Abstract
Background
Epidemiological studies addressing the combined effects of exposure to chemical mixtures at different stages of pregnancy on birth size are scarce.
Objective
To evaluate the association between prenatal exposure to chemical mixtures and birth size.
Methods
Our previous study repeatedly measured the urinary concentrations of 34 chemical substances among 743 pregnant women and identified three distinct clusters of exposed population and six dominant principal components of exposed chemicals in each trimester. In this study, we assessed the associations of these exposure profiles with birth weight, birth length, and ponderal index using multivariable linear regression.
Results
We found that compared with women in cluster 1 (lower urinary chemical concentrations), women in cluster 2 (higher urinary concentrations of metals, benzothiazole, benzotriazole, and some phenols), and women in cluster 3 (higher urinary concentrations of phthalates) were more likely to give birth to children with higher birth length [0.23 cm (95% CI: −0.03, 0.49); 0.29 cm (95%CI: 0.03, 0.54), respectively]. This association was observed only in 1st trimester. In addition, prenatal exposure to PC3 (higher benzophenones loading) was associated with reduced birth length across pregnancy [−0.07 cm (95% CI: −0.18, 0.03) in 1st and 2nd trimester; −0.13 cm (95% CI: −0.24, −0.03) in 3rd trimester]. Exposure to PC6 (higher thallium and BPA loading in 2nd trimester) was associated with increased birth length [0.15 cm (95% CI: 0.05, 0.26)]. Compared with other outcomes, associations of both clusters and PCs with birth length were stronger, and these associations were more pronounced in boys.
Impact Statement
Exposure to multiple chemicals simultaneously, the actual exposure situation of pregnant women, was associated with birth size, indicating that chemical mixtures should be taken more seriously when studying the health effects of pollutants.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 6 print issues and online access
$259.00 per year
only $43.17 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Data availability
Data are available from the corresponding author on reasonable request.
References
Camerota M, Bollen KA. Birth weight, birth length, and gestational age as indicators of favorable fetal growth conditions in a US Sample. PLoS One. 2016;11:e0153800.
Graafmans WC, Richardus JH, Borsboom GJ, Bakketeig L, Langhoff-Roos J, Bergsjø P, et al. Birth weight and perinatal mortality: a comparison of “optimal” birth weight in seven Western European countries. Epidemiology. 2002;13:569–74.
Kato T, Yorifuji T, Inoue S, Doi H, Kawachi I. Association of birth length and risk of hospitalisation among full-term babies in Japan. Paediatr Perinat Epidemiol. 2013;27:361–70.
Hviid A, Melbye M. The impact of birth weight on infectious disease hospitalization in childhood. Am J Epidemiol. 2007;165:756–61.
Morris SS, Victora CG, Barros FC, Halpern R, Menezes AM, César JA, et al. Length and ponderal index at birth: associations with mortality, hospitalizations, development and post-natal growth in Brazilian infants. Int J Epidemiol. 1998;27:242–7.
Whincup PH, Kaye SJ, Owen CG, Huxley R, Cook DG, Anazawa S, et al. Birth Weight and Risk of Type 2 Diabetes: A Systematic Review. JAMA. 2008;300:2886–97.
Smith CJ, Ryckman KK, Barnabei VM, Howard BV, Isasi CR, Sarto GE, et al. The impact of birth weight on cardiovascular disease risk in the Women’s Health Initiative. Nutr Metab Cardiovasc Dis. 2016;26:239–45.
Dupont C, Hulot A, Jaffrezic F, Faure C, Czernichow S, di Clemente N, et al. Female ponderal index at birth and idiopathic infertility. J Dev Orig Health Dis. 2020;11:154–8.
Loaiza S, Coustasse A, Urrutia-Rojas X, Atalah E. Birth weight and obesity risk at first grade in a cohort of Chilean children. Nutr Hosp. 2011;26:214–9.
Roje D, Banovic I, Tadin I, Vucinovic M, Capkun V, Barisic A, et al. Gestational age—the most important factor of neonatal ponderal index. Yonsei Med J. 2004;45:273–80.
Dimasuay KG, Boeuf P, Powell TL, Jansson T. Placental responses to changes in the maternal environment determine fetal growth. Front Physiol. 2016;7:12.
Prioreschi A, Wrottesley SV, Said-Mohamed R, Nyati L, Newell ML, Norris SA Understanding how maternal social and biological factors are related to fetal growth in an urban South African cohort. J Dev Origins Health Dis. 2020; e-pub ahead of print 2020/02/18; https://doi.org/10.1017/s2040174420000045.
Zhang C, Hediger ML, Albert PS, Grewal J, Sciscione A, Grobman WA, et al. Association of maternal obesity with longitudinal ultrasonographic measures of fetal growth: findings from the NICHD fetal growth studies-singletons. JAMA Pediatr. 2018;172:24–31.
Zhong Q, Peng M, He J, Yang W, Huang F. Association of prenatal exposure to phenols and parabens with birth size: a systematic review and meta-analysis. Sci Total Environ. 2020;703:134720.
Patti MA, Henderson NB, Gajjar P, Eliot M, Jackson-Browne M, Braun JM. Gestational triclosan exposure and infant birth weight: a systematic review and meta-analysis. Environ Int. 2021;157:106854.
Gan H, Zhang Y, Wang YF, Tao FB, Gao H. Relationships of prenatal organophosphate ester exposure with pregnancy and birth outcomes: a systematic scoping review of epidemiological studies. Ecotoxicol Environ Saf. 2023;252:114642.
Lee YJ, Jung HW, Kim HY, Choi YJ, Lee YA. Early-life exposure to per- and poly-fluorinated alkyl substances and growth, adiposity, and puberty in children: a systematic review. Front Endocrinol. 2021;12:683297.
Zhong Q, Cui Y, Wu H, Niu Q, Lu X, Wang L, et al. Association of maternal arsenic exposure with birth size: A systematic review and meta-analysis. Environ Toxicol Pharmacol. 2019;69:129–36.
Sun X, Liu W, Zhang B, Shen X, Hu C, Chen X, et al. Maternal heavy metal exposure, thyroid hormones, and birth outcomes: a prospective cohort study. J Clin Endocrinol Metab. 2019;104:5043–52.
Robledo CA, Yeung E, Mendola P, Sundaram R, Maisog J, Sweeney AM, et al. Preconception maternal and paternal exposure to persistent organic pollutants and birth size: the LIFE study. Environ Health Perspect. 2015;123:88–94.
Jamal A, Rastkari N, Dehghaniathar R, Nodehi RN, Nasseri S, Kashani H, et al. Prenatal urinary concentrations of environmental phenols and birth outcomes in the mother-infant pairs of Tehran Environment and Neurodevelopmental Disorders (TEND) cohort study. Environ Res. 2020;184:109331.
Hu J, Zhao H, Braun JM, Zheng T, Zhang B, Xia W, et al. Associations of trimester-specific exposure to bisphenols with size at birth: a Chinese prenatal cohort study. Environ Health Perspect. 2019;127:107001.
Hu J, Wu C, Zheng T, Zhang B, Xia W, Peng Y, et al. Critical windows for associations between manganese exposure during pregnancy and size at birth: a longitudinal cohort study in Wuhan, China. Environ Health Perspect. 2018;126:127006.
Etzel TM, Calafat AM, Ye X, Chen A, Lanphear BP, Savitz DA, et al. Urinary triclosan concentrations during pregnancy and birth outcomes. Environ Res. 2017;156:505–11.
Kashino I, Sasaki S, Okada E, Matsuura H, Goudarzi H, Miyashita C, et al. Prenatal exposure to 11 perfluoroalkyl substances and fetal growth: a large-scale, prospective birth cohort study. Environ Int. 2020;136:105355.
Woodruff TJ, Zota AR, Schwartz JM. Environmental chemicals in pregnant women in the United States: NHANES 2003-4. Environ Health Perspect. 2011;119:878–85.
Escher BI, Lamoree M, Antignac JP, Scholze M, Herzler M, Hamers T, et al. Mixture risk assessment of complex real-life mixtures-the PANORAMIX Project. Int J Environ Res public health. 2022;19:12990.
Shi W, Gao X, Cao Y, Chen Y, Cui Q, Deng F, et al. Personal airborne chemical exposure and epigenetic ageing biomarkers in healthy Chinese elderly individuals: Evidence from mixture approaches. Environ Int. 2022;170:107614.
Kalloo G, Wellenius GA, McCandless L, Calafat AM, Sjodin A, Romano ME, et al. Exposures to chemical mixtures during pregnancy and neonatal outcomes: The HOME study. Environ Int. 2020;134:105219.
Woods MM, Lanphear BP, Braun JM, McCandless LC. Gestational exposure to endocrine disrupting chemicals in relation to infant birth weight: a Bayesian analysis of the HOME Study. Environ Health. 2017;16:115.
Govarts E, Remy S, Bruckers L, Den Hond E, Sioen I, Nelen V, et al. Combined effects of prenatal exposures to environmental chemicals on birth weight. Int J Environ Res public health. 2016;13:495.
Smith KW, Braun JM, Williams PL, Ehrlich S, Correia KF, Calafat AM, et al. Predictors and variability of urinary paraben concentrations in men and women, including before and during pregnancy. Environ Health Perspect. 2012;120:1538–43.
Meeker JD, Cantonwine DE, Rivera-González LO, Ferguson KK, Mukherjee B, Calafat AM, et al. Distribution, variability, and predictors of urinary concentrations of phenols and parabens among pregnant women in Puerto Rico. Environ Sci Technol. 2013;47:3439–47.
Chen H, Zhang W, Zhou Y, Li J, Zhao H, Xu S, et al. Characteristics of exposure to multiple environmental chemicals among pregnant women in Wuhan, China. Sci Total Environ. 2021;754:142167.
Bank-Nielsen PI, Long M, Bonefeld-Jørgensen EC. Pregnant inuit women’s exposure to metals and association with fetal growth outcomes: ACCEPT 2010–2015. Int J Environ Res public health 2019;16:1171.
Ferguson KK, McElrath TF, Meeker JD. Environmental phthalate exposure and preterm birth. JAMA Pediatr. 2014;168:61–67.
Lenters V, Portengen L, Rignell-Hydbom A, Jonsson BA, Lindh CH, Piersma AH, et al. Prenatal phthalate, perfluoroalkyl acid, and organochlorine exposures and term birth weight in three birth cohorts: multi-pollutant models based on elastic net regression. Environ Health Perspect. 2016;124:365–72.
Wolff MS, Engel SM, Berkowitz GS, Ye X, Silva MJ, Zhu C, et al. Prenatal phenol and phthalate exposures and birth outcomes. Environ Health Perspect. 2008;116:1092–7.
Just AC, Adibi JJ, Rundle AG, Calafat AM, Camann DE, Hauser R, et al. Urinary and air phthalate concentrations and self-reported use of personal care products among minority pregnant women in New York city. J Expo Sci Environ Epidemiol. 2010;20:625–33.
Landmann E, Reiss I, Misselwitz B, Gortner L. Ponderal index for discrimination between symmetric and asymmetric growth restriction: percentiles for neonates from 30 weeks to 43 weeks of gestation. J Matern-fetal Neonatal Med. 2006;19:157–60.
Bartko JJ. The intraclass correlation coefficient as a measure of reliability. Psychol Rep. 1966;19:3–11.
Carrico C, Gennings C, Wheeler DC, Factor-Litvak P. Characterization of weighted quantile sum regression for highly correlated data in a risk analysis setting. J Agric Biol Environ Stat. 2015;20:100–20.
Czarnota J, Gennings C, Colt JS, De Roos AJ, Cerhan JR, Severson RK, et al. Analysis of environmental chemical mixtures and Non-Hodgkin lymphoma risk in the NCI-SEER NHL study. Environ Health Perspect. 2015;123:965–70.
Kortenkamp A, Faust M, Scholze M, Backhaus T. Low-level exposure to multiple chemicals: reason for human health concerns? Environ Health Perspect. 2007;115:106–14.
Kortenkamp A. Ten years of mixing cocktails: a review of combination effects of endocrine-disrupting chemicals. Environ Health Perspect. 2007;115:98–105.
Krause M, Frederiksen H, Sundberg K, Jorgensen FS, Jensen LN, Norgaard P, et al. Maternal exposure to UV filters: associations with maternal thyroid hormones, IGF-I/IGFBP3 and birth outcomes. Endocr Connect. 2018;7:334–46.
Long J, Xia W, Li J, Zhou Y, Zhao H, Wu C, et al. Maternal urinary benzophenones and infant birth size: Identifying critical windows of exposure. Chemosphere. 2019;219:655–61.
Qi J, Lai Y, Liang C, Yan S, Huang K, Pan W, et al. Prenatal thallium exposure and poor growth in early childhood: a prospective birth cohort study. Environ Int. 2019;123:224–30.
Liang CM, Ma LY, Deng F, Tao FB. [Adverse maternal and infant health effects caused by thallium exposure during pregnancy]. Zhonghua yu fang yi xue za zhi [Chin J preventive Med]. 2020;54:332–6.
Schoenwolf GCBSBBPRF-WPHLWJ Larsen’s human embryology, 5th edn. Philadelphia, PA: Churchill Livingstone 2015.
Mook-Kanamori DO, Steegers EA, Eilers PH, Raat H, Hofman A, Jaddoe VW. Risk factors and outcomes associated with first-trimester fetal growth restriction. JAMA. 2010;303:527–34.
Li W, Guo J, Wu C, Zhang J, Zhang L, Lv S, et al. Effects of prenatal exposure to five parabens on neonatal thyroid function and birth weight: Evidence from SMBCS study. Environ Res. 2020;188:109710.
Wu C, Xia W, Li Y, Li J, Zhang B, Zheng T, et al. Repeated measurements of paraben exposure during pregnancy in relation to fetal and early childhood growth. Environ Sci Technol. 2019;53:422–33.
Liu W, Luo D, Xia W, Tao Y, Wang L, Yu M, et al. Prenatal exposure to halogenated, aryl, and alkyl organophosphate esters and child neurodevelopment at two years of age. J Hazard Mater. 2021;408:124856.
Chatterjee A, Chatterji U. Arsenic abrogates the estrogen-signaling pathway in the rat uterus. Reprod Biol Endocrinol. 2010;8:80.
Watson WH, Yager JD. Arsenic: extension of its endocrine disruption potential to interference with estrogen receptor-mediated signaling. Toxicol Sci. 2007;98:1–4.
Gillies GE, McArthur S. Estrogen actions in the brain and the basis for differential action in men and women: a case for sex-specific medicines. Pharmacol Rev. 2010;62:155–98.
Agay-Shay K, Martinez D, Valvi D, Garcia-Esteban R, Basagana X, Robinson O, et al. Exposure to endocrine-disrupting chemicals during pregnancy and weight at 7 years of age: a multi-pollutant approach. Environ Health Perspect. 2015;123:1030–7.
Braun JM, Kalkbrenner AE, Just AC, Yolton K, Calafat AM, Sjodin A, et al. Gestational exposure to endocrine-disrupting chemicals and reciprocal social, repetitive, and stereotypic behaviors in 4- and 5-year-old children: the HOME study. Environ Health Perspect. 2014;122:513–20.
Park SK, Tao Y, Meeker JD, Harlow SD, Mukherjee B. Environmental risk score as a new tool to examine multi-pollutants in epidemiologic research: an example from the NHANES study using serum lipid levels. PLoS One. 2014;9:e98632.
Billionnet C, Sherrill D, Annesi-Maesano I. Estimating the health effects of exposure to multi-pollutant mixture. Ann Epidemiol. 2012;22:126–41.
Acknowledgements
We thank the staff of the research hospital and all the study participants.
Funding
This work was supported by the National Natural Science Foundation of China (91743103), the National Institutes of Health (R01 ES029082) and Program for HUST Academic Frontier Youth Team (2018QYTD12).
Author information
Authors and Affiliations
Contributions
HC: Investigation, Data analysis, Writing—original Draft—review & editing; WZ: Investigation, Data analysis, Writing—original Draft—review & editing; XS: Investigation, Review & editing; YZ: Investigation, Review & editing; JL: Investigation, Review & editing; HZ: Investigation, Review & editing; SX: Resources, Review & editing; WX: Resources, Review & editing; ZC: Resources, Review & editing; YL: Conceptualization, Resources, Review & editing.
Corresponding author
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
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.
About this article
Cite this article
Chen, H., Zhang, W., Sun, X. et al. Prenatal exposure to multiple environmental chemicals and birth size. J Expo Sci Environ Epidemiol (2023). https://doi.org/10.1038/s41370-023-00568-4
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41370-023-00568-4