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Prenatal Phthalate Exposures and Adiposity Outcomes Trajectories: A Multivariate Bayesian Factor Regression Approach
Phuc H Nguyen1, Stephanie M Engel2, Amy H Herring3
1LinkedIn Corporation, Sunnyvale, CA 94085, USA.
Insights
Prenatal phthalate exposure is linked to childhood obesity risk. While early exposure may lower adiposity in young boys, later exposure is associated with increased outcomes, with no observed effects in girls.
Area of Science:
- Environmental Health
- Pediatric Endocrinology
- Toxicology
Background:
- Growing evidence suggests prenatal phthalate exposure may increase childhood obesity risk.
- Phthalates are common endocrine-disrupting chemicals found in many consumer products.
- Understanding these associations is crucial for public health interventions.
Purpose of the Study:
- To investigate the association between prenatal phthalate exposure and childhood adiposity outcomes.
- To explore potential sex-specific and time-varying effects of phthalate exposure.
- To utilize advanced statistical methods for analyzing complex exposure-outcome relationships.
Main Methods:
- Utilized data from the Mount Sinai Children's Environmental Health Study (MSCEHS).
- Measured urinary phthalate metabolites in mothers during the third trimester of pregnancy.
- Applied a novel Bayesian multivariate factor regression (BMFR) model to assess adiposity outcomes (BMI, fat mass, waist circumference) in children aged 4-9.
- Modeled phthalate mixtures as latent factors and accounted for time-varying effects.
Main Results:
- In boys, prenatal phthalate exposure showed a biphasic effect: associated with lower adiposity at ages 4-6, but higher adiposity after age 7.
- No significant associations were observed between phthalate exposure factors and adiposity outcomes in girls.
- The study identified distinct effects based on child's age and sex.
Conclusions:
- Prenatal phthalate exposure may have age- and sex-specific effects on childhood adiposity.
- Findings suggest a potential role for phthalates in the development of childhood obesity, particularly in boys.
- Further research is warranted to elucidate the mechanisms and confirm these findings.
Abstract:
Experimental animal evidence and a growing body of observational studies suggest that prenatal exposure to phthalates may be a risk factor for childhood obesity. Using data from the Mount Sinai Children's Environmental Health Study (MSCEHS), which measured urinary phthalate metabolites (including MEP, MnBP, MiBP, MCPP, MBzP, MEHP, MEHHP, MEOHP, and MECPP) during the third trimester of pregnancy (between 25 and 40 weeks) of 382 mothers, we examined adiposity outcomes-body mass index (BMI), fat mass percentage, waist-to-hip ratio, and waist circumference-of 180 children between ages 4 and 9. Our aim was to assess the effects of prenatal exposure to phthalates on these adiposity outcomes, with potential time-varying and sex-specific effects. We applied a novel Bayesian multivariate factor regression (BMFR) that (1) represents phthalate mixtures as latent factors-a DEHP and a non-DEHP factor, (2) borrows information across highly correlated adiposity outcomes to improve estimation precision, (3) models potentially non-linear time-varying effects of the latent factors on adiposity outcomes, and (4) fully quantifies uncertainty using state-of-the-art prior specifications. The results show that in boys, at younger ages (4-6), all phthalate components are associated with lower adiposity outcomes; however, after age 7, they are associated with higher outcomes. In girls, there is no evidence of associations between phthalate factors and adiposity outcomes.
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