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Serum perfluoroalkyl substances and growth and development in US adolescents: a nationally representative cross-sectional study

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Abstract

Per- and polyfluoroalkyl substances (PFAS), synthetic organic chemicals, have been discovered in the blood of both humans and animals throughout the world. This has raised widespread concerns about its toxicity, especially for growing children and adolescents. Most research on growth and development to date has concentrated on children at birth and during the first two years, while few studies have analyzed weight, height, and Body Mass Index (BMI) changes in children later in life. The present study aims to assess the association between serum PFAS levels and growth and development in adolescents. Through multiple linear regression, we explored the relationship between serum PFAS levels and weight, height, and BMI in adolescents (aged 12 to 19 years) participating in the 2015–2018 National Health and Nutrition Examination Survey (NHANES). After covariate adjustment, serum perfluorooctane sulfonic acid (PFOS) was associated with decreased weight-for-age z-score in females (tertile 2 of PFOS: β =  − 0.22, 95% CI: -0.68, 0.23; tertile 3 of PFOS: β =  − 0.78, 95% CI: -1.20, − 0.36; P for trend = 0.009), while serum perfluorononanoic acid (PFNA) was associated with decreased weight-for-age z-score in males (tertile 2 of PFNA: β = 0.09, 95% CI: -0.40, 0.58; tertile 3 of PFNA: β =  − 0.44, 95% CI: -0.86, − 0.03; P for trend = 0.018).In addition, serum PFOS was associated with decreased BMI z-score in all participants (tertile 2 of PFOS: β =  − 0.15, 95% CI: -0.46, 0.16; tertile 3 of PFOS: β =  − 0.63, 95% CI: -1.06, − 0.20; P for trend = 0.013).

Conclusion: Our findings indicate a negative association between serum PFAS levels and weight, and BMI among adolescents, and we observed that the negative association was sex-specific in weight.

What is Known:

• Wide exposure to PFAS has led to concerns about its adverse effects, especially for children during their growth and development.

• So far, much research has evaluated the effects of prenatal PFAS exposures on children, and the current results are mixed, with some research showing that there are sex differences.

What is New:

• This study investigated the relationship between serum PFAS levels and height and weight in adolescents and is a good addition to current research.

• Our study found that exposure to PFAS negatively affects adolescent growth and development and that this effect is sex-specific.

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References

  1. Langenbach B, Wilson M (2021) Per- and Polyfluoroalkyl Substances (PFAS): Significance and Considerations within the Regulatory Framework of the USA. Int J Environ Res Public Health 18:. https://doi.org/10.3390/ijerph182111142

  2. De Silva AO, Armitage JM, Bruton TA et al (2021) PFAS Exposure Pathways for Humans and Wildlife: A Synthesis of Current Knowledge and Key Gaps in Understanding. Environ Toxicol Chem 40:631–657. https://doi.org/10.1002/etc.4935

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Lewis RC, Johns LE, Meeker JD (2015) Serum Biomarkers of Exposure to Perfluoroalkyl Substances in Relation to Serum Testosterone and Measures of Thyroid Function among Adults and Adolescents from NHANES 2011–2012. Int J Environ Res Public Health 12:6098–6114. https://doi.org/10.3390/ijerph120606098

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  4. (2022) Agency for Toxic Substances and Disease Registry. https://www.atsdr.cdc.gov/index.html. Accessed 12 Nov 2022

  5. Lee YJ, Jung HW, Kim HY, et al (2021) Early-Life Exposure to Per- and Poly-Fluorinated Alkyl Substances and Growth, Adiposity, and Puberty in Children: A Systematic Review. Front Endocrinol 12:683297. https://doi.org/10.3389/fendo.2021.683297

  6. Shoaff J, Papandonatos GD, Calafat AM, et al (2018) Prenatal Exposure to Perfluoroalkyl Substances: Infant Birth Weight and Early Life Growth. Environ Epidemiol Phila Pa 2:e010. https://doi.org/10.1097/EE9.0000000000000010

  7. Braun JM, Eliot M, Papandonatos GD et al (2005) (2021) Gestational perfluoroalkyl substance exposure and body mass index trajectories over the first 12 years of life. Int J Obes 45:25–35. https://doi.org/10.1038/s41366-020-00717-x

    Article  CAS  Google Scholar 

  8. Gyllenhammar I, Diderholm B, Gustafsson J et al (2018) Perfluoroalkyl acid levels in first-time mothers in relation to offspring weight gain and growth. Environ Int 111:191–199. https://doi.org/10.1016/j.envint.2017.12.002

    Article  CAS  PubMed  Google Scholar 

  9. 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 47:482–508. https://doi.org/10.1080/10408444.2016.1271972

    Article  CAS  PubMed  Google Scholar 

  10. Cao W, Liu X, Liu X et al (2018) Perfluoroalkyl substances in umbilical cord serum and gestational and postnatal growth in a Chinese birth cohort. Environ Int 116:197–205. https://doi.org/10.1016/j.envint.2018.04.015

    Article  CAS  PubMed  Google Scholar 

  11. Chen M-H, Ng S, Hsieh C-J et al (2017) The impact of prenatal perfluoroalkyl substances exposure on neonatal and child growth. Sci Total Environ 607–608:669–675. https://doi.org/10.1016/j.scitotenv.2017.06.273

    Article  CAS  PubMed  Google Scholar 

  12. Lee YA, Kim JH, Jung HW et al (2018) The serum concentrations of perfluoroalkyl compounds were inversely associated with growth parameters in 2-year old children. Sci Total Environ 628–629:226–232. https://doi.org/10.1016/j.scitotenv.2018.02.050

    Article  CAS  PubMed  Google Scholar 

  13. Wang Y, Adgent M, Su P-H et al (2016) Prenatal Exposure to Perfluorocarboxylic Acids (PFCAs) and Fetal and Postnatal Growth in the Taiwan Maternal and Infant Cohort Study. Environ Health Perspect 124:1794–1800. https://doi.org/10.1289/ehp.1509998

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Scinicariello F, Buser MC, Abadin HG, Attanasio R (2020) Perfluoroalkyl substances and anthropomorphic measures in children (ages 3–11 years), NHANES 2013–2014. Environ Res 186:109518. https://doi.org/10.1016/j.envres.2020.109518

  15. (2022) NHANES - National Health and Nutrition Examination Survey Homepage. https://www.cdc.gov/nchs/nhanes/index.htm. Accessed 12 Nov 2022

  16. Ye X, Kato K, Wong L-Y et al (2018) Per- and polyfluoroalkyl substances in sera from children 3 to 11 years of age participating in the National Health and Nutrition Examination Survey 2013–2014. Int J Hyg Environ Health 221:9–16. https://doi.org/10.1016/j.ijheh.2017.09.011

    Article  CAS  PubMed  Google Scholar 

  17. Jackson-Browne MS, Eliot M, Patti M, et al (2020) PFAS (per- and polyfluoroalkyl substances) and asthma in young children: NHANES 2013–2014. Int J Hyg Environ Health 229:113565. https://doi.org/10.1016/j.ijheh.2020.113565

  18. Kuczmarski RJ, Ogden CL, Guo SS et al (2002) 2000 CDC Growth Charts for the United States: methods and development. Vital Health Stat 11:1–190

    Google Scholar 

  19. (2019) Growth Charts - Percentile Data Files with LMS Values. https://www.cdc.gov/growthcharts/percentile_data_files.htm. Accessed 9 Dec 2022

  20. Child Anthropometry z-Score Calculator. https://nutriverse.io/zscorer/index.html. Accessed 9 Dec 2022

  21. Geiger SD, Yao P, Vaughn MG, Qian Z (2021) PFAS exposure and overweight/obesity among children in a nationally representative sample. Chemosphere 268:128852. https://doi.org/10.1016/j.chemosphere.2020.128852

  22. Janis JA, Rifas-Shiman SL, Seshasayee SM, et al (2021) Plasma Concentrations of Per- and Polyfluoroalkyl Substances and Body Composition From Mid-Childhood to Early Adolescence. J Clin Endocrinol Metab 106:e3760–e3770.

  23. Sevelsted A, Gürdeniz G, Rago D, et al (2022) Effect of perfluoroalkyl exposure in pregnancy and infancy on intrauterine and childhood growth and anthropometry. Sub study from COPSAC2010 birth cohort. eBioMedicine 83:104236. https://doi.org/10.1016/j.ebiom.2022.104236

  24. (2022) R Core Team (2022). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria: 4.2.2. URL https://www.R-project.org/.

  25. NHANES Tutorials - Module 1 - Datasets and Documentation. https://wwwn.cdc.gov/nchs/nhanes/tutorials/module1.aspx. Accessed 13 Nov 2022

  26. Fassler CS, Pinney SE, Xie C, et al (2019) Complex relationships between perfluorooctanoate, body mass index, insulin resistance and serum lipids in young girls. Environ Res 176:108558. https://doi.org/10.1016/j.envres.2019.108558

  27. Sm P, Gc W, C X, et al (2019) Perfluorooctanoate and changes in anthropometric parameters with age in young girls in the Greater Cincinnati and San Francisco Bay Area. Int J Hyg Environ Health 222:. https://doi.org/10.1016/j.ijheh.2019.07.002

  28. Gao Y, Luo J, Zhang Y, et al (2022) Prenatal Exposure to Per- and Polyfluoroalkyl Substances and Child Growth Trajectories in the First Two Years. Environ Health Perspect 130:037006. https://doi.org/10.1289/EHP9875

  29. Starling AP, Adgate JL, Hamman RF, et al (2019) Prenatal exposure to per- and polyfluoroalkyl substances and infant growth and adiposity: the Healthy Start Study. Environ Int 131:104983. https://doi.org/10.1016/j.envint.2019.104983

  30. Andersen CS, Fei C, Gamborg M et al (2010) Prenatal exposures to perfluorinated chemicals and anthropometric measures in infancy. Am J Epidemiol 172:1230–1237. https://doi.org/10.1093/aje/kwq289

    Article  PubMed  Google Scholar 

  31. Hartman TJ, Calafat AM, Holmes AK et al (2017) Prenatal Exposure to Perfluoroalkyl Substances and Body Fatness in Girls. Child Obes Print 13:222–230. https://doi.org/10.1089/chi.2016.0126

    Article  Google Scholar 

  32. Canova C, Di Nisio A, Barbieri G et al (2021) PFAS Concentrations and Cardiometabolic Traits in Highly Exposed Children and Adolescents. Int J Environ Res Public Health 18:12881. https://doi.org/10.3390/ijerph182412881

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  33. Yu W-G, Liu W, Jin Y-H (2009) Effects of perfluorooctane sulfonate on rat thyroid hormone biosynthesis and metabolism. Environ Toxicol Chem 28:990–996. https://doi.org/10.1897/08-345.1

    Article  CAS  PubMed  Google Scholar 

  34. Song M, Kim Y-J, Park Y-K, Ryu J-C (2012) Changes in thyroid peroxidase activity in response to various chemicals. J Environ Monit JEM 14:2121–2126. https://doi.org/10.1039/c2em30106g

    Article  CAS  PubMed  Google Scholar 

  35. Ren X-M, Qin W-P, Cao L-Y et al (2016) Binding interactions of perfluoroalkyl substances with thyroid hormone transport proteins and potential toxicological implications. Toxicology 366–367:32–42. https://doi.org/10.1016/j.tox.2016.08.011

    Article  CAS  PubMed  Google Scholar 

  36. Du G, Hu J, Huang Z et al (2019) Neonatal and juvenile exposure to perfluorooctanoate (PFOA) and perfluorooctane sulfonate (PFOS): Advance puberty onset and kisspeptin system disturbance in female rats. Ecotoxicol Environ Saf 167:412–421. https://doi.org/10.1016/j.ecoenv.2018.10.025

    Article  CAS  PubMed  Google Scholar 

  37. Ding N, Harlow SD, Randolph JF et al (2020) Perfluoroalkyl and polyfluoroalkyl substances (PFAS) and their effects on the ovary. Hum Reprod Update 26:724–752. https://doi.org/10.1093/humupd/dmaa018

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  38. Ye L, Guo J, Ge R-S (2014) Environmental pollutants and hydroxysteroid dehydrogenases. Vitam Horm 94:349–390. https://doi.org/10.1016/B978-0-12-800095-3.00013-4

    Article  CAS  PubMed  Google Scholar 

  39. Zhao B, Chu Y, Hardy DO et al (2010) Inhibition of 3beta- and 17beta-hydroxysteroid dehydrogenase activities in rat Leydig cells by perfluorooctane acid. J Steroid Biochem Mol Biol 118:13–17. https://doi.org/10.1016/j.jsbmb.2009.09.010

    Article  CAS  PubMed  Google Scholar 

  40. Shi Z, Zhang H, Ding L et al (2009) The effect of perfluorododecanonic acid on endocrine status, sex hormones and expression of steroidogenic genes in pubertal female rats. Reprod Toxicol Elmsford N 27:352–359. https://doi.org/10.1016/j.reprotox.2009.02.008

    Article  CAS  Google Scholar 

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Authors and Affiliations

Authors

Contributions

Yi-Fan Wang: Conceptualization, Methodology, Software, Writing—original draft, Review, & Editing. Xu-Ran Zhang: Data Curation, Writing- Original draft preparation. Ying-Xue Zou: Writing- Reviewing and Editing.

Corresponding author

Correspondence to Ying-Xue Zou.

Ethics declarations

Ethics approval

The data used in this study were obtained from the public database National Health and Nutrition Examination Survey (NHANES), which was approved by the Ethics Review Board of the National Center for Health Statistics of the Centers for Disease Control and Prevention (CDC). 

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All participants provided informed consent before participation.

Consent to publish

For each specific NHANES cycle, the approval protocol numbers are as follows:

NHANES 2017–2018: Protocol #2018–01 (Effective beginning October 26, 2017); Continuation of Protocol #2011–17 (Effective through October 26, 2017) NHANES 2015–2016: Continuation of Protocol #2011–17.

Competing interests

The authors declare no competing interests.

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Communicated by Peter de Winter

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Wang, YF., Zhang, XR. & Zou, YX. Serum perfluoroalkyl substances and growth and development in US adolescents: a nationally representative cross-sectional study. Eur J Pediatr 182, 4673–4681 (2023). https://doi.org/10.1007/s00431-023-05136-4

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