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Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study

BACKGROUND: Findings from epidemiological studies of prenatal phthalate exposure and child cognitive development are inconsistent. Methods for evaluating mixtures of phthalates, such as weighted quantile sum (WQS) regression, have rarely been applied. We developed a new extension of the WQS method t...

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Autores principales: Loftus, Christine T., Bush, Nicole R., Day, Drew B., Ni, Yu, Tylavsky, Frances A., Karr, Catherine J., Kannan, Kurunthachalam, Barrett, Emily S., Szpiro, Adam A., Sathyanarayana, Sheela, LeWinn, Kaja Z.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8162924/
https://www.ncbi.nlm.nih.gov/pubmed/33556913
http://dx.doi.org/10.1016/j.envint.2021.106409
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author Loftus, Christine T.
Bush, Nicole R.
Day, Drew B.
Ni, Yu
Tylavsky, Frances A.
Karr, Catherine J.
Kannan, Kurunthachalam
Barrett, Emily S.
Szpiro, Adam A.
Sathyanarayana, Sheela
LeWinn, Kaja Z.
author_facet Loftus, Christine T.
Bush, Nicole R.
Day, Drew B.
Ni, Yu
Tylavsky, Frances A.
Karr, Catherine J.
Kannan, Kurunthachalam
Barrett, Emily S.
Szpiro, Adam A.
Sathyanarayana, Sheela
LeWinn, Kaja Z.
author_sort Loftus, Christine T.
collection PubMed
description BACKGROUND: Findings from epidemiological studies of prenatal phthalate exposure and child cognitive development are inconsistent. Methods for evaluating mixtures of phthalates, such as weighted quantile sum (WQS) regression, have rarely been applied. We developed a new extension of the WQS method to improve specificity of full-sample analyses and applied it to estimate associations between prenatal phthalate mixtures and cognitive and language outcomes in a diverse pregnancy cohort. METHODS: We measured 22 phthalate metabolites in third trimester urine from mother-child dyads who completed early childhood visits in the Conditions Affecting Neurodevelopment and Learning in Early childhood (CANDLE) study. Language and cognitive ability were assessed using the Bayley Scales of Infant Development (age 3) and the Stanford Binet-5 (age 4–6), respectively. We used multivariable WQS regression to identify phthalate mixtures that were negatively and positively associated with language score and full-scale IQ, in separate models, adjusted for maternal IQ, race, marital status, smoking, BMI, socioeconomic status (SES), child age, sex, and breastfeeding. We evaluated effect modification by sex and SES. If full sample 95% WQS confidence intervals (which are known to be anti-conservative) excluded the null, we calculated a p-value using a permutation test (p(permutation)). The performance of this new approach to WQS regression was evaluated in simulated data. We compared the power and type I error rate of WQS regression conducted within datasets split into training and validation samples (WQS(Split)) and in the full sample (WQS(Nosplit)) to WQS regression with a permutation test (WQS(permutation)). Individual metabolite associations were explored in secondary analyses. RESULTS: The analytic sample (N = 1015) was 62.1% Black/31.5% White, and the majority of mothers had a high school education or less (56.7%) at enrollment. Associations between phthalate mixtures and primary outcomes (language score and full-scale IQ) in the full sample were null. Individual metabolites were not associated with IQ, and only one metabolite (mono-benzyl phthalate, MBzP) was associated with Bayley language score (β = −0.68, 95% CI: −1.37, 0.00). In analyses stratified by sex or SES, mixtures were positively and negatively associated with outcomes, but the precision of full-sample WQS regression results were not supported by permutation tests, with one exception. In the lowest SES category, a phthalate mixture dominated by mono-methyl phthalate (MMP) and mono-carboxy-isooctyl phthalate (MCOP) was associated with higher language scores (β(low SES) = 2.41, full-sample 95%CI: 0.58, 4.24; p(permutation) = 0.04). Performance testing in simulated data showed that WQS(permutation) had improved power over WQS(Split) (90% versus 56%) and a lower type I error rate than WQS(Nosplit) (7% versus 47%). CONCLUSIONS: In the largest study of these relationships to date, we observed predominantly null associations between mixtures of prenatal phthalates and both language and IQ. Our novel extension of WQS regression improved sensitivity to detect true associations by obviating the need to split the data into training and test sets and should be considered for future analyses of exposure mixtures.
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spelling pubmed-81629242021-05-28 Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study Loftus, Christine T. Bush, Nicole R. Day, Drew B. Ni, Yu Tylavsky, Frances A. Karr, Catherine J. Kannan, Kurunthachalam Barrett, Emily S. Szpiro, Adam A. Sathyanarayana, Sheela LeWinn, Kaja Z. Environ Int Article BACKGROUND: Findings from epidemiological studies of prenatal phthalate exposure and child cognitive development are inconsistent. Methods for evaluating mixtures of phthalates, such as weighted quantile sum (WQS) regression, have rarely been applied. We developed a new extension of the WQS method to improve specificity of full-sample analyses and applied it to estimate associations between prenatal phthalate mixtures and cognitive and language outcomes in a diverse pregnancy cohort. METHODS: We measured 22 phthalate metabolites in third trimester urine from mother-child dyads who completed early childhood visits in the Conditions Affecting Neurodevelopment and Learning in Early childhood (CANDLE) study. Language and cognitive ability were assessed using the Bayley Scales of Infant Development (age 3) and the Stanford Binet-5 (age 4–6), respectively. We used multivariable WQS regression to identify phthalate mixtures that were negatively and positively associated with language score and full-scale IQ, in separate models, adjusted for maternal IQ, race, marital status, smoking, BMI, socioeconomic status (SES), child age, sex, and breastfeeding. We evaluated effect modification by sex and SES. If full sample 95% WQS confidence intervals (which are known to be anti-conservative) excluded the null, we calculated a p-value using a permutation test (p(permutation)). The performance of this new approach to WQS regression was evaluated in simulated data. We compared the power and type I error rate of WQS regression conducted within datasets split into training and validation samples (WQS(Split)) and in the full sample (WQS(Nosplit)) to WQS regression with a permutation test (WQS(permutation)). Individual metabolite associations were explored in secondary analyses. RESULTS: The analytic sample (N = 1015) was 62.1% Black/31.5% White, and the majority of mothers had a high school education or less (56.7%) at enrollment. Associations between phthalate mixtures and primary outcomes (language score and full-scale IQ) in the full sample were null. Individual metabolites were not associated with IQ, and only one metabolite (mono-benzyl phthalate, MBzP) was associated with Bayley language score (β = −0.68, 95% CI: −1.37, 0.00). In analyses stratified by sex or SES, mixtures were positively and negatively associated with outcomes, but the precision of full-sample WQS regression results were not supported by permutation tests, with one exception. In the lowest SES category, a phthalate mixture dominated by mono-methyl phthalate (MMP) and mono-carboxy-isooctyl phthalate (MCOP) was associated with higher language scores (β(low SES) = 2.41, full-sample 95%CI: 0.58, 4.24; p(permutation) = 0.04). Performance testing in simulated data showed that WQS(permutation) had improved power over WQS(Split) (90% versus 56%) and a lower type I error rate than WQS(Nosplit) (7% versus 47%). CONCLUSIONS: In the largest study of these relationships to date, we observed predominantly null associations between mixtures of prenatal phthalates and both language and IQ. Our novel extension of WQS regression improved sensitivity to detect true associations by obviating the need to split the data into training and test sets and should be considered for future analyses of exposure mixtures. 2021-05 2021-02-06 /pmc/articles/PMC8162924/ /pubmed/33556913 http://dx.doi.org/10.1016/j.envint.2021.106409 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ).
spellingShingle Article
Loftus, Christine T.
Bush, Nicole R.
Day, Drew B.
Ni, Yu
Tylavsky, Frances A.
Karr, Catherine J.
Kannan, Kurunthachalam
Barrett, Emily S.
Szpiro, Adam A.
Sathyanarayana, Sheela
LeWinn, Kaja Z.
Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title_full Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title_fullStr Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title_full_unstemmed Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title_short Exposure to prenatal phthalate mixtures and neurodevelopment in the Conditions Affecting Neurocognitive Development and Learning in Early childhood (CANDLE) study
title_sort exposure to prenatal phthalate mixtures and neurodevelopment in the conditions affecting neurocognitive development and learning in early childhood (candle) study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8162924/
https://www.ncbi.nlm.nih.gov/pubmed/33556913
http://dx.doi.org/10.1016/j.envint.2021.106409
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