Skip to main content

Advertisement

Log in

Ambient PM2.5 components and prevalence of chronic kidney disease: a nationwide cross-sectional survey in China

  • Original Article
  • Published:
Environmental Geochemistry and Health Aims and scope Submit manuscript

Abstract

Objectives

Chronic kidney disease (CKD) is a global public health concern, and accumulating evidence has indicated that air pollution increases the odds of CKD. However, a limited number of studies have examined the long-term effects of ambient fine particulate matter (PM2.5) components on the risk of CKD among general population; thus, major knowledge gaps remain.

Methods

Using data from a nationwide representative cross-sectional survey in China and a validated PM2.5 composition dataset, we established generalized linear models to quantify the association between five major components of PM2.5 and CKD prevalence.

Results

There were significant associations between long-term exposure to three PM2.5 components [including black carbon (BC), sulfate (SO42−), organic matter (OM)] and increased odds of CKD prevalence. Along with an interquartile range (IQR) increment in BC (3.3 μg/m3), SO42− (9.7 μg/m3), and OM (16.2 μg/m3) at a 4-year moving average, the odds ratios (ORs) for CKD prevalence were 1.28 (95% CI 1.07, 1.54), 1.23 (95% CI 1.03, 1.45), and 1.23 (95% CI 1.02, 1.47), respectively. We did not detect any significant association of the other two PM2.5 components [nitrate (NO3) or ammonium (NH4+)] with CKD prevalence. Stratified analyses revealed no differences (P ≥ 0.05) in the effect estimates of subgroups based on administrative region, sex, age, and other demographic characteristics. For instance, along with an IQR increment in BC at a 4-year moving average, the ORs of CKD prevalence among males and females were 1.30 (95% CI 0.98, 1.73) and 1.29 (95% CI 1.01, 1.65), respectively. The odds of CKD were generally higher with increasing PM2.5 composition concentration.

Conclusions

Our study demonstrated that long-term exposure to specific PM2.5 components including BC, SO42−, and OM increased CKD risk in the general population. This study could provide new insights into source-directed PM2.5 control and CKD prevention.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Data availability

The datasets generated and/or analyzed during the current study are not publicly available but are available from the corresponding author on reasonable request.

References

  • Bandpi, A. M., Eslami, A., Ghaderpoori, M., Shahsavani, A., Mohammadi, A. A., Morovati, M., Gholampoor, Y., Jeihooni, A. K., Ghaderpoury, A., Parseh, I., Alinejad, A., & Sadeghi, S. (2020). Characteristics and sources of water-soluble ionic associated with PM2.5 particles and cytotoxicity effects using MTT assay in Tehran Iran. Urban Climate, 32, 100612.

    Article  Google Scholar 

  • Bowe, B., Artimovich, E., Xie, Y., Yan, Y., Cai, M., & Al-Aly, Z. (2020). The global and national burden of chronic kidney disease attributable to ambient fine particulate matter air pollution: A modelling study. BMJ Global Health, 5, e002063.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bowe, B., Xie, Y., Li, T., Yan, Y., Xian, H., & Al-Aly, Z. (2017). Associations of ambient coarse particulate matter, nitrogen dioxide, and carbon monoxide with the risk of kidney disease: A cohort study. The Lancet. Planetary Health, 1, e267–e276.

    Article  PubMed  Google Scholar 

  • Bowe, B., Xie, Y., Li, T., Yan, Y., Xian, H., & Al-Aly, Z. (2018). Particulate matter air pollution and the risk of incident CKD and progression to ESRD. Journal of the American Society of Nephrology : JASN, 29, 218–230.

    Article  CAS  PubMed  Google Scholar 

  • Bragg-Gresham, J., Morgenstern, H., McClellan, W., Saydah, S., Pavkov, M., Williams, D., Powe, N., Tuot, D., Hsu, R., & Saran, R. (2018). County-level air quality and the prevalence of diagnosed chronic kidney disease in the US Medicare population. PLoS ONE, 13, e0200612.

    Article  PubMed  PubMed Central  Google Scholar 

  • Chen, C., & Lu, F. C. (2004). The guidelines for prevention and control of overweight and obesity in Chinese adults. Biomedical and Environmental Sciences : BES, 17(Suppl), 1–36.

    ADS  PubMed  Google Scholar 

  • Chen, C., Whitsel, E. A., Espeland, M. A., Snetselaar, L., Hayden, K. M., Lamichhane, A. P., Serre, M. L., Vizuete, W., Kaufman, J. D., Wang, X., Chui, H. C., D’Alton, M. E., Chen, J. C., & Kahe, K. (2022). B vitamin intakes modify the association between particulate air pollutants and incidence of all-cause dementia: Findings from the Women’s Health Initiative Memory Study. Alzheimer’s & Dementia : The Journal of the Alzheimer’s Association., 18, 2188–2198.

    Article  CAS  Google Scholar 

  • Collaboration, G. C. K. D. (2020). Global, regional, and national burden of chronic kidney disease, 1990–2017: A systematic analysis for the Global Burden of Disease Study 2017. Lancet (London, England), 395, 709–733.

    Article  Google Scholar 

  • Collister, D., Ferguson, T., Komenda, P., & Tangri, N. (2016). The patterns, risk factors, and prediction of progression in chronic kidney disease: A narrative review. Seminars in Nephrology, 36, 273–282.

    Article  PubMed  Google Scholar 

  • Dehghani, M. H., Hopke, P. K., Asghari, F. B., Mohammadi, A. A., & Yousefi, M. (2020). The effect of the decreasing level of Urmia Lake on particulate matter trends and attributed health effects in Tabriz, Iran. Microchemical Journal, 153, 104434.

    Article  CAS  Google Scholar 

  • Fang, J., Tang, S., Deng, F., Gao, X., Wuchang, C., Liu, Y., Dong, H., Du, Y., Li, T., & Shi, X. (2022). Associations of carbonaceous compounds and water-soluble inorganic ions in ambient PM(2.5) with renal function in older individuals: The China BAPE study. Environmental Science & Technology, 56, 433–439.

    Article  ADS  CAS  Google Scholar 

  • Fang, J., Tang, S., Zhou, J., Zhou, J., Cui, L., Kong, F., Gao, Y., Shen, Y., Deng, F., Zhang, Y., Liu, Y., Dong, H., Dong, X., Dong, L., Peng, X., Cao, M., Wang, Y., Ding, C., Du, Y., … Shi, X. (2020). Associations between personal PM(2.5) elemental constituents and decline of kidney function in older individuals: The China BAPE study. Environmental Science & Technology, 54, 13167–13174.

    Article  ADS  CAS  Google Scholar 

  • Foreman, K. J., Marquez, N., Dolgert, A., Fukutaki, K., Fullman, N., McGaughey, M., Pletcher, M. A., Smith, A. E., Tang, K., Yuan, C. W., Brown, J. C., Friedman, J., He, J., Heuton, K. R., Holmberg, M., Patel, D. J., Reidy, P., Carter, A., Cercy, K., … Murray, C. J. L. (2018). Forecasting life expectancy, years of life lost, and all-cause and cause-specific mortality for 250 causes of death: Reference and alternative scenarios for 2016–40 for 195 countries and territories. Lancet (London, England), 392, 2052–2090.

    Article  PubMed  Google Scholar 

  • Gao, X., Koutrakis, P., Coull, B., Lin, X., Vokonas, P., Schwartz, J., & Baccarelli, A. A. (2021). Short-term exposure to PM(2.5) components and renal health: Findings from the Veterans Affairs Normative Aging Study. Journal of hazardous materials, 420, 126557.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Geddes, J. A., Martin, R. V., Boys, B. L., & van Donkelaar, A. (2016). Long-term trends worldwide in ambient NO2 concentrations inferred from satellite observations. Environmental Health Perspectives, 124, 281–289.

    Article  CAS  PubMed  Google Scholar 

  • Geng, F., Hua, J., Mu, Z., Peng, L., Xu, X., Chen, R., & Kan, H. (2013). Differentiating the associations of black carbon and fine particle with daily mortality in a Chinese city. Environmental Research, 120, 27–32.

    Article  ADS  CAS  PubMed  Google Scholar 

  • Geng, G., Zhang, Q., Tong, D., Li, M., Zheng, Y., Wang, S., & He, K. (2017). Chemical composition of ambient PM2.5 over China and relationship to precursor emissions during 2005–2012. Atmospheric Chemistry Physics, 17, 9187–9203.

    Article  ADS  CAS  Google Scholar 

  • Guo, Q., Zhang, K., Wang, B., Cao, S., Xue, T., Zhang, Q., Tian, H., Fu, P., Zhang, J. J., & Duan, X. (2022). Chemical constituents of ambient fine particulate matter and obesity among school-aged children: A representative national study in China. The Science of the Total Environment, 849, 157742.

    Article  ADS  CAS  PubMed  Google Scholar 

  • Guo, S., Hu, M., Guo, Q., Zhang, X., Zheng, M., Zheng, J., Chang, C. C., Schauer, J. J., & Zhang, R. (2012). Primary sources and secondary formation of organic aerosols in Beijing, China. Environmental Science & Technology, 46, 9846–9853.

    Article  ADS  CAS  Google Scholar 

  • Gutman, L., Pauly, V., Orleans, V., Piga, D., Channac, Y., Armengaud, A., Boyer, L., & Papazian, L. (2022). Long-term exposure to ambient air pollution is associated with an increased incidence and mortality of acute respiratory distress syndrome in a large French region. Environmental Research, 212, 113383.

    Article  ADS  CAS  PubMed  Google Scholar 

  • He, J., Yang, K., Tang, W., Lu, H., Qin, J., Chen, Y., & Li, X. (2020). The first high-resolution meteorological forcing dataset for land process studies over China. Scientific Data, 7, 25.

    Article  PubMed  PubMed Central  Google Scholar 

  • He, Y., Jiang, Y., Yang, Y., Xu, J., Zhang, Y., Wang, Q., Shen, H., Zhang, Y., Yan, D., Peng, Z., Liu, C., Wang, W., Schikowski, T., Li, H., Yan, B., Ji, J. S., Chen, A., van Donkelaar, A., Martin, R., … Ma, X. (2022). Composition of fine particulate matter and risk of preterm birth: A nationwide birth cohort study in 336 Chinese cities. Journal of Hazardous Materials, 425, 127645.

    Article  CAS  PubMed  Google Scholar 

  • Hopkins, L. E., Laing, E. A., Peake, J. L., Uyeminami, D., Mack, S. M., Li, X., Smiley-Jewell, S., & Pinkerton, K. E. (2018). Repeated iron-soot exposure and nose-to-brain transport of inhaled ultrafine particles. Toxicologic Pathology, 46, 75–84.

    Article  CAS  PubMed  Google Scholar 

  • Jalava, P. I., Salonen, R. O., Nuutinen, K., Pennanen, A. S., Happo, M. S., Tissari, J., Frey, A., Hillamo, R., Jokiniemi, J., & Hirvonen, M.-R. (2010). Effect of combustion condition on cytotoxic and inflammatory activity of residential wood combustion particles. Atmospheric Environment, 44, 1691–1698.

    Article  ADS  CAS  Google Scholar 

  • Jiang, P., Zhong, X., & Li, L. (2020). On-road vehicle emission inventory and its spatio-temporal variations in North China Plain. Environmental pollution (Barking, Essex: 1987), 267, 115639.

    Article  CAS  PubMed  Google Scholar 

  • Kshirsagar, A.V., Zeitler, E.M., Weaver, A., Franceschini, N., Engel, L.S., 2022. Environmental Exposures and Kidney Diseases. Kidney, https://doi.org/10.34067/KID.0007962021.

  • Li, G., Huang, J., Wang, J., Zhao, M., Liu, Y., Guo, X., Wu, S., & Zhang, L. (2021). Long-term exposure to ambient PM(2.5) and increased risk of CKD prevalence in China. Journal of the American Society of Nephrology : JASN, 32, 448–458.

    Article  CAS  PubMed  Google Scholar 

  • Li, J., Dong, Y., Song, Y., Dong, B., van Donkelaar, A., Martin, R. V., Shi, L., Ma, Y., Zou, Z., & Ma, J. (2022). Long-term effects of PM(25) components on blood pressure and hypertension in Chinese children and adolescents. Environment international, 161, 107134.

    Article  CAS  PubMed  Google Scholar 

  • Li, S., Meng, Q., Laba, C., Guan, H., Wang, Z., Pan, Y., Wei, J., Xu, H., Zeng, C., Wang, X., Jiang, M., Lu, R., Guo, B., & Zhao, X. (2022b). Associations between long-term exposure to ambient air pollution and renal function in Southwest China: The China Multi-Ethnic Cohort (CMEC) study. Ecotoxicology and Environmental Safety, 242, 113851.

    Article  CAS  PubMed  Google Scholar 

  • Liang, Z., Wang, W., Wang, Y., Ma, L., Liang, C., Li, P., Yang, C., Wei, F., Li, S., & Zhang, L. (2021). Urbanization, ambient air pollution, and prevalence of chronic kidney disease: A nationwide cross-sectional study. Environment International, 156, 106752.

    Article  CAS  PubMed  Google Scholar 

  • Lippmann, M., Chen, L.C., Gordon, T., Ito, K., & Thurston, G.D. (2013). National Particle Component Toxicity (NPACT) Initiative: Integrated epidemiologic and toxicologic studies of the health effects of particulate matter components. Research report (Health Effects Institute), 5–13.

  • Liu, C., Chen, R., Sera, F., Vicedo-Cabrera, A. M., Guo, Y., Tong, S., Coelho, M., Saldiva, P. H. N., Lavigne, E., Matus, P., Valdes Ortega, N., Osorio Garcia, S., Pascal, M., Stafoggia, M., Scortichini, M., Hashizume, M., Honda, Y., Hurtado-Díaz, M., Cruz, J., … Kan, H. (2019). Ambient particulate air pollution and daily mortality in 652 cities. The New England Journal of Medicine, 381, 705–715.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Liu, S., Geng, G., Xiao, Q., Zheng, Y., Liu, X., Cheng, J., & Zhang, Q. (2022). Tracking daily concentrations of PM(2.5) chemical composition in China since 2000. Environmental Science & Technology, 56, 16517–16527.

    Article  ADS  CAS  Google Scholar 

  • Lv, J. C., & Zhang, L. X. (2019). Prevalence and disease burden of chronic kidney disease. Advances in Experimental Medicine and Biology, 1165, 3–15.

    Article  CAS  PubMed  Google Scholar 

  • Ma, R., Ban, J., Wang, Q., Zhang, Y., Yang, Y., Li, S., Shi, W., Zhou, Z., Zang, J., & Li, T. (2022). Full-coverage 1 km daily ambient PM 2.5 and O 3 concentrations of China in 2005–2017 based on a multi-variable random forest model. Earth System Science Data, 14, 943–954.

    Article  ADS  Google Scholar 

  • Ma, Y. C., Zuo, L., Chen, J. H., Luo, Q., Yu, X. Q., Li, Y., Xu, J. S., Huang, S. M., Wang, L. N., Huang, W., Wang, M., Xu, G. B., & Wang, H. Y. (2006). Modified glomerular filtration rate estimating equation for Chinese patients with chronic kidney disease. Journal of the American Society of Nephrology : JASN, 17, 2937–2944.

    Article  PubMed  Google Scholar 

  • Mai, D., Xu, C., Lin, W., Yue, D., Fu, S., Lin, J., & Hu, Q. (2022). Association of abnormal-glucose tolerance during pregnancy with exposure to PM2.5 components and sources. Environmental Pollution, 292, 118468.

    Article  CAS  PubMed  Google Scholar 

  • Masri, S., Kang, C. M., & Koutrakis, P. (2015). Composition and sources of fine and coarse particles collected during 2002–2010 in Boston, MA. Journal of the Air & Waste Management Association, 1995(65), 287–297.

    Article  Google Scholar 

  • McDuffie, E. E., Smith, S. J., O’Rourke, P., Tibrewal, K., Venkataraman, C., Marais, E. A., Zheng, B., Crippa, M., Brauer, M., & Martin, R. V. (2020). A global anthropogenic emission inventory of atmospheric pollutants from sector-and fuel-specific sources (1970–2017): An application of the Community Emissions Data System (CEDS). Earth System Science Data, 12, 3413–3442.

    Article  ADS  Google Scholar 

  • Mehta, A. J., Zanobetti, A., Bind, M. A., Kloog, I., Koutrakis, P., Sparrow, D., Vokonas, P. S., & Schwartz, J. D. (2016). Long-term exposure to ambient fine particulate matter and renal function in older men: The veterans administration normative aging study. Environmental Health Perspectives, 124, 1353–1360.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Ni, M., Huang, J., Lu, S., Li, X., Yan, J., & Cen, K. (2014). A review on black carbon emissions, worldwide and in China. Chemosphere, 107, 83–93.

    Article  ADS  CAS  PubMed  Google Scholar 

  • Niu, Y., Chen, R., Xia, Y., Cai, J., Ying, Z., Lin, Z., Liu, C., Chen, C., Peng, L., Zhao, Z., Zhou, W., Chen, J., Wang, D., Huo, J., Wang, X., Fu, Q., & Kan, H. (2018). Fine particulate matter constituents and stress hormones in the hypothalamus-pituitary-adrenal axis. Environment International, 119, 186–192.

    Article  CAS  PubMed  Google Scholar 

  • Nwanaji-Enwerem, J. C., Dai, L., Colicino, E., Oulhote, Y., Di, Q., Kloog, I., Just, A. C., Hou, L., Vokonas, P., Baccarelli, A. A., Weisskopf, M. G., & Schwartz, J. D. (2017). Associations between long-term exposure to PM(2.5) component species and blood DNA methylation age in the elderly: The VA normative aging study. Environment International, 102, 57–65.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Peng, S., Lu, T., Liu, Y., Li, Z., Liu, F., Sun, J., Chen, M., Wang, H., & Xiang, H. (2022). Short-term exposure to fine particulate matter and its constituents may affect renal function via oxidative stress: A longitudinal panel study. Chemosphere, 293, 133570.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Philip, S., Martin, R. V., van Donkelaar, A., Lo, J. W., Wang, Y., Chen, D., Zhang, L., Kasibhatla, P. S., Wang, S., Zhang, Q., Lu, Z., Streets, D. G., Bittman, S., & Macdonald, D. J. (2014). Global chemical composition of ambient fine particulate matter for exposure assessment. Environmental Science & Technology, 48, 13060–13068.

    Article  ADS  CAS  Google Scholar 

  • Rasking, L., Vanbrabant, K., Bové, H., Plusquin, M., De Vusser, K., Roels, H. A., & Nawrot, T. S. (2022). Adverse Effects of fine particulate matter on human kidney functioning: A systematic review. Environmental Health : A Global Access Science Source, 21, 24.

    Article  PubMed  Google Scholar 

  • Rokni, L., Rezaei, M., Rafieizonooz, M., Khankhajeh, E., Mohammadi, A. A., & Rezania, S. (2023). Effect of persistent organic pollutants on human health in South Korea: A review of the reported diseases. Sustainability, 15(14), 10851.

    Article  CAS  Google Scholar 

  • Saenen, N. D., Bové, H., Steuwe, C., Roeffaers, M. B. J., Provost, E. B., Lefebvre, W., Vanpoucke, C., Ameloot, M., & Nawrot, T. S. (2017). Children’s urinary environmental carbon load. A novel marker reflecting residential ambient air pollution exposure? American Journal of Respiratory and Critical Care Medicine, 196, 873–881.

    Article  CAS  PubMed  Google Scholar 

  • Sun, W., Mu, X., Song, X., Wu, D., Cheng, A., & Qiu, B. (2016). Changes in extreme temperature and precipitation events in the Loess Plateau (China) during 1960–2013 under global warming. Atmospheric Research, 168, 33–48.

    Article  ADS  Google Scholar 

  • Xu, X., Nie, S., Ding, H., & Hou, F. F. (2018). Environmental pollution and kidney diseases. Nature Reviews. Nephrology, 14, 313–324.

    Article  CAS  PubMed  Google Scholar 

  • Xu, Y., Andersson, E. M., Krage Carlsen, H., Molnár, P., Gustafsson, S., Johannesson, S., Oudin, A., Engström, G., Christensson, A., & Stockfelt, L. (2022). Associations between long-term exposure to low-level air pollution and risk of chronic kidney disease-findings from the Malmö Diet and Cancer cohort. Environment International, 160, 107085.

    Article  CAS  PubMed  Google Scholar 

  • Yang, C., Gao, B., Zhao, X., Su, Z., Sun, X., Wang, H. Y., Zhang, P., Wang, R., Liu, J., Tang, W., Zhang, D., Chu, H., Wang, J., Wang, F., Wang, S., Zuo, L., Wang, Y., Yu, F., Wang, H., … Zhao, M. H. (2020a). Executive summary for China Kidney Disease Network (CK-NET) 2016 Annual Data Report. Kidney International, 98, 1419–1423.

    Article  PubMed  Google Scholar 

  • Yang, C., Wang, W., Wang, Y., Liang, Z., Zhang, F., Chen, R., Liang, C., Wang, F., Li, P., Ma, L., Li, S., Deng, F., & Zhang, L. (2022). Ambient ozone pollution and prevalence of chronic kidney disease: A nationwide study based on the China National survey of chronic kidney disease. Chemosphere, 306, 135603.

    Article  CAS  PubMed  Google Scholar 

  • Yang, J., Zhou, M., Li, M., Yin, P., Hu, J., Zhang, C., Wang, H., Liu, Q., & Wang, B. (2020b). Fine particulate matter constituents and cause-specific mortality in China: A nationwide modelling study. Environment International, 143, 105927.

    Article  CAS  PubMed  Google Scholar 

  • Ye, J. J., Wang, S. S., Fang, Y., Zhang, X. J., & Hu, C. Y. (2021). Ambient air pollution exposure and risk of chronic kidney disease: A systematic review of the literature and meta-analysis. Environmental Research, 195, 110867.

    Article  ADS  CAS  PubMed  Google Scholar 

  • Yousefi, M., Najafi Saleh, H., Yaseri, M., Jalilzadeh, M., & Mohammadi, A. A. (2019). Association of consumption of excess hard water, body mass index and waist circumference with risk of hypertension in individuals living in hard and soft water areas. Environmental Geochemistry and Health, 41, 1213–1221.

    Article  CAS  PubMed  Google Scholar 

  • Zhang, L., Wang, F., Wang, L., Wang, W., Liu, B., Liu, J., Chen, M., He, Q., Liao, Y., Yu, X., Chen, N., Zhang, J. E., Hu, Z., Liu, F., Hong, D., Ma, L., Liu, H., Zhou, X., Chen, J., … Wang, H. (2012). Prevalence of chronic kidney disease in China: A cross-sectional survey. Lancet (London, England), 379, 815–822.

    Article  PubMed  Google Scholar 

  • Zhang, X., Tao, J., Lei, F., Sun, T., Lin, L., Huang, X., Zhang, P., Ji, Y. X., Cai, J., Zhang, X. J., & Li, H. (2023). Association of the components of ambient fine particulate matter (PM(2.5)) and chronic kidney disease prevalence in China. Journal of Environmental Management, 339, 117885.

    Article  CAS  PubMed  Google Scholar 

  • Zhao, Y., Cai, J., Zhu, X., van Donkelaar, A., Martin, R. V., Hua, J., & Kan, H. (2020). Fine particulate matter exposure and renal function: A population-based study among pregnant women in China. Environment International, 141, 105805.

    Article  CAS  PubMed  Google Scholar 

Download references

Funding

This study was supported by grants from Peking University Medicine Sailing Program for Young Scholars’ Scientific & Technological Innovation (BMU2023YFJHMX014), National Natural Science Foundation of China (82003529, 72125009), National High Level Hospital Clinical Research Funding ("Star of Outlook" Scientific Research Project of Peking University First Hospital, 2022XW06), Young Elite Scientists Sponsorship Program by CAST (2022QNRC001), National Key R&D Program of the Ministry of Science and Technology of China (2019YFC2005000), CAMS Innovation Fund for Medical Sciences (2019-I2M-5–046), and PKU-Baidu Fund (2020BD032). The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.

Author information

Authors and Affiliations

Authors

Contributions

CY contributed to the conceptualization, formal analysis, funding acquisition, project administration, writing—original draft, and writing—review and editing. WW was involved in the conceptualization, formal analysis, visualization, software, writing—original draft, and writing—review and editing. FW assisted in the validation, writing—original draft, and writing—review and editing. YW contributed to the visualization, software, writing—original draft, and writing—review and editing. FZ was involved in the methodology and writing—review and editing. ZL assisted in the data curation, methodology, and writing—review and editing. CL contributed to the validation and writing—review and editing. JW was involved in the resources and writing—review and editing. LM contributed to the resources and writing—review and editing. PL was involved in the resources and writing—review and editing. SL assisted in the conceptualization, data curation, resources, supervision, and writing—review and editing. LZ contributed to the conceptualization, data curation, funding acquisition, supervision, investigation, resources, and writing—review and editing. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Luxia Zhang.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 2463 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yang, C., Wang, W., Wang, F. et al. Ambient PM2.5 components and prevalence of chronic kidney disease: a nationwide cross-sectional survey in China. Environ Geochem Health 46, 70 (2024). https://doi.org/10.1007/s10653-024-01867-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10653-024-01867-x

Keywords

Navigation