Prenatal and postnatal exposures to four metals mixture and IQ in 6-year-old children: A prospective cohort study in South Korea

被引:31
作者
Lee, Kyung-Shin [1 ,2 ]
Kim, Kyoung-Nam [3 ]
Ahn, Yebin D. [4 ]
Choi, Yoon-Jung [1 ,2 ]
Cho, Jinwoo [5 ]
Jang, Yoonyoung [1 ,2 ]
Lim, Youn-Hee [1 ,6 ]
Kim, Johanna Inhyang [7 ]
Shin, Choong Ho [8 ]
Lee, Young Ah [8 ]
Kim, Bung-Nyun [4 ]
Hong, Yun-Chul [1 ,2 ,9 ]
机构
[1] Seoul Natl Univ, Dept Prevent Med, Coll Med, 103 Daehak Ro, Seoul 03080, South Korea
[2] Seoul Natl Univ, Environm Hlth Ctr, Coll Med, Seoul 03080, South Korea
[3] Seoul Natl Univ Hosp, Publ Healthcare Ctr, Seoul 03080, South Korea
[4] Seoul Natl Univ Hosp, Dept Psychiat, Div Children & Adolescent Psychiat, 103 Daehak Ro, Seoul 03080, South Korea
[5] Univ Pittsburgh, Dept Stat, Pittsburgh, PA 15260 USA
[6] Univ Copenhagen, Dept Publ Hlth, Sect Environm Hlth, DK-1014 Copenhagen, Denmark
[7] Hanyang Univ, Dept Psychiat, Med Ctr, Seoul 04763, South Korea
[8] Seoul Natl Univ, Coll Med, Dept Pediat, Childrens Hosp, Seoul 03080, South Korea
[9] Seoul Natl Univ, Inst Environm Med, Med Res Ctr, Seoul 03080, South Korea
基金
新加坡国家研究基金会;
关键词
Bayesian kernel machine regression; Elastic net; Metals; Intelligence quotient; Quantile g-computation; KERNEL MACHINE REGRESSION; LEAD-EXPOSURE; HEAVY-METALS; CHEMICAL-MIXTURES; MERCURY EXPOSURE; MANGANESE; CADMIUM; NEURODEVELOPMENT; ENVIRONMENT; NEUROTOXICITY;
D O I
10.1016/j.envint.2021.106798
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Background: Humans are exposed to a mixture of metals during their lifetime; however, evidence of neurotoxicity of such mixtures in critical time windows is still insufficient. We aimed to elucidate the associations of four metals mixture across multiple time points with children's intelligence quotient (IQ) in a prospective cohort study. Methods: Prenatal exposure and exposure at age 4 and 6 years to four types of blood metals, namely lead, mercury, cadmium, and manganese were quantified in 502 pregnant women and their children who participated in the Environment and Development Cohort study. Children's IQ scores were assessed using the Wechsler Intelligence Scale at age 6. Bayesian kernel machine regression (BKMR), quantile g-computation models, and elastic net (ENET) models were used to assess the associations of their blood metals mixture with IQ scores. Results: Multivariate linear regression models indicated that postnatal blood manganese exposure at the age of 4 years was significantly negatively associated with children's IQ [beta = -5.99, 95% confidence interval (CI): -11.37 to -0.61]. In the multi-chemical BKMR and quantile g-computation model, statistically significant inverse associations were found between the mixture of prenatal and postnatal metals and children's IQ score (Difference in children' IQ per quartile increase: -2.83; 95% CI: -5.28, -0.38). Interestingly, we found that manganese levels at both age of 4 and 6 years were contributing factors to children's IQ in the mixture models, namely, BKMR, quantile g-computation, and ENET models. Conclusions: Multi-pollutant mixtures of prenatal and postnatal exposures to four metals affected child IQ at 6 years of age. We found a relationship between manganese exposure at both age 4, and 6 years and children's IQ. Additional studies are warranted to confirm these associations and to control the exposure to different metals during pregnancy and preschool childhood.
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页数:9
相关论文
共 65 条
[1]   Exposure routes and health effects of heavy metals on children [J].
Al osman, Muwaffak ;
Yang, Fei ;
Massey, Isaac Yaw .
BIOMETALS, 2019, 32 (04) :563-573
[2]   Prenatal and Postnatal Lead Exposure and Early Cognitive Development: Longitudinal Study in Saudi Arabia [J].
Al-Saleh, Iman ;
Nester, Michael ;
Mashhour, Abdullah ;
Moncari, Lina ;
Shinwari, Neptune ;
Mohamed, Gamal El Din ;
Rabah, Abdullah .
JOURNAL OF ENVIRONMENTAL PATHOLOGY TOXICOLOGY AND ONCOLOGY, 2009, 28 (04) :283-302
[3]   Associations of a Metal Mixture Measured in Multiple Biomarkers with IQ: Evidence from Italian Adolescents Living near Ferroalloy Industry [J].
Bauer, Julia A. ;
Devick, Katrina L. ;
Bobb, Jennifer F. ;
Coull, Brent A. ;
Bellinger, David ;
Benedetti, Chiara ;
Cagna, Giuseppa ;
Fedrighi, Chiara ;
Guazzetti, Stefano ;
Oppini, Manuela ;
Placidi, Donatella ;
Webster, Thomas F. ;
White, Roberta F. ;
Yang, Qiong ;
Zoni, Silvia ;
Wright, Robert O. ;
Smith, Donald R. ;
Lucchini, Roberto G. ;
Henn, Birgit Claus .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2020, 128 (09) :097002-1
[4]   Statistical software for analyzing the health effects of multiple concurrent exposures via Bayesian kernel machine regression [J].
Bobb, Jennifer F. ;
Henn, Birgit Claus ;
Valeri, Linda ;
Coull, Brent A. .
ENVIRONMENTAL HEALTH, 2018, 17
[5]   Bayesian kernel machine regression for estimating the health effects of multi-pollutant mixtures [J].
Bobb, Jennifer F. ;
Valeri, Linda ;
Claus Henn, Birgit ;
Christiani, David C. ;
Wright, Robert O. ;
Mazumdar, Maitreyi ;
Godleski, John J. ;
Coull, Brent A. .
BIOSTATISTICS, 2015, 16 (03) :493-508
[6]   Low level exposure to manganese from drinking water and cognition in school-age children [J].
Bouchard, Maryse F. ;
Surette, Celine ;
Cormier, Pierre ;
Foucher, Delphine .
NEUROTOXICOLOGY, 2018, 64 :110-117
[7]   Representative levels of blood lead, mercury, and urinary cadmium in youth: Korean Environmental Health Survey in Children and Adolescents (KorEHS-C), 2012-2014 [J].
Burm, Eunae ;
Song, Inmyung ;
Ha, Mina ;
Kim, Yu-Mi ;
Lee, Kee Jae ;
Kim, Hwan-Cheol ;
Lim, Sinye ;
Kim, Soo-Young ;
Lee, Chul-Gab ;
Kim, Su Young ;
Cheong, Hae-Kwan ;
Sakong, Joon ;
Kang, Hee-Tae ;
Son, Mia ;
Oh, Gyung-Jae ;
Kim, Yeni ;
Yang, Ji-Yeon ;
Hong, Soo-Jong ;
Seo, Ju-Hee ;
Kim, Jeongseon ;
Oh, Seyong ;
Yu, Jeesuk ;
Chang, Seong-Sil ;
Kwon, Ho-Jang ;
Choi, Youn-Hee ;
Choi, Wookhee ;
Kim, Suejin ;
Yu, Seung Do .
INTERNATIONAL JOURNAL OF HYGIENE AND ENVIRONMENTAL HEALTH, 2016, 219 (4-5) :412-418
[8]  
Caserta D, 2013, EUR REV MED PHARMACO, V17, P2198
[9]   Relationship between Environmental Phthalate Exposure and the Intelligence of School-Age Children [J].
Cho, Soo-Churl ;
Bhang, Soo-Young ;
Hong, Yun-Chul ;
Shin, Min-Sup ;
Kim, Boong-Nyun ;
Kim, Jae-Won ;
Yoo, Hee-Jung ;
Cho, In Hee ;
Kim, Hyo-Won .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2010, 118 (07) :1027-1032
[10]   Periconceptional and prenatal exposure to metal mixtures in relation to behavioral development at 3 years of age [J].
Doherty, Brett T. ;
Romano, Megan E. ;
Gui, Jiang ;
Punshon, Tracy ;
Jackson, Brian P. ;
Karagas, Margaret R. ;
Korrick, Susan A. .
ENVIRONMENTAL EPIDEMIOLOGY, 2020, 4 (04)