Developing an Exposure Burden Score for Chemical Mixtures Using Item Response Theory, with Applications to PFAS
Shelley H Liu1, Jordan R Kuiper2, Yitong Chen1
1Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA.
A new exposure burden score method using item response theory (IRT) quantifies chemical mixtures like per- and polyfluoroalkyl substances (PFAS). This novel approach better estimates associations between PFAS burden and cardio-metabolic outcomes compared to traditional methods.
Area of Science:
- Environmental health sciences
- Toxicology
- Biostatistics
Background:
- Quantifying total exposure to chemical mixtures independent of health outcomes is challenging.
- A summary metric for chemical mixture exposure is needed for biomonitoring, risk assessment, and health calculators.
Purpose of the Study:
- To develop and apply a novel exposure burden score method for chemical mixtures.
- To estimate exposure burden for per- and polyfluoroalkyl substances (PFAS) mixtures.
- To assess associations between PFAS burden scores and cardio-metabolic outcomes in the U.S. population.
Main Methods:
- Applied item response theory (IRT) to National Health and Examination Survey (NHANES) data (2017-2018) from 1,915 participants.
- Quantified a latent PFAS burden score using serum concentrations of eight PFAS biomarkers.
- Used linear regression to estimate associations between PFAS burden scores and cardio-metabolic outcomes, comparing results to summed PFAS concentrations.
Main Results:
- PFAS burden scores and summed PFAS concentrations showed moderate-to-high correlation.
- PFAS burden scores demonstrated generally stronger associations with cardio-metabolic outcomes (e.g., total cholesterol) compared to summed concentrations.
- Isomers of PFOS were most informative for the PFAS burden scores.
Conclusions:
- Item response theory (IRT) provides a robust method for quantifying chemical mixture exposure burden, reducing measurement error.
- The IRT-based PFAS burden score enhances the ability to detect associations with health outcomes.
- An accompanying PFAS burden calculator is available to facilitate broader research applications.
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