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Using Metrics of a Mixture Effect and Nutrition from an Observational Study for Consideration towards Causal
Chris Gennings1, Katherine Svensson2, Alicja Wolk3,4
1Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
This study introduces novel indices to link environmental chemical exposures and nutrition to health outcomes. Improving nutrition or reducing endocrine-disrupting chemical (EDC) exposure significantly enhances cognitive function in pregnant women.
Area of Science:
- Environmental Health
- Nutritional Science
- Epidemiology
Background:
- Human health is impacted by environmental chemical exposures and nutritional status.
- In vivo and in vitro studies on single chemicals do not reflect real-world exposure to complex mixtures.
- Weighted Quantile Sum (WQS) regression provides a method to assess the joint effects of chemical mixtures.
Purpose of the Study:
- To demonstrate the utility of indices for causally linking human exposure to environmental mixtures and nutrition with health outcomes.
- To apply WQS regression for endocrine-disrupting chemicals (EDCs) and a My Nutrition Index (MNI) for dietary patterns.
- To utilize causal inference methods with observational data from the SELMA pregnancy cohort.
Main Methods:
- WQS regression was used to create an index for 26 EDCs.
- My Nutrition Index (MNI) was calculated based on dietary guideline values.
- G-computation with counterfactuals was employed for causal inference, assessing reduced EDC exposure and improved nutrition.
Main Results:
- A one standard deviation (SD) reduction in the WQS index for EDCs was associated with significant cognitive function improvement.
- A one SD improvement in the MNI was also significantly linked to enhanced cognitive function.
- Both strategies suggest a positive impact on cognitive development in the context of pregnancy.
Conclusions:
- Indices integrating complex exposures like EDCs and nutritional status can be valuable tools for causal inference in observational studies.
- Reducing prenatal EDC exposure and improving maternal nutrition are effective strategies for enhancing child cognitive function.
- Findings support evidence-based decision-making for environmental risk management and public health nutrition initiatives.
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