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Exposure to perfluoroalkyl and polyfluoroalkyl substances and estimated glomerular filtration rate in adults: a cross-sectional study based on NHANES (2017–2018)

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Abstract

Perfluoroalkyl and polyfluoroalkyl substances (PFASs) may be important environmental risk factors affecting renal function. This study aimed to investigate the relationships between PFASs and estimated glomerular filtration rate (eGFR) in univariate exposure and multivariate co-exposure models of PFASs. A total of 1700 people over 18 years from National Health and Nutrition Examination Survey (NHANES) in 2017–2018 were selected as subjects to explore the relationships between eGFR and six PFASs (perfluorooctanoic acid (PFOA), perfluorooctane sulfonate (PFOS), perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFUA), perfluorodecanoic acid (PFDeA), and perfluorohexane sulfonate (PFHxS)). First, multiple linear regression was used to estimate the association of each PFAS with eGFR, and the joint effect of PFAS mixtures was evaluated by Bayesian kernel machine regression (BKMR). Multiple linear regression analysis showed PFOS (β =  − 0.246, p = 0.026) and PFHxS (β = 0.538, p = 0.049) were significantly associated with eGFR in total population. In BKMR analysis, there was joint effect between PFOS and PFHxS for eGFR. And there were the joint effects of multiple PFAS on eGFR, especially the significant joint effect between PFHxS and PFDeA/PFNA/PFUA. Future cohort studies need to explore the association of multiple PFASs and health.

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Data availability

The datasets used are available in NHANES repository, at https://www.cdc.gov/nchs/nhanes/index.htm.

References

  • Abbott BD, Wood CR, Watkins AM et al (2012) Effects of perfluorooctanoic acid (PFOA) on expression of peroxisome proliferator-activated receptors (PPAR) and nuclear receptor-regulated genes in fetal and postnatal CD-1 mouse tissues. Reprod Toxicol 33(4):491–505

    Article  CAS  Google Scholar 

  • Blake BE, Pinney SM, Hines EP et al (2018) Associations between longitudinal serum perfluoroalkyl substance (PFAS) levels and measures of thyroid hormone, kidney function, and body mass index in the fernald community cohort. Environ Pollut 242:894–904

    Article  CAS  Google Scholar 

  • Calafat AM, Wong LY, Kuklenyik Z et al (2007) Polyfluoroalkyl chemicals in the U.S. population: data from the National Health and Nutrition Examination Survey (NHANES) 2003-2004 and comparisons with NHANES 1999-2000. Environ Health Perspect 115(11):1596–602

  • Chou HC, Wen LL, Chang CC et al (2017) From the Cover: l-Carnitine via PPARγ- and Sirt1-dependent mechanisms attenuates epithelial-mesenchymal transition and renal fibrosis caused by perfluorooctanesulfonate. Toxicol Sci 160(2):217–229

    Article  CAS  Google Scholar 

  • Conway BN, Badders AN, Costacou T (2018) Perfluoroalkyl substances and kidney function in chronic kidney disease, anemia, and diabetes. Diabetes Metab Syndr Obes 11:707–716

    Article  CAS  Google Scholar 

  • Cui L, Zhou QF, Liao CY et al (2009) Studies on the toxicological effects of PFOA and PFOS on rats using histological observation and chemical analysis. Arch Environ Contam Toxicol 56(2):338–349

    Article  CAS  Google Scholar 

  • Dhingra R, Winquist A, Darrow et al (2017) A study of reverse causation: examining the associations of perfluorooctanoic acid serum levels with two outcomes. Environ Health Perspect 125:416–421

    Article  CAS  Google Scholar 

  • Ding L, Hao F, Shi Z et al (2009) Systems biological responses to chronic perfluorododecanoic acid exposure by integrated metabonomic and transcriptomic studies. J Proteome Res 8(6):2882–2891

    Article  CAS  Google Scholar 

  • Domingo-Relloso A, Grau-Perez M, Briongos-Figuero L et al (2019) The association of urine metals and metal mixtures with cardiovascular incidence in an adult population from Spain: the Hortega Follow-Up Study. Int J Epidemiol 48(6):1839–1849

    Article  Google Scholar 

  • Feng X, Long G, Zeng G et al (2022) Association of increased risk of cardiovascular diseases with higher levels of perfluoroalkylated substances in the serum of adults. Environ Sci Pollut Res Int 29(59):89081–89092

    Article  CAS  Google Scholar 

  • Ferrari F, Orlando A, Ricci Z et al (2019) Persistent pollutants: focus on perfluorinated compounds and kidney. Curr Opin Crit Care 25(6):539–549

    Article  Google Scholar 

  • Hoffman K, Webster TF, Weisskopf MG et al (2010) Exposure to polyfluoroalkyl chemicals and attention deficit/hyperactivity disorder in U.S. children 12–15 years of age. Environ Health Perspect 118(12):1762–1767

    Article  CAS  Google Scholar 

  • Hu JMY, Arbuckle TE, Janssen P et al (2021) Prenatal exposure to endocrine disrupting chemical mixtures and infant birth weight: a Bayesian analysis using kernel machine regression. Environ Res 195:110749

    Article  CAS  Google Scholar 

  • Jain RB (2019) Synergistic impact of co-exposures to toxic metals cadmium, lead, and mercury along with perfluoroalkyl substances on the healthy kidney function. Environ Res 169:342–347

    Article  CAS  Google Scholar 

  • Kariuki MN, Nagato EG, Lankadurai BP et al (2017) Analysis of Sub-Lethal Toxicity of Perfluorooctane Sulfonate (PFOS) to Daphnia magna using 1H nuclear magnetic resonance-based metabolomics. Metabolites 7(2):15

    Article  Google Scholar 

  • Kataria A, Trachtman H, Malaga-Dieguez L et al (2015) Association between perfluoroalkyl acids and kidney function in a cross-sectional study of adolescents. Environ Health 14:89

    Article  Google Scholar 

  • Kennedy GL Jr, Butenhoff JL, Olsen GW et al (2004) The toxicology of perfluorooctanoate. Crit Rev Toxicol 34(4):351–384

    Article  CAS  Google Scholar 

  • Levey AS, Coresh J, Greene T et al (2006) Chronic kidney disease epidemiology collaboration. Using standardized serum creatinine values in the modification of diet in renal disease study equation for estimating glomerular filtration rate. Ann Intern Med 145(4):247–254

    Article  CAS  Google Scholar 

  • Li Z, Zhang Y, Wang F et al (2021) Associations between serum PFOA and PFOS levels and incident chronic kidney disease risk in patients with type 2 diabetes. Ecotoxicol Environ Saf 229:113060

    Article  Google Scholar 

  • Lim JT, Tan YQ, Valeri L et al (2019) Association between serum heavy metals and prostate cancer risk - A multiple metal analysis. Environ Int 132:105109

    Article  CAS  Google Scholar 

  • Lin PD, Cardenas A, Hauser R et al (2021) Per- and polyfluoroalkyl substances and kidney function: follow-up results from the Diabetes Prevention Program trial. Environ Int 148:106375

    Article  CAS  Google Scholar 

  • Liu Y, Lin N, Dai C et al (2021) Occurrence and distribution of per- and polyfluoroalkyl substances (PFASs) in human livers with liver cancer. Environ Res 202:111775

    Article  CAS  Google Scholar 

  • Moon J (2021) Perfluoroalkyl substances (PFASs) exposure and kidney damage: causal interpretation using the US 2003–2018 National Health and Nutrition Examination Survey (NHANES) datasets. Environ Pollut 288:117707

    Article  CAS  Google Scholar 

  • Negri E, Metruccio F, Guercio V et al (2017) Exposure to PFOA and PFOS and fetal growth: a critical merging of toxicological and epidemiological data. Crit Rev Toxicol 47(6):482–508

    Article  Google Scholar 

  • Olsen GW, Burris JM, Burlew MM et al (2003) Epidemiologic assessment of worker serum perfluorooctanesulfonate (PFOS) and perfluorooctanoate (PFOA) concentrations and medical surveillance examinations. J Occup Environ Med 45(3):260–270

    Article  CAS  Google Scholar 

  • Olsen GW, Burris JM, Ehresman DJ et al (2007) Half-life of serum elimination of perfluorooctanesulfonate, perfluorohexanesulfonate, and perfluorooctanoate in retired fluorochemical production workers. Environ Health Perspect 115(9):1298–1305

    Article  CAS  Google Scholar 

  • Qian Y, Ducatman A, Ward R et al (2010) Perfluorooctane sulfonate (PFOS) induces reactive oxygen species (ROS) production in human microvascular endothelial cells: role in endothelial permeability. J Toxicol Environ Health A 73(12):819–836

    Article  CAS  Google Scholar 

  • Sagiv SK, Rifas-Shiman SL, Webster TF et al (2015) Sociodemographic and perinatal predictors of early pregnancy per- and polyfluoroalkyl substance (PFAS) Concentrations. Environ Sci Technol 49(19):11849–11858

    Article  CAS  Google Scholar 

  • Shankar A, Xiao J, Ducatman A (2011) Perfluoroalkyl chemicals and chronic kidney disease in US adults. Am J Epidemiol 174(8):893–900

    Article  Google Scholar 

  • Shoeib M, Harner T, Webster GM et al (2011) Indoor sources of poly- and perfluorinated compounds (PFCS) in Vancouver, Canada: implications for human exposure. Environ Sci Technol 45(19):7999–8005

    Article  CAS  Google Scholar 

  • Stanifer JW, Stapleton HM, Souma T et al (2018) Perfluorinated chemicals as emerging environmental threats to kidney health: a scoping review. Clin J Am Soc Nephrol 13(10):1479–1492

    Article  CAS  Google Scholar 

  • Sutton TA (2009) Alteration of microvascular permeability in acute kidney injury. Microvasc Res 77(1):4–7

    Article  CAS  Google Scholar 

  • Valcke M, Ouellet N, Dubé M et al (2019) Biomarkers of cadmium, lead and mercury exposure in relation with early biomarkers of renal dysfunction and diabetes: results from a pilot study among aging Canadians. Toxicol Lett 312:148–156

    Article  CAS  Google Scholar 

  • Wang J, Zeng XW, Bloom MS (2019) Renal function and isomers of perfluorooctanoate (PFOA) and perfluorooctanesulfonate (PFOS): isomers of C8 Health Project in China. Chemosphere 218:1042–1049

    Article  CAS  Google Scholar 

  • Washino N, Saijo Y, Sasaki S et al (2009) Correlations between prenatal exposure to perfluorinated chemicals and reduced fetal growth. Environ Health Perspect 117(4):660–667

    Article  CAS  Google Scholar 

  • Watkins DJ, Josson J, Elston B et al (2013) Exposure to perfluoroalkyl acids and markers of kidney function among children and adolescents living near a chemical plant. Environ Health Perspect 121(5):625–630

    Article  Google Scholar 

  • Wu X, Cobbina SJ, Mao G et al (2016) A review of toxicity and mechanisms of individual and mixtures of heavy metals in the environment. Environ Sci Pollut Res Int 23(9):8244–8259

    Article  CAS  Google Scholar 

  • Yu N, Wei S, Li M et al (2016) Effects of perfluorooctanoic acid on metabolic profiles in brain and liver of mouse revealed by a high-throughput targeted metabolomics approach. Sci Rep 6:23963

    Article  CAS  Google Scholar 

  • Zeng G, Zhang Q, Wang X et al (2022) The relationship between multiple perfluoroalkyl substances and cardiorespiratory fitness in male adolescents. Environ Sci Pollut Res Int 29(35):53433–53443

    Article  CAS  Google Scholar 

  • Zhang H, Ding L, Fang X et al (2011) Biological responses to perfluorododecanoic acid exposure in rat kidneys as determined by integrated proteomic and metabonomic studies. PLoS ONE 6(6):e20862

    Article  CAS  Google Scholar 

  • Zhao J, Hinton P, Chen J et al (2019) Causal inference for the effect of environmental chemicals on chronic kidney disease. Comput Struct Biotechnol J 18:93–99

    Article  Google Scholar 

  • Zhou Z, Shi Y, Vestergren R (2014) Highly elevated serum concentrations of perfluoroalkyl substances in fishery employees from Tangxun lake, china. Environ Sci Technol 48(7):3864–3874

    Article  CAS  Google Scholar 

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Acknowledgements

We would like to thank the Centers for Disease Control and Prevention and all research subjects for their participation.

Funding

This study was supported by the National Natural Science Foundation of China (81872701, 81273040) and Postgraduate Education Innovation Project in Shanxi Province, China (2021Y416) supported by the Shanxi Scholarship Council of China.

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Contributions

Lijian Lei designed this study and carried out the overall planning. Yufen Liang and Han Zhou analyzed the data and drafted the manuscript; Lijian Lei revised the manuscript. Jiachen Zhang, Shuangjing Li, and Weitong Shen contributed to collect the data. Yufen Liang and Han Zhou had the same contribution to this research. All authors read and approved the final manuscript.

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Correspondence to Lijian Lei.

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Not applicable. This study uses only secondary data analyses without any personal information identified using statistical data from NHANES website; no further ethical approval for conducting the present study is required.

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The authors declare no competing interests.

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Responsible Editor: Lotfi Aleya

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Liang, Y., Zhou, H., Zhang, J. et al. Exposure to perfluoroalkyl and polyfluoroalkyl substances and estimated glomerular filtration rate in adults: a cross-sectional study based on NHANES (2017–2018). Environ Sci Pollut Res 30, 57931–57944 (2023). https://doi.org/10.1007/s11356-023-26384-9

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