TY - JOUR
T1 - Prenatal PFAS and psychosocial stress exposures in relation to fetal growth in two pregnancy cohorts
T2 - Applying environmental mixture methods to chemical and non-chemical stressors
AU - Eick, Stephanie M.
AU - Enright, Elizabeth A.
AU - Padula, Amy M.
AU - Aung, Max
AU - Geiger, Sarah D.
AU - Cushing, Lara
AU - Trowbridge, Jessica
AU - Keil, Alexander P.
AU - Gee Baek, Hyoung
AU - Smith, Sabrina
AU - Park, June Soo
AU - DeMicco, Erin
AU - Schantz, Susan L.
AU - Woodruff, Tracey J.
AU - Morello-Frosch, Rachel
N1 - Funding Information:
We would like to thank our clinical research coordinators for collecting the data and the data analysis teams for helping to enter and compile the data, particularly Aileen Andrade, Cheryl Godwinde Medina, Cynthia Melgoza Canchola, Tali Felson, Harim Lee, Maribel Juarez, Lynn Harvey and Allison Landowski from the CIOB group and Ana Lucic, Shuk Han Ng, Mary Wakefield, Jeni Bushman, Mindy Howe, and Darcie Reckers from the IKIDS group. We also thank the study participants who participated in the CIOB and IKIDS studies. Lastly, we would like to thank the DTSC biomonitoring team for the laboratory analysis of PFAS in serum. This work was supported by grants ES022848 and RD83543401 from the Children's Environmental Health and Disease Prevention Research Center, ES007326 T32 National Institutes of Health Institution Training Grant Predoctoral Traineeship in Endocrine, Developmental, and Reproductive Toxicology, RD83543301 from the United States Environmental Protection Agency, P30 ES019776, P30 ES030284, P01ES022841 and R01ES02705 from the National Institute of Environmental Health Sciences, and UG3OD023272 and UH3OD023272 from the National Institutes of Health Environmental influences on Child Health Outcomes (ECHO) program. Dr. Cushing's participation was supported by the JPB Environmental Health Fellowship.
Funding Information:
Rachel Morello-Frosch was responsible for funding acquisition, design of CIOB study protocols, oversight of statistical analysis, interpretation of results, project administration, writing original draft, revisions and editing.
Publisher Copyright:
© 2022 The Author(s)
PY - 2022/5
Y1 - 2022/5
N2 - Background: Prenatal exposure to individual per‑ and poly‑fluoroalkyl substances (PFAS) and psychosocial stressors have been associated with reductions in fetal growth. Studies suggest cumulative or joint effects of chemical and non-chemical stressors on fetal growth. However, few studies have examined PFAS and non-chemical stressors together as a mixture, which better reflects real life exposure patterns. We examined joint associations between PFAS, perceived stress, and depression, and fetal growth using two approaches developed for exposure mixtures. Methods: Pregnant participants were enrolled in the Chemicals in Our Bodies cohort and Illinois Kids Development Study, which together make up the ECHO.CA.IL cohort. Seven PFAS were previously measured in 2nd trimester maternal serum samples and were natural log transformed for analyses. Perceived stress and depression were assessed using self-reported validated questionnaires, which were converted to t-scores using validated methods. Quantile g-computation and Bayesian kernel machine regression (BKMR) were used to assess joint associations between PFAS, perceived stress and depression t-scores and birthweight z-scores (N = 876). Results: Individual PFAS, depression and perceived stress t-scores were negatively correlated with birthweight z-scores. Using quantile g-computation, a simultaneous one quartile increase in all PFAS, perceived stress and depression t-scores was associated with a slight reduction in birthweight z-scores (mean change per quartile increase = -0.09, 95% confidence interval = -0.21, 0.03). BKMR similarly indicated that cumulative PFAS and stress t-scores were modestly associated with lower birthweight z-scores. Across both methods, the joint association appeared to be distributed across multiple exposures rather than due to a single exposure. Conclusions: Our study is one of the first to examine the joint effects of chemical and non-chemical stressors on fetal growth using mixture methods. We found that PFAS, perceived stress, and depression in combination were modestly associated were lower birthweight z-scores, which supports prior studies indicating that chemical and non-chemical stressors are jointly associated with adverse health outcomes.
AB - Background: Prenatal exposure to individual per‑ and poly‑fluoroalkyl substances (PFAS) and psychosocial stressors have been associated with reductions in fetal growth. Studies suggest cumulative or joint effects of chemical and non-chemical stressors on fetal growth. However, few studies have examined PFAS and non-chemical stressors together as a mixture, which better reflects real life exposure patterns. We examined joint associations between PFAS, perceived stress, and depression, and fetal growth using two approaches developed for exposure mixtures. Methods: Pregnant participants were enrolled in the Chemicals in Our Bodies cohort and Illinois Kids Development Study, which together make up the ECHO.CA.IL cohort. Seven PFAS were previously measured in 2nd trimester maternal serum samples and were natural log transformed for analyses. Perceived stress and depression were assessed using self-reported validated questionnaires, which were converted to t-scores using validated methods. Quantile g-computation and Bayesian kernel machine regression (BKMR) were used to assess joint associations between PFAS, perceived stress and depression t-scores and birthweight z-scores (N = 876). Results: Individual PFAS, depression and perceived stress t-scores were negatively correlated with birthweight z-scores. Using quantile g-computation, a simultaneous one quartile increase in all PFAS, perceived stress and depression t-scores was associated with a slight reduction in birthweight z-scores (mean change per quartile increase = -0.09, 95% confidence interval = -0.21, 0.03). BKMR similarly indicated that cumulative PFAS and stress t-scores were modestly associated with lower birthweight z-scores. Across both methods, the joint association appeared to be distributed across multiple exposures rather than due to a single exposure. Conclusions: Our study is one of the first to examine the joint effects of chemical and non-chemical stressors on fetal growth using mixture methods. We found that PFAS, perceived stress, and depression in combination were modestly associated were lower birthweight z-scores, which supports prior studies indicating that chemical and non-chemical stressors are jointly associated with adverse health outcomes.
KW - Mixtures
KW - Per- and poly-fluoroalkyl substances
KW - Pregnancy
KW - Stress
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U2 - 10.1016/j.envint.2022.107238
DO - 10.1016/j.envint.2022.107238
M3 - Article
C2 - 35436721
AN - SCOPUS:85128197047
SN - 0160-4120
VL - 163
JO - Environmental International
JF - Environmental International
M1 - 107238
ER -