Prenatal and childhood exposure to endocrine-disrupting chemicals and early thelarche in 8-year-old girls: A prospective study using Bayesian kernel regression
Studies on the combined effects of persistent and non-persistent endocrine-disrupting chemicals (EDCs) on puberty are insufficient. To date, no studies have analyzed breast development at age 8 years, a key criterion for determining precocious puberty. We investigated the relationship between prenat...
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description | Studies on the combined effects of persistent and non-persistent endocrine-disrupting chemicals (EDCs) on puberty are insufficient. To date, no studies have analyzed breast development at age 8 years, a key criterion for determining precocious puberty. We investigated the relationship between prenatal or childhood exposure to EDC mixtures and early thelarche, defined as breast development before age 8 years in girls.
This prospective study included 211 girls with data on prenatal and 8-year-old exposure of cadmium (Cd), lead, mercury, bisphenol-A (BPA), 3-phenoxybenzoic acid, and three phthalate metabolites from the Environment and Development of Children cohort. Prenatal exposure was assessed through samples from pregnant women at 14–27th weeks of gestation. Tanner staging was assessed by a pediatric endocrinologist. The relationship between single and mixed chemical exposures and outcomes was assessed using logistic regression, generalized additive models (GAM), and Bayesian kernel machine regression (BKMR) models.
Early thelarche was observed in 42 (19.9%) girls at age 8 years. In the logistic regression models, the risk of early thelarche increased with increased exposure to Cd in their mothers (adjusted odds ratio [aOR] per interquartile range [IQR] = 1.80, 95% confidence interval [CI] 1.23–2.65) but decreased with prenatal BPA exposure (aOR per IQR = 0.57, 95% CI 0.35–0.92). None of the 8-year-old chemical exposures was associated with early thelarche. In the GAM, early thelarche was positively correlated with prenatal Cd and inversely associated with prenatal BPA exposure (p = 0.004 for Cd and p = 0.036 for BPA). In the BKMR models, an increase in log-transformed prenatal Cd concentrations from the 25th to 75th percentile was associated with an increase in the estimated probability of early thelarche at age 8 years (risk difference: 0.46 [95% credible interval: 0.04–0.88]) when other chemicals were set at their median values.
Considering the combined effects of persistent and non-persistent chemical mixtures, maternal Cd exposure during the second trimester may be associated with early thelarche in 8-year-old girls.
•Early life exposure to EDCs affects pubertal timing.•Maternal cadmium exposure may increase the risk of early thelarche.•No link found between 8-year-old chemical exposures and early thelarche.•Combined effects analyzed using logistic regression, GAM, and BKMR models.•First study to assess early thelarche and prenatal EDC mixtures. |
doi_str_mv | 10.1016/j.envres.2024.120056 |
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This prospective study included 211 girls with data on prenatal and 8-year-old exposure of cadmium (Cd), lead, mercury, bisphenol-A (BPA), 3-phenoxybenzoic acid, and three phthalate metabolites from the Environment and Development of Children cohort. Prenatal exposure was assessed through samples from pregnant women at 14–27th weeks of gestation. Tanner staging was assessed by a pediatric endocrinologist. The relationship between single and mixed chemical exposures and outcomes was assessed using logistic regression, generalized additive models (GAM), and Bayesian kernel machine regression (BKMR) models.
Early thelarche was observed in 42 (19.9%) girls at age 8 years. In the logistic regression models, the risk of early thelarche increased with increased exposure to Cd in their mothers (adjusted odds ratio [aOR] per interquartile range [IQR] = 1.80, 95% confidence interval [CI] 1.23–2.65) but decreased with prenatal BPA exposure (aOR per IQR = 0.57, 95% CI 0.35–0.92). None of the 8-year-old chemical exposures was associated with early thelarche. In the GAM, early thelarche was positively correlated with prenatal Cd and inversely associated with prenatal BPA exposure (p = 0.004 for Cd and p = 0.036 for BPA). In the BKMR models, an increase in log-transformed prenatal Cd concentrations from the 25th to 75th percentile was associated with an increase in the estimated probability of early thelarche at age 8 years (risk difference: 0.46 [95% credible interval: 0.04–0.88]) when other chemicals were set at their median values.
Considering the combined effects of persistent and non-persistent chemical mixtures, maternal Cd exposure during the second trimester may be associated with early thelarche in 8-year-old girls.
•Early life exposure to EDCs affects pubertal timing.•Maternal cadmium exposure may increase the risk of early thelarche.•No link found between 8-year-old chemical exposures and early thelarche.•Combined effects analyzed using logistic regression, GAM, and BKMR models.•First study to assess early thelarche and prenatal EDC mixtures.</description><identifier>ISSN: 0013-9351</identifier><identifier>ISSN: 1096-0953</identifier><identifier>EISSN: 1096-0953</identifier><identifier>DOI: 10.1016/j.envres.2024.120056</identifier><identifier>PMID: 39343343</identifier><language>eng</language><publisher>Netherlands: Elsevier Inc</publisher><subject>Bayes Theorem ; Bayesian kernel machine regression ; Bayesian theory ; Benzhydryl Compounds - toxicity ; bisphenol A ; Breast ; Breast - drug effects ; Breast - growth & development ; breasts ; Cadmium ; Child ; childhood ; confidence interval ; Endocrine disrupting chemical ; Endocrine Disruptors - toxicity ; Environmental Exposure - adverse effects ; Environmental Pollutants - toxicity ; Female ; Humans ; lead ; maternal exposure ; mercury ; metabolites ; odds ratio ; Phenols - toxicity ; phthalates ; Pregnancy ; Prenatal Exposure Delayed Effects - chemically induced ; Prospective Studies ; Puberty ; Puberty, Precocious - chemically induced ; Puberty, Precocious - epidemiology ; regression analysis ; risk</subject><ispartof>Environmental research, 2024-12, Vol.263 (Pt 1), p.120056, Article 120056</ispartof><rights>2024</rights><rights>Copyright © 2024. Published by Elsevier Inc.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c274t-7809d7f20fe0e0ec55363553fe85a093012ed8daa7903ae3b9e43ef07bcf2c153</cites><orcidid>0000-0002-8715-9238 ; 0000-0001-9179-1247 ; 0000-0001-9010-7271 ; 0000-0002-2367-0934 ; 0000-0002-9813-1134 ; 0000-0001-9396-1676</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0013935124019637$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39343343$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Choe, Yunsoo</creatorcontrib><creatorcontrib>Kim, Kyoung-Nam</creatorcontrib><creatorcontrib>Lee, Yun Jeong</creatorcontrib><creatorcontrib>Kim, Johanna Inhyang</creatorcontrib><creatorcontrib>Kim, Bung-Nyun</creatorcontrib><creatorcontrib>Lim, Youn-Hee</creatorcontrib><creatorcontrib>Hong, Yun-Chul</creatorcontrib><creatorcontrib>Shin, Choong Ho</creatorcontrib><creatorcontrib>Lee, Young Ah</creatorcontrib><title>Prenatal and childhood exposure to endocrine-disrupting chemicals and early thelarche in 8-year-old girls: A prospective study using Bayesian kernel regression</title><title>Environmental research</title><addtitle>Environ Res</addtitle><description>Studies on the combined effects of persistent and non-persistent endocrine-disrupting chemicals (EDCs) on puberty are insufficient. To date, no studies have analyzed breast development at age 8 years, a key criterion for determining precocious puberty. We investigated the relationship between prenatal or childhood exposure to EDC mixtures and early thelarche, defined as breast development before age 8 years in girls.
This prospective study included 211 girls with data on prenatal and 8-year-old exposure of cadmium (Cd), lead, mercury, bisphenol-A (BPA), 3-phenoxybenzoic acid, and three phthalate metabolites from the Environment and Development of Children cohort. Prenatal exposure was assessed through samples from pregnant women at 14–27th weeks of gestation. Tanner staging was assessed by a pediatric endocrinologist. The relationship between single and mixed chemical exposures and outcomes was assessed using logistic regression, generalized additive models (GAM), and Bayesian kernel machine regression (BKMR) models.
Early thelarche was observed in 42 (19.9%) girls at age 8 years. In the logistic regression models, the risk of early thelarche increased with increased exposure to Cd in their mothers (adjusted odds ratio [aOR] per interquartile range [IQR] = 1.80, 95% confidence interval [CI] 1.23–2.65) but decreased with prenatal BPA exposure (aOR per IQR = 0.57, 95% CI 0.35–0.92). None of the 8-year-old chemical exposures was associated with early thelarche. In the GAM, early thelarche was positively correlated with prenatal Cd and inversely associated with prenatal BPA exposure (p = 0.004 for Cd and p = 0.036 for BPA). In the BKMR models, an increase in log-transformed prenatal Cd concentrations from the 25th to 75th percentile was associated with an increase in the estimated probability of early thelarche at age 8 years (risk difference: 0.46 [95% credible interval: 0.04–0.88]) when other chemicals were set at their median values.
Considering the combined effects of persistent and non-persistent chemical mixtures, maternal Cd exposure during the second trimester may be associated with early thelarche in 8-year-old girls.
•Early life exposure to EDCs affects pubertal timing.•Maternal cadmium exposure may increase the risk of early thelarche.•No link found between 8-year-old chemical exposures and early thelarche.•Combined effects analyzed using logistic regression, GAM, and BKMR models.•First study to assess early thelarche and prenatal EDC mixtures.</description><subject>Bayes Theorem</subject><subject>Bayesian kernel machine regression</subject><subject>Bayesian theory</subject><subject>Benzhydryl Compounds - toxicity</subject><subject>bisphenol A</subject><subject>Breast</subject><subject>Breast - drug effects</subject><subject>Breast - growth & development</subject><subject>breasts</subject><subject>Cadmium</subject><subject>Child</subject><subject>childhood</subject><subject>confidence interval</subject><subject>Endocrine disrupting chemical</subject><subject>Endocrine Disruptors - toxicity</subject><subject>Environmental Exposure - adverse effects</subject><subject>Environmental Pollutants - toxicity</subject><subject>Female</subject><subject>Humans</subject><subject>lead</subject><subject>maternal exposure</subject><subject>mercury</subject><subject>metabolites</subject><subject>odds ratio</subject><subject>Phenols - toxicity</subject><subject>phthalates</subject><subject>Pregnancy</subject><subject>Prenatal Exposure Delayed Effects - chemically induced</subject><subject>Prospective Studies</subject><subject>Puberty</subject><subject>Puberty, Precocious - chemically induced</subject><subject>Puberty, Precocious - epidemiology</subject><subject>regression analysis</subject><subject>risk</subject><issn>0013-9351</issn><issn>1096-0953</issn><issn>1096-0953</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkd9uFCEUxomxsdvqGxjDpTezHob5hxcmbaPVpEl7Ua8JC2d2WVkYYWbjPI2vKutUL42BQIDfdw7nfIS8ZrBmwJp3-zX6Y8S0LqGs1qwEqJtnZMVANAWImj8nKwDGC8Frdk4uUtrnI6s5vCDnXPCK57kiPx8iejUqR5U3VO-sM7sQDMUfQ0hTRDoGit4EHa3HwtgUp2G0fptRPFitXPotRBXdTMcdOhXzC7WedsWcb4vgDN3a6NJ7ekWHGNKAerRHpGmczEyndAp2rWZMVnn6DaNHRyNuc2XJBv-SnPU5Cb562i_J108fH28-F3f3t19uru4KXbbVWLQdCNP2JfQIeei65g3PS49drUBwYCWazijVCuAK-UZgxbGHdqP7UueuXJK3S9z8xe8TplEebNLonPIYpiR5ZrqSQdf8B8qyG7wWJ7RaUJ0LTxF7OUR7UHGWDOTJRbmXi4vy5KJcXMyyN08Zps0BzV_RH9sy8GEBMLfkaDHKpC16jcbG3F5pgv13hl9g8LLU</recordid><startdate>20241215</startdate><enddate>20241215</enddate><creator>Choe, Yunsoo</creator><creator>Kim, Kyoung-Nam</creator><creator>Lee, Yun Jeong</creator><creator>Kim, Johanna Inhyang</creator><creator>Kim, Bung-Nyun</creator><creator>Lim, Youn-Hee</creator><creator>Hong, Yun-Chul</creator><creator>Shin, Choong Ho</creator><creator>Lee, Young Ah</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope><orcidid>https://orcid.org/0000-0002-8715-9238</orcidid><orcidid>https://orcid.org/0000-0001-9179-1247</orcidid><orcidid>https://orcid.org/0000-0001-9010-7271</orcidid><orcidid>https://orcid.org/0000-0002-2367-0934</orcidid><orcidid>https://orcid.org/0000-0002-9813-1134</orcidid><orcidid>https://orcid.org/0000-0001-9396-1676</orcidid></search><sort><creationdate>20241215</creationdate><title>Prenatal and childhood exposure to endocrine-disrupting chemicals and early thelarche in 8-year-old girls: A prospective study using Bayesian kernel regression</title><author>Choe, Yunsoo ; Kim, Kyoung-Nam ; Lee, Yun Jeong ; Kim, Johanna Inhyang ; Kim, Bung-Nyun ; Lim, Youn-Hee ; Hong, Yun-Chul ; Shin, Choong Ho ; Lee, Young Ah</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c274t-7809d7f20fe0e0ec55363553fe85a093012ed8daa7903ae3b9e43ef07bcf2c153</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Bayes Theorem</topic><topic>Bayesian kernel machine regression</topic><topic>Bayesian theory</topic><topic>Benzhydryl Compounds - toxicity</topic><topic>bisphenol A</topic><topic>Breast</topic><topic>Breast - drug effects</topic><topic>Breast - growth & development</topic><topic>breasts</topic><topic>Cadmium</topic><topic>Child</topic><topic>childhood</topic><topic>confidence interval</topic><topic>Endocrine disrupting chemical</topic><topic>Endocrine Disruptors - toxicity</topic><topic>Environmental Exposure - adverse effects</topic><topic>Environmental Pollutants - toxicity</topic><topic>Female</topic><topic>Humans</topic><topic>lead</topic><topic>maternal exposure</topic><topic>mercury</topic><topic>metabolites</topic><topic>odds ratio</topic><topic>Phenols - toxicity</topic><topic>phthalates</topic><topic>Pregnancy</topic><topic>Prenatal Exposure Delayed Effects - chemically induced</topic><topic>Prospective Studies</topic><topic>Puberty</topic><topic>Puberty, Precocious - chemically induced</topic><topic>Puberty, Precocious - epidemiology</topic><topic>regression analysis</topic><topic>risk</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Choe, Yunsoo</creatorcontrib><creatorcontrib>Kim, Kyoung-Nam</creatorcontrib><creatorcontrib>Lee, Yun Jeong</creatorcontrib><creatorcontrib>Kim, Johanna Inhyang</creatorcontrib><creatorcontrib>Kim, Bung-Nyun</creatorcontrib><creatorcontrib>Lim, Youn-Hee</creatorcontrib><creatorcontrib>Hong, Yun-Chul</creatorcontrib><creatorcontrib>Shin, Choong Ho</creatorcontrib><creatorcontrib>Lee, Young Ah</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Environmental research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Choe, Yunsoo</au><au>Kim, Kyoung-Nam</au><au>Lee, Yun Jeong</au><au>Kim, Johanna Inhyang</au><au>Kim, Bung-Nyun</au><au>Lim, Youn-Hee</au><au>Hong, Yun-Chul</au><au>Shin, Choong Ho</au><au>Lee, Young Ah</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Prenatal and childhood exposure to endocrine-disrupting chemicals and early thelarche in 8-year-old girls: A prospective study using Bayesian kernel regression</atitle><jtitle>Environmental research</jtitle><addtitle>Environ Res</addtitle><date>2024-12-15</date><risdate>2024</risdate><volume>263</volume><issue>Pt 1</issue><spage>120056</spage><pages>120056-</pages><artnum>120056</artnum><issn>0013-9351</issn><issn>1096-0953</issn><eissn>1096-0953</eissn><abstract>Studies on the combined effects of persistent and non-persistent endocrine-disrupting chemicals (EDCs) on puberty are insufficient. To date, no studies have analyzed breast development at age 8 years, a key criterion for determining precocious puberty. We investigated the relationship between prenatal or childhood exposure to EDC mixtures and early thelarche, defined as breast development before age 8 years in girls.
This prospective study included 211 girls with data on prenatal and 8-year-old exposure of cadmium (Cd), lead, mercury, bisphenol-A (BPA), 3-phenoxybenzoic acid, and three phthalate metabolites from the Environment and Development of Children cohort. Prenatal exposure was assessed through samples from pregnant women at 14–27th weeks of gestation. Tanner staging was assessed by a pediatric endocrinologist. The relationship between single and mixed chemical exposures and outcomes was assessed using logistic regression, generalized additive models (GAM), and Bayesian kernel machine regression (BKMR) models.
Early thelarche was observed in 42 (19.9%) girls at age 8 years. In the logistic regression models, the risk of early thelarche increased with increased exposure to Cd in their mothers (adjusted odds ratio [aOR] per interquartile range [IQR] = 1.80, 95% confidence interval [CI] 1.23–2.65) but decreased with prenatal BPA exposure (aOR per IQR = 0.57, 95% CI 0.35–0.92). None of the 8-year-old chemical exposures was associated with early thelarche. In the GAM, early thelarche was positively correlated with prenatal Cd and inversely associated with prenatal BPA exposure (p = 0.004 for Cd and p = 0.036 for BPA). In the BKMR models, an increase in log-transformed prenatal Cd concentrations from the 25th to 75th percentile was associated with an increase in the estimated probability of early thelarche at age 8 years (risk difference: 0.46 [95% credible interval: 0.04–0.88]) when other chemicals were set at their median values.
Considering the combined effects of persistent and non-persistent chemical mixtures, maternal Cd exposure during the second trimester may be associated with early thelarche in 8-year-old girls.
•Early life exposure to EDCs affects pubertal timing.•Maternal cadmium exposure may increase the risk of early thelarche.•No link found between 8-year-old chemical exposures and early thelarche.•Combined effects analyzed using logistic regression, GAM, and BKMR models.•First study to assess early thelarche and prenatal EDC mixtures.</abstract><cop>Netherlands</cop><pub>Elsevier Inc</pub><pmid>39343343</pmid><doi>10.1016/j.envres.2024.120056</doi><orcidid>https://orcid.org/0000-0002-8715-9238</orcidid><orcidid>https://orcid.org/0000-0001-9179-1247</orcidid><orcidid>https://orcid.org/0000-0001-9010-7271</orcidid><orcidid>https://orcid.org/0000-0002-2367-0934</orcidid><orcidid>https://orcid.org/0000-0002-9813-1134</orcidid><orcidid>https://orcid.org/0000-0001-9396-1676</orcidid></addata></record> |
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subjects | Bayes Theorem Bayesian kernel machine regression Bayesian theory Benzhydryl Compounds - toxicity bisphenol A Breast Breast - drug effects Breast - growth & development breasts Cadmium Child childhood confidence interval Endocrine disrupting chemical Endocrine Disruptors - toxicity Environmental Exposure - adverse effects Environmental Pollutants - toxicity Female Humans lead maternal exposure mercury metabolites odds ratio Phenols - toxicity phthalates Pregnancy Prenatal Exposure Delayed Effects - chemically induced Prospective Studies Puberty Puberty, Precocious - chemically induced Puberty, Precocious - epidemiology regression analysis risk |
title | Prenatal and childhood exposure to endocrine-disrupting chemicals and early thelarche in 8-year-old girls: A prospective study using Bayesian kernel regression |
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