Acknowledgement
We appreciate National Institute of Environmental Research making available the raw data of Korean National Environmental Health Survey.
References
- European Union. The European environment - state and outlook 2020. http://www.eea.europa.eu/soer/publications/soer-2020. Updated 2020. Accessed December 15, 2022.
- World Health Organization. Preventing noncommunicable diseases (NCDs) by reducing environmental risk factors. https://apps.who.int/iris/bitstream/handle/10665/258796/WHO-FWC-EPE-17.01-eng.pdf. Updated 2017. Accessed December 15, 2022.
- Kortenkamp A, Faust M, Scholze M, Backhaus T. Low-level exposure to multiple chemicals: reason for human health concerns? Environ Health Perspect 2007;115 Suppl 1(Suppl 1):106-14. https://doi.org/10.1289/ehp.9358
- Sprinkle RH, Payne-Sturges DC. Mixture toxicity, cumulative risk, and environmental justice in United States federal policy, 1980-2016: why, with much known, was little done? Environ Health 2021;20(1):104.
- Patel CJ. Introduction to environment and exposome-wide association studies: a data-driven method to identify multiple environmental factors associated with phenotypes in human populations. In: Rider CV, Simmons JE, editors. Chemical Mixtures and Combined Chemical and Nonchemical Stressors. Cham, Switzerland: Springer International Publishing AG; 2018, 129-49.
- Rappaport SM, Barupal DK, Wishart D, Vineis P, Scalbert A. The blood exposome and its role in discovering causes of disease. Environ Health Perspect 2014;122(8):769-74. https://doi.org/10.1289/ehp.1308015
- Wahlang B, Beier JI, Clair HB, Bellis-Jones HJ, Falkner KC, McClain CJ, et al. Toxicant-associated steatohepatitis. Toxicol Pathol 2013;41(2):343-60. https://doi.org/10.1177/0192623312468517
- Wahlang B, Jin J, Beier JI, Hardesty JE, Daly EF, Schnegelberger RD, et al. Mechanisms of environmental contributions to fatty liver disease. Curr Environ Health Rep 2019;6(3):80-94. https://doi.org/10.1007/s40572-019-00232-w
- Ledda C, Loreto C, Zammit C, Marconi A, Fago L, Matera S, et al. Non-infective occupational risk factors for hepatocellular carcinoma: a review (review). Mol Med Rep 2017;15(2):511-33. https://doi.org/10.3892/mmr.2016.6046
- National Center for Environmental Health. Fourth national report on human exposure to environmental chemicals. Updated tables, March 2021: volume three: analysis of pooled serum samples for select chemicals, NHANES 2005-2016. https://stacks.cdc.gov/view/cdc/105344. Updated 2021. Accessed December 15, 2022.
- Li Y, Fletcher T, Mucs D, Scott K, Lindh CH, Tallving P, et al. Half-lives of PFOS, PFHxS and PFOA after end of exposure to contaminated drinking water. Occup Environ Med 2018;75(1):46-51. https://doi.org/10.1136/oemed-2017-104651
- Zhao M, Ge X, Xu J, Li A, Mei Y, Yin G, et al. Association between urine metals and liver function biomarkers in Northeast China: a cross-sectional study. Ecotoxicol Environ Saf 2022;231:113163.
- Chang WJ, Joe KT, Park HY, Jeong JD, Lee DH. The relationship of liver function tests to mixed exposure to lead and organic solvents. Ann Occup Environ Med 2013;25(1):5.
- Cave M, Appana S, Patel M, Falkner KC, McClain CJ, Brock G. Polychlorinated biphenyls, lead, and mercury are associated with liver disease in American adults: NHANES 2003-2004. Environ Health Perspect 2010;118(12):1735-42. https://doi.org/10.1289/ehp.1002720
- Feng C, Wang H, Lu N, Chen T, He H, Lu Y, et al. Log-transformation and its implications for data analysis. Shanghai Arch Psychiatry 2014.26(2):105-9.
- Patel CJ, Bhattacharya J, Butte AJ. An environment-wide association study (EWAS) on type 2 diabetes mellitus. PLoS One 2010;5(5):e10746.
- Storey JD, Tibshirani R. Statistical significance for genomewide studies. Proc Natl Acad Sci U S A 2003;100(16):9440-5. https://doi.org/10.1073/pnas.1530509100
- Benjamini Y, Cohen R. Weighted false discovery rate controlling procedures for clinical trials. Biostatistics 2017;18(1):91-104. https://doi.org/10.1093/biostatistics/kxw030
- Hall MA, Dudek SM, Goodloe R, Crawford DC, Pendergrass SA, Peissig P, et al. Environment-wide association study (EWAS) for type 2 diabetes in the Marshfield Personalized Medicine Research Project Biobank. Pac Symp Biocomput 2014:200-11.
- Seo MS, Lee HR, Shim JY, Kang HT, Lee YJ. Relationship between blood mercury concentrations and serum γ-glutamyltranspeptidase level in Korean adults using data from the 2010 Korean National Health and Nutrition Examination Survey. Clin Chim Acta 2014;430:160-3. https://doi.org/10.1016/j.cca.2014.01.042
- Choi J, Bae S, Lim H, Lim JA, Lee YH, Ha M, et al. Mercury exposure in association with decrease of liver function in adults: a longitudinal study. J Prev Med Public Health 2017;50(6):377-85. https://doi.org/10.3961/jpmph.17.099
- Lim JS, Yang JH, Chun BY, Kam S, Jacobs DR Jr, Lee DH. Is serum gamma-glutamyltransferase inversely associated with serum antioxidants as a marker of oxidative stress? Free Radic Biol Med 2004;37(7):1018-23. https://doi.org/10.1016/j.freeradbiomed.2004.06.032
- Farina M, Avila DS, da Rocha JB, Aschner M. Metals, oxidative stress and neurodegeneration: a focus on iron, manganese and mercury. Neurochem Int 2013;62(5):575-94. https://doi.org/10.1016/j.neuint.2012.12.006
- Hu XF, Singh K, Chan HM. Mercury exposure, blood pressure, and hypertension: a systematic review and dose-response meta-analysis. Environ Health Perspect 2018;126(7):076002.
- He K, Xun P, Liu K, Morris S, Reis J, Guallar E. Mercury exposure in young adulthood and incidence of diabetes later in life: the CARDIA Trace Element Study. Diabetes Care 2013;36(6):1584-9. https://doi.org/10.2337/dc12-1842
- Mahaffey KR, Mergler D. Blood levels of total and organic mercury in residents of the upper St. Lawrence River basin, Quebec: association with age, gender, and fish consumption. Environ Res 1998;77(2):104-14. https://doi.org/10.1006/enrs.1998.3834
- Mozaffarian D, Rimm EB. Fish intake, contaminants, and human health: evaluating the risks and the benefits. JAMA 2006;296(15):1885-99. https://doi.org/10.1001/jama.296.15.1885
- Buck RC, Franklin J, Berger U, Conder JM, Cousins IT, de Voogt P, et al. Perfluoroalkyl and polyfluoroalkyl substances in the environment: terminology, classification, and origins. Integr Environ Assess Manag 2011;7(4):513-41. https://doi.org/10.1002/ieam.258
- Costello E, Rock S, Stratakis N, Eckel SP, Walker DI, Valvi D, et al. Exposure to per- and polyfluoroalkyl substances and markers of liver injury: a systematic review and meta-analysis. Environ Health Perspect 2022;130(4):46001.
- Das KP, Wood CR, Lin MT, Starkov AA, Lau C, Wallace KB, et al. Perfluoroalkyl acids-induced liver steatosis: effects on genes controlling lipid homeostasis. Toxicology 2017;378:37-52. https://doi.org/10.1016/j.tox.2016.12.007
- Bagley BD, Chang SC, Ehresman DJ, Eveland A, Zitzow JD, Parker GA, et al. Perfluorooctane sulfonate-induced hepatic steatosis in male Sprague Dawley rats is not attenuated by dietary choline supplementation. Toxicol Sci 2017;160(2):284-98. https://doi.org/10.1093/toxsci/kfx185
- Lau C, Anitole K, Hodes C, Lai D, Pfahles-Hutchens A, Seed J. Perfluoroalkyl acids: a review of monitoring and toxicological findings. Toxicol Sci 2007;99(2):366-94. https://doi.org/10.1093/toxsci/kfm128
- Abdellatif A, Al-Tonsy AH, Awad ME, Roberfroid M, Khan MN. Peroxisomal enzymes and 8-hydroxydeoxyguanosine in rat liver treated with perfluorooctanoic acid. Dis Markers 2003-2004;19(1):19-25. https://doi.org/10.1155/2003/135859
- Bjork JA, Butenhoff JL, Wallace KB. Multiplicity of nuclear receptor activation by PFOA and PFOS in primary human and rodent hepatocytes. Toxicology 2011;288(1-3):8-17. https://doi.org/10.1016/j.tox.2011.06.012
- Elcombe CR, Elcombe BM, Foster JR, Farrar DG, Jung R, Chang SC, et al. Hepatocellular hypertrophy and cell proliferation in Sprague-Dawley rats following dietary exposure to ammonium perfluorooctanoate occurs through increased activation of the xenosensor nuclear receptors PPARα and CAR/PXR. Arch Toxicol 2010;84(10):787-98. https://doi.org/10.1007/s00204-010-0572-2
- Vered G, Shenkar N. Monitoring plastic pollution in the oceans. Curr Opin Toxicol 2021;27:60-8. https://doi.org/10.1016/j.cotox.2021.08.005
- Proshad R, Kormoker T, Islam S, Haque MA, Rhaman M, Mithu MR. Toxic effects of plastic on human health and environment: aconsequences of health risk assessment in Bangladesh. Int J Heal 2018;6(1):1-5.
- Katsikantami I, Sifakis S, Tzatzarakis MN, Vakonaki E, Kalantzi OI, Tsatsakis AM, et al. A global assessment of phthalates burden and related links to health effects. Environ Int 2016;97(97):212-36. https://doi.org/10.1016/j.envint.2016.09.013
- Park O, Park JT, Chi Y, Kwak K. Association of phthalates and early menarche in Korean adolescent girls from Korean National Environmental Health Survey (KoNEHS) 2015-2017. Ann Occup Environ Med 2021;33(1):e4.
- Rowdhwal SS, Chen J. Toxic effects of di-2-ethylhexyl phthalate: an overview. BioMed Res Int 2018;2018:1750368.
- Ferguson KK, Loch-Caruso R, Meeker JD. Urinary phthalate metabolites in relation to biomarkers of inflammation and oxidative stress: NHANES 1999-2006. Environ Res 2011;111(5):718-26. https://doi.org/10.1016/j.envres.2011.02.002
- Erkekoglu P, Rachidi W, Yuzugullu OG, Giray B, Favier A, Ozturk M, et al. Evaluation of cytotoxicity and oxidative DNA damaging effects of di(2-ethylhexyl)-phthalate (DEHP) and mono(2-ethylhexyl)-phthalate (MEHP) on MA-10 Leydig cells and protection by selenium. Toxicol Appl Pharmacol 2010;248(1):52-62. https://doi.org/10.1016/j.taap.2010.07.016
- Hauser R. Urinary phthalate metabolites and semen quality: a review of a potential biomarker of susceptibility. Int J Androl 2008;31(2):112-7. https://doi.org/10.1111/j.1365-2605.2007.00844.x
- Meeker JD, Calafat AM, Hauser R. Di(2-ethylhexyl) phthalate metabolites may alter thyroid hormone levels in men. Environ Health Perspect 2007;115(7):1029-34. https://doi.org/10.1289/ehp.9852
- Qin J, Ru S, Wang W, Hao L, Ru Y, Wang J, et al. Long-term bisphenol S exposure aggravates non-alcoholic fatty liver by regulating lipid metabolism and inducing endoplasmic reticulum stress response with activation of unfolded protein response in male zebrafish. Environ Pollut 2020;263(Pt B):114535.
- Al-Eitan LN, Aljamal HA, Alkhatib RQ. Gas chromatographic-mass spectrometric analysis of sunscreens and their effects on mice liver and kidney enzyme function. Clin Cosmet Investig Dermatol 2018;12:11-21. https://doi.org/10.2147/CCID.S190359
- Gorman S, Black LJ, Feelisch M, Hart PH, Weller R. Can skin exposure to sunlight prevent liver inflammation? Nutrients 2015;7(5):3219-39. https://doi.org/10.3390/nu7053219