossRef] [PubMed]
[58] 宁静, 范文娜, 王锋. 金融集聚、城市功能分工与碳减排[J]. 生态经济, 2024, 40(11): 13-22.